Tadi, V. K. (2026). Integration of the Digital Tools in ELT Classrooms: A Strategy to Enhancing Language Learning. International Journal for Social Studies, 12(2), 68–75. https://doi.org/10.26643/ijss/12
The digital-based model of English Language Teaching (ELT) is becoming a new change paradigm transforming the traditional model of teaching process by offering active and learner-centered teaching. The paper explains the way in which digital technologies, e.g., interactive tools (Padlet and Kahoot) or language learning apps (Duolingo or Quizlet) can enhance learning of English language skills. The study uses the TPACK and SAMR models and examines the possibilities and difficulties of technology integration in ELT classrooms in India based on the mixed-method approach consisting of a survey of the teachers, classroom observation, and interviews of the learners. The results indicate that even although the positive impact of the digital tools on the motivation of the learners, their active participation, and autonomy matter greatly, the impact of the utilization of the digital tools depends on the strategic integration, the readiness of the teachers, and the infrastructural support. The other digital literacy and access gap that is identified in the study is based on rural and semi-urban circumstances. This paper suggests some practical information to educators, policymakers and curriculum developers regarding the way to make technology integration in ELT meaningful and equitable. The findings reveal the importance of increased attention to special teacher training, the equipment that should be chosen in accordance with the situation, and blended education patterns that can be used to eradicate the digital divide to language learning.
Keywords: Digital Technology Integration, TPACK, SAMR, Blended Learning, Learner Autonomy, Digital Literacy, Digital Divide, Mixed-Method Research, India
Introduction
The pace at which the 21st century has seen the growth of digital technology has revolutionised the aspect of education and changed the manner in which information is received, transmitted and processed (Prensky, 2001). This has infiltrated the English language teaching (ELT) classroom whereby technology has been instrumental in enhancing the level of interaction among the learners in the process of equipping them with skills and exposing them to the real language experience (Chapelle, 2003). Coronavirus also led to the increased use of educational technology due to the movement of teachers and school institutions into a digital and blended environment (Dhawan, 2020).
Digital classroom use is a chance and a challenge in the ELT setting especially in countries like India. Although educational programs like Duolingo, Quizlet, Padlet and Google Classroom are viable as dynamic learning tools to enable language learners, lack of infrastructure, training and level of digital literacy is a barrier to majority of the educators (Kessler, 2018). This renders the use of these tools patchy or superficial thus annulling the potential usefulness of the tools in language acquisition.
The present study functions under the idea of applying digital tools to ELT classrooms considering the fact of addressing the four main language skill listening, speaking, reading and writing, and considering the aspect of providing learner autonomy, interactivity and pedagogical focus as new learning tools. The study will also point out not only the advantages but the pitfalls of technology in teaching languages to prepare educators, teacher trainers and curriculum developers with valuable suggestions of how to make the tech-supported ELT learning environments more engaging and effective.
Review of Literature
The application of technology in English Language Teaching (ELT) has experienced a significant level of research studies in the past two decades, which are continuously witnessed by a growing amount of literature which promotes the idea that technology can be applied to enhance the outcome of teaching and learning. Warschauer and Healey (1998) and other researchers emphasised that behaviourist approaches to Computer-Assisted Language Learning (CALL) are substituted by the more constructive and communicative ones, focusing the learner as the centre of language learning. The change is conducive to the recent trends in the pedagogical practices borrowing the participatory and student-centred learning simulations by means of the digital technologies.
During the last several years, web-based applications like Duolingo, Quizlet, Kahoot, Padlet, and Google Classroom have gained significant popularity as applications that may be applied to the process of vocabulary development, grammar memorization, and team learning and evaluation. It may adopt Mobile-Assisted Language Learning (MALL) due to the fact that the concepts by Kukulska-Hulme (2012), as well as studies by Godwin-Jones (2018) already predetermined the fact that it could assume the role of offering flexibility to the anytime-anywhere learning, i.e., to the digital-native students.
The Technological Pedagogical Content Knowledge (TPACK) model developed by Mishra and Koehler (2006) offers a highly sound platform to tackle the issue of how ELT can be applied successfully by use of technology. On the same note, the SAMR model developed by Puentedura (Substitution, Augmentation, Modification, Redefinition) could also make a handy consideration regarding the nature of classroom technology use: is it a simple substitution of the previous technology, or does it redefine the learning experiences?
Irrespective of such developments, there have been other research works which have come up with some of the challenges to be considered when integrating technology. The research conducted within the Indian scene (e.g., Sharma and Sharma, 2020; Basu, 2021) pinpoints the following issues:
the impossibility to gain access to the devices,
wobbly internet connection, and
insufficient training of the teachers.
These barriers normally lead to under-use or overrepresented in rural or under-resourced schools. Despite the fact that the literature is fairly explicit regarding the pedagogical significance of digital tools in ELT, it also underscores the need to apply it contextually and continuously, and the close focus on technological decisions implementation with regards to the teaching goal. The study is anchored on the available literature that examines the current application of digital tools in the ELT classrooms and the ways of enhancing the same.
Theoretical Framework
The most appropriate conceptualisation of integration of digital tools in English Language Teaching (ELT) is the theoretical frameworks that explain the interface of technology, pedagogy and content knowledge. Two of the theory models that are applied during this research include the TPACK Framework (Mishra and Koehler, 2006) and the SAMR Model (Puentedura, 2009). The models can be applied to determine the effectiveness of technology application besides the comprehensiveness and quality of technology application in language instruction.
Technological Pedagogical Content Knowledge (TPACK) framework is centered on the three sorts of knowledge which are complex in their interactions; content knowledge (CK), pedagogical knowledge (PK), and technological knowledge (TK). The effective use of digital tools in ELT implies that, not only the material (language knowledge) is to be mastered but also teachers should know the strategies and methods of teaching the language and what the technology can help and enhance language learning. In a tip, when a teacher relies on a Quizlet to teach vocabulary, he/she should match the abilities of the tool with the right language learning objectives and requirements.
The further elaboration of TPACK is the SAMR model or Substitution, Augmentation, Modification, Redefining (SAMR); the model provides a hierarchical approach to the question of the role of technology in the learning process. At the substitution level, technology only replaces a traditional device (i.e. a digital dictionary, rather than a print dictionary). Onward, at the modification and redefinition level, technology enables a few new forms of learning, previously unexplored: global learning, multimedia narrative or real time comments using interactive applications. The given model can be used specifically to analyse how far are the digital tools in ELT used radically or superficially.
The information offered by the two frameworks is helpful in the role that technology can play in language teaching. TPACK focuses more on competency and informed choices as a teacher, however, SAMR asks teachers to explore the depth of technological-integration. Taken in conjunction, they are the theoretical framework of addressing the current application of digital tools in ELT classrooms and how these tools might be optimized to be used in more meaningful ways.
Methodology
The article is conceptual and practice-based in terms of researching the concept of the use of digital tools in the English Language Teaching (ELT) classrooms. The study is not related with the collection of primary empirical data, but a synthesis of the literature available, case studies and observed classroom practices in any teaching environment and more specifically in India. Hopefully, some broad tendencies will be learned, some positive practices outlined, and some practical outcomes drawn to teachers and establishments that eventually intend to use technology-enhanced ELT.
It is examined based on the variety of the secondary sources such as peer-reviewed journal articles, conference papers, policy reports, and reports of practitioners. In addition, the examples of typical online tools (DUolingo, Quizlet, Padlet, Google Classroom, and Kahoot) are addressed, regarding their opportunities of core pedagogy and their alignment with the analysed TPACK and SAMR models. The tools are taken into account depending on their ability to help develop the language skills, involve learners, and communicate in the classroom. Although, no formal experimental and survey-based methodology is taken in the current paper, classroom observations, reflective practice in teaching, and secondary research conducted in Indian and international ELT settings are included in the paper. The approach would enable one to see the potentialities and constraints of the digital tool integration as a whole and would be the foundation of the pedagogical recommendations provided in the following parts.
Implementation & Analysis
There are many opportunities to study English as a second language that the online technologies offer and can be utilized to make the process more interesting to the students. The degree to which technology is available not only determines their success, but also the degree to which is used in the classroom to develop the specific language skills, promote interaction and promote learner autonomy.
Quizlet is the most widespread one, in which a teacher can create vocabulary flashcards, practice activities, and self-test quizzes. In ELT classrooms, Quizlet may be applicable in the school or college level and as an extension of the new vocabulary or phrase instruction in the reading or listening activity. The repetition system is gamified and thus assists students in memorising and remembering better. According to the TPACK model, Quizlet has performed well since its content (CK), delivery (PK) and adaptation to the requirements of the learners (TK) can be created by teachers.
One more example of collaborative tool that can be used to encourage student writing, brainstorming or group discuss is Padlet. Respondents are able to respond to reading using multimedia (adding text, images, links, or videos) to convey their ideas. Not only is this preventing the fluent writing, but it is also preventing the creative mind, and socialising. SAMR model will allow teachers to turn Padlet into an environment in which the traditional writing activities could be altered and redesigned rather than replaced.
Kahoot has been successful especially in formative assessment. Its quiz-like form of interaction allows teachers to test the knowledge at the conclusion of a grammar or reading lesson and engage learners in competition. It also enables real time feedback because it enables the teachers to know which areas they are performing poorly and they can amend instructions.
In blended learning, the instructional organisation is based on Google Classroom. The instructors put up lesson content, assign and follow-up, as well as learners are able to review content asynchronously. This fosters differentiation and agency of the learners which is the objectives of the modern classes in ELT.
However, the classroom implementation is not problematic. In case of a lack of time or training, teachers lament that they struggle to select the correct tool to execute the correct task. The infrastructure inequities (unavailable Wi-Fi, outdated equipment, electrical issues, etc.) tend to limit access, particularly to rural or low-income schools. Moreover, they can be digitally literate in social or entertainment aspects, yet some guidance on how best to use technologies related to academics can be required by students. Despite the possible existence of these barriers, as demonstrated in the examples above, in case of a purposeful introduction of the digital tools, their implementation, depending on the goals of the instruction, and supported by teacher training, these tools can make a significant imprint on the ELT experience. The future of the technology in the wise and strategic use of technology is the mutual transformation of the passive learning to interaction learning and student-centred learning.
Conclusion
Digital tools in English Language Learning (ELT) is a prospect of changing the art of language acquisition and giving the students a chance to interact and enhance the process of the acquisition of the basic language skills. Applications such as Quizlet, Padlet, Kahoot, and Google Classroom have the ability to change more traditional classrooms into newer and more interactive and learner-centered ones in the right hands. The rationale of balanced and strategic integration can also be supported by other models as TPACK and the SAMR in order that the technology can be an addition to and not a substitute of the pedagogical intent. Though digital technologies are flexible, autonomous, and provide real-time feedback, they can have the most significant effect where teachers possess the necessary technological, pedagogical, and content skills. In addition to this, the inadequate infrastructure, training and unequal distribution should also be considered to be specific to the non-homogeneous learning systems such as India.
To go on with it, the development of the teacher profession must be associated with particular training on the topic of technology integration. The institutions are stimulated to investing in infrastructural and experimental, and reflective practice culture. In schools, it is encouraged that teachers should begin with simple digital additions, and gradually evolve to more radical applications. Lastly, it can be mentioned that the online tools are also fruitful, and they serve a purpose in ELT. Effective facilitator of language learning in the 21st century Technology has the capacity to become a useful learning tool provided it is strategic in the pedagogical approach and sensitive to context.
Works Cited
Basu, S. (2021). Digital divide in Indian education during COVID-19 pandemic. International Journal of Creative Research Thoughts, 9(1), 1917–1923.
Chapelle, C. A. (2003). English language learning and technology: Lectures on applied linguistics in the age of information and communication technology. John Benjamins Publishing Company.
Dhawan, S. (2020). Online learning: A panacea in the time of COVID-19 crisis. Journal of Educational Technology Systems, 49(1), 5–22. https://doi.org/10.1177/0047239520934018
Godwin-Jones, R. (2018). Using mobile technology to develop language skills and cultural understanding. Language Learning & Technology, 22(3), 1–17.
Kessler, G. (2018). Technology and the future of language teaching. Foreign Language Annals, 51(1), 205–218. https://doi.org/10.1111/flan.12318
Kukulska‐Hulme, A. (2012). Mobile-assisted language learning. In C. A. Chapelle (Ed.), The encyclopedia of applied linguistics (pp. 3701–3709). Wiley-Blackwell. https://doi.org/10.1002/9781405198431.wbeal0768
Mishra, P., & Koehler, M. J. (2006). Technological pedagogical content knowledge: A framework for teacher knowledge. Teachers College Record, 108(6), 1017–1054. https://doi.org/10.1111/j.1467-9620.2006.00684.x
Puentedura, R. R. (2009). SAMR and TPACK: Intro to advanced practice. Hippasus.
Sharma, R., & Sharma, M. (2020). Challenges of online education in India during the COVID-19 pandemic. International Journal of Advanced Research, 8(5), 1132–1137.
Tadi, V. K. (2026). ‘Madness’ and ‘Spirituality’: A Study of Diasporic Fragmentation in Clarke’s Late Fiction. International Journal of Research, 13(4), 337–343. https://doi.org/10.26643/ijr/edupub/28
Dr. Vijaya Kalyani Tadi
Faculty Member, Department of English,
Andhra University, Visakhapatnam
Email: vijayakalyani18@gmail.com
Abstract
The paper below explores how spiritual imagery and mental fragmentation is used by Austin Clarke to describe the psychic cost of the displacement and colonial trauma in The Polished Hoe, The Prime Minister, and The Question. Clarke never makes a distinction or opposition between madness and spirituality that they are bound to different worlds; on the contrary, he demonstrates that they are twin responses to the rule of imperialism, to diasporic fragmentation and cultural shock. Hallucination, confession, prayer and silence in his subsequent fiction are not an aspect of weakness or madness, but are domains where become zones in which identity, memory and resistance come into collision with one another which are spiritually and politically charged.
Clarke constructs madness not as the inability to collapse using the postcolonial trauma theory, Black Atlantic religious speech, and subaltern studies, but rather in a disruptive grammar of survival, a corporeal critique of neocolonial realities. Simultaneously, his spirituality also includes his attitude towards spirituality, which rejects institutionalised religion, more so the colonial Church, and retrieves fragmented belief systems as tools of cultural survival. The biblical citations, institutional attack, and the pictures of the plight of women enhance a creation by the empire not only to inflict economic and social injury on women but also metaphysical injury. All the same, the fiction of Clarke dramatizes the sacred and the disjoined nature of post-colonial life, and this demands that we read the divided voices, the disintegrated psyches, as resistance. His novels make the readers consider the spectres of empire, both in the political order, and in the spiritual and emotive topography of individuals who needed to be in its afterlives.
Keywords: Austin Clarke, spiritual displacement, madness, postcolonial trauma, The Polished Hoe, The Prime Minister, The Question, religion, memory, Black Atlantic.
Introduction: Spirit and Psyche in Postcolonial Literature
Postcolonial literature tends to traverse the discontinuous landscape of identity, past and cultural memory in the post-imperial era. The spirituality and insanity are two twin forces that are significant solutions to trauma and uprooting in this literary landscape. All these ideas are not simple incitement of personal suspension or mystic flight; they are the mental and metaphysical remaining of colonial and imperial conquest. The sacred and the shattered are joined in the mind and hearts of people caught in the eddy currents of racial, spiritual, national destruction, to most writers in the postcolonial canon, including Austin Clarke.
The Polished Hoe, The Prime Minister, The Question, and in the later fiction of Clarke, the spiritual perturbation which goes with psychic ruin cannot be divided. His characters are also recognized to be affected by the broken faith, existential hopelessness, and spectre memory. They are not individualistic illnesses; it is social illnesses that were shaped by the history of racial subjugation, exile and internalisation of imperialism ideology. They are calling the divine, but it is answered in the form of silence or contradiction. Madness is also the articulation of trauma (and) also a subaltern lingo of resistance, a sign not of the capitulation, but or resistance of the cumbersome baggage of identity and survival in the postcolonial world.
The stories that Clarke shares with us give out an incredibly symbolic space in which the spirit and a psyche interact, deconstruct and restructure. His heroes are fond of oscillation between religious passion and non-religious emasculation, between confession and lessening. Clarke employs them to dramatize how colonial violence does not end at the political independence but it still lingers in spiritual and psychological life of the once colonised. That is why his fiction becomes a powerful metaphor of the postcolonial crisis and shows how belief systems previously imposed to a colonised society break down in front of the traits of betrayal, memory and longing.
‘Sanity’ and ‘Madness’ as Resistance and Collapse
The personalities of Clarke are regularly mentally fragmented, hallucinating, paranoid, and erratic, symptoms of neither personal pathology nor structural and historical trauma. There is nothing random about such mental breaks but there is the Clarke narrative policy. He plays with the border of sanity and madness, and makes madness appear to be the only rational response towards buildings of imposed dehumanisation. The sense of hypocrisy of the new Black leadership is highlighted in The Prime Minister through the downward spiral into paranoia that the protagonist of this play makes. He receives Article 4.09 of the table of progress only to be tokenised and shut down as he goes on pushing. His breakdown represents the breakdown of the postcolonial dream itself, in other words, a system, in which the power only changes hands and the imperial apparatus still remain.
The narrator of The Question, who identifies oneself by no known name, wanders in a frozen and dissociated Toronto and is tortured by memory, loneliness and invisibility of being a non-racially identified being. His breakdown is not by chance, but it is, in fact, the consequence of years of alienation in a society that does not allow him a feeling of belonging or self-expression. In this instance madness is (somehow) a protestant expression, a means of escape out of the reasoning of a world that invites to invalidate his humanity. His lack of sense augurs the rupture of the logic of repression and decency in place of pathology.
Clarke also calls on the reader to consider madness as a collapse and a haven of subvert knowledge. The broken psyche of the characters is used to display the violence behind the genteel bureaucracy and religious virtue. The realities that the society is not eager to hear are brought about by sanity. That way it is not only an injury brought about by empire but also a weapon with which to call the unnamable by name. Clarke reinvents madness as self-subverting force, simultaneously powerless and powerful, victimised and rebellious, silent and talkative.
Biblical Allusion in Clarke’s Language
The use of biblical language and biblical imagery as a scaffolding of storytelling is frequently used by Clarke, as well as a scaffolding of irony, critique and subversion. His attitude to the Bible is twisted, at once devout, sceptical and cleansing. These sources serve various functions: they illustrate the hypocrisy of the colonial and postcolonial system along with its ethical aspects, they restore the pronunciation of the oral stories, and they demonstrate the spiritual trauma of his characters.
Mary Mathilda in The Polished Hoe is more of a long sermon, or of lamentation, in the manner and in the heart-touch of the cries of Job to the deaf ears of God. The text is full of Christian words sin, redemption, judgment, but they are divested of their salvific meaning. Instead, they are an outcome of the world in which faith is emptied by violence. The silence of God-like in the whole novel has an echo in the silence of the colonies who denied the plight of the blacks. Her ode to biblical tropes starts to work as an accusation, bounced back upon herself, Christian rhetoric against itself, the systems which had turned to religion to justify oppression.
In TheQuestion, the narrator is an unnamed person who lives in the realm of existential exile. By using the tropes of the bible (wandering, temptation, and damnation), Clarke explains how the main character is spiritually alienated. Toronto, being a cold and unforgiving city is transformed into a secular purgatory where metaphysical grounding is lost. The judicative language is not dead but it lacks grace. Clarke uses these references to show how the Christian theology that was imported by the colonial education and the missionary work to the diasporic mind still remains even though it cannot give them a sense of belonging nor can it give them any comfort.
Moreover, the biblical references which Clarke incorporates are quite rhythmic since they belong to the Black diasporic oral culture which unites the spiritual and the political. The instruments of ‘psalmic’ repetition, rhetorical interrogation and prophetic cadence bring forth the voices of the characters with moral authority, although they are voices being spoken in the margins, in despair. Avoiding and reorganizing biblical tropes, Clarke is not simply rejecting religious tradition; he reinvents and sets it new ways to expose the hypocrisies of imperial religion and to proclaim another, oppositional spirituality.
The Colonial Church vs. Indigenous Belief
In Clarke, in all her novels, the religious institutions (especially the Christian Church) are depicted as complicit in the colonial conquest. The Prime Minister reveals the church as a form of social control (that it was in the imperial period). The clergy association with politics elite and religion is pacifying rather than empowering. Religions are not emancipating because they are expected to support hierarchies hence upholding the ideologies. This process of the identification of the church with the post-independence political authority is the sign of the high level of its intertwining with the imperial logic which prolongs the submissible aspect of the church till the postcolonial years.
In his turn, Clarke, at times, mentions the submerged or torn-out remains of the other spirituality, folk belief, worship of the dead, and Africa, inspired ritual action which preconditions the survival of the culture and silent resistance. These spiritual manifestations are hardly mentioned and suppressed in the narration, but their existence also gives some understanding of other epistemologies, which are not founded on colonial imposition. They refer to a cultural memory which is not being exterminated in bulk, to older cosmology and cultural healing traditions buried under the same missionary conquest.
These indigenous versions of spirituality are yet to be refined and idealised. They are fragments, remains of a discontinuity, give testament to the erasures of a centuries-old religious domination. The reason they are marginalised in the story is that they are marginalised in real life, and even their relative appearance is more heart-rending. Clarke uses these remnants of symbolism to give hints of the way, under the debris of forced conviction, there are alternative bases, displaced though not destroyed, wounded but not fractured.
Women’s Spiritual Suffering and Silence
Spiritual and emotional torture disproportionately weighs on women in the fiction by Clarke. The Polished Hoe, the confession of Mary Mathilda is a sort of exorcism of spirituality and not political vengeance. Her silence over the many years could be termed as an internalised oppression, which is bound up to what religion and colonialism morality preach. Her confinement in religious forms of thought where submission of faith, chastity, and forgiveness must be fulfilled only adds to violence meted on her, both physical and mental. Although it is a very personal tale, her tale is a collective scream of all the women who have suffered simply because the systems have nothing to give to them other than to be submissive.
Women in The Question are shown in fragments as the domestic servants, former lovers, lost mothers, individuals whose voices are rather faint but full of spiritualized words. The silencing of female experience, which is omnipresent, is emphasized by this spectral presence. It does not fully reflect their inner worlds, but hints at their spiritual survival in invisibility and dispossession. Their agony is incorporated into the larger program of the Clarke critique the proof that the moral power of religion so frequently is based on the subjection of women.
Women spirituality as explained by Clarke is therefore not a transcendence rather an entrapment, resistance and disjointed strength. Religion is not an easy way; it is a fresh battle field. That is because such characters are the descendants of theological systems that never clarify their sufferings and resemble their silence. But in accomplishment of that silence, however in some measure, they rediscover spirituality in their own terms, as a survival, and not as submission.
Conclusion: The Divine and the Damaged
The late fiction of Austin Clarke is a philosophical meditation concerning the death of spiritual certitude in the postcolonial world. Relating madness to shattered religion, tracing the path of colonialism to twist the mind and soul, Clarke maps the near cost of living as a diaspora. His narratives may also be termed as a critique of external systems and also a depiction of general falls apart. The reference to the Bible, the attack on the religious organisation and accentuation on female spiritual disenchantment seam together in a Web of disappointment by God.
Faith in The Polished Hoe, The Prime Minister and The Question convey less comforting and more like a mirrored mirror, to which the characters address their need to locate a sense in, where they cannot find answers at all. But in such silence, there is a strong opposition of a kind. Clarke invents meaning in the space of divinely just by narrating, by speech of confession, and through the memory. They have a damaged voice but command their existence even or against the forgetting machine of the empire.
Clarke is thus transforming the spiritual and mental fragmentation into language of survival and censure in his fiction writings. Enlightenment is turned into an account of literature–where the sacral is prosecuted, and the lost justified, and silence charged against silence. When Clarke then sees such fractured lives, she tells the reader not to put his/her hand on the fractured part but to overhear that harmonization of dissonance and to hear something more truthful.
References
Clarke, Austin. The Polished Hoe. Thomas Allen Publishers, 2002.
—. The Prime Minister. Vintage Canada, 2005.
—. The Question. Thomas Allen Publishers, 1999.
Dugaje, Manohar. Re-mapping Colonial Violence: A Postcolonial Study of Coetzee’s Life and Times of Michael K. MRS Journal of Arts, Humanities and Literature. Issue-12 Volume-2 2025. https://doi.org/10.5281/zenodo.17879881
Fanon, Frantz. Black Skin, White Masks. Translated by Charles Lam Markmann, Grove Press, 1967.
Fanon, Frantz. The Wretched of the Earth. Translated by Richard Philcox, Grove Press, 2004.
Gilroy, Paul. The Black Atlantic: Modernity and Double Consciousness. Harvard University Press, 1993.
McKittrick, Katherine. Demonic Grounds: Black Women and the Cartographies of Struggle. University of Minnesota Press, 2006.
Said, Edward W. Culture and Imperialism. Vintage Books, 1994.
Walcott, Rinaldo. Black Like Who?: Writing Black Canada. Insomniac Press, 1997.
Young, Robert J.C. Postcolonialism: An Historical Introduction. Wiley-Blackwell, 2001.
Landing at Paphos Airport and collecting a car straight away is one of the simplest ways to start a trip in western Cyprus. The airport is well placed for Paphos city, Kato Paphos, Coral Bay, Peyia, Polis, Latchi, Limassol and the Akamas area. If your plans include beaches, villages or several stops during one stay, airport pickup can save time from the first day.
Travelers who want a flexible start often choose car rental Paphos Airport options with clear conditions, convenient pickup instructions and vehicles suitable for coastal roads, resort areas and longer Cyprus routes. This is especially useful if you want to avoid separate transfers, keep control over luggage and drive directly to your hotel or first destination after landing.
Start Your Cyprus Trip Directly from Paphos Airport
Airport pickup works best when you do not want to split your arrival into several steps. Instead of taking a taxi to the hotel, checking in and then arranging a rental later, you collect the vehicle once and continue with your own schedule.
Direct travel from the airport to Paphos, Coral Bay, Peyia, Polis or Limassol
More control over luggage, children’s items and arrival timing
Useful for beach holidays, family trips and longer stays
Practical for routes to Akamas, Latchi, Troodos villages and Limassol
Convenient for early departures and late returns
The main benefit is not just convenience. A car makes western Cyprus easier to use properly because many of the best beaches, viewpoints, villages and nature routes sit outside the main hotel zones.
How Airport Pickup Works in Paphos
The pickup process depends on the local provider and the offer you choose. Some rentals are handled from airport desks, others use a meet and greet process near arrivals, nearby parking areas or a short offsite transfer. The important part is to know the exact process before your flight.
Confirm whether pickup is inside the terminal, in a car park or offsite
Save the local supplier phone number before landing
Keep your booking confirmation available offline
Add your flight number if requested
Check the return location before leaving the pickup area
If your flight is delayed, contact the provider as soon as possible. Flight details help the local partner adjust the meeting time and avoid confusion after arrival.
Documents Needed for Car Rental at Paphos Airport
Before booking, make sure your documents match the rental conditions. Requirements can vary by provider, car category and driver country, so it is better to check them before traveling rather than at the counter.
Valid driving licence
Passport or national ID
Booking confirmation or voucher
Payment method accepted for the selected offer
International Driving Permit if required for your situation
Rental agreement and insurance details after pickup
If your licence is not in Latin characters, confirm the requirements before travel. This can prevent delays during pickup and reduce the risk of issues during roadside checks.
What to Check Before Leaving the Airport
After a flight, it is tempting to sign quickly and leave. Still, a short inspection is worth the time. It protects you at return and confirms that the car matches the booking conditions.
Check bodywork, mirrors, lights, tyres and wheels
Take photos or videos of existing marks
Confirm fuel level and fuel policy
Review insurance, excess and deposit conditions
Ask about roadside assistance and emergency contact
Confirm the exact return point and after hours process if needed
Make sure any visible damage is recorded before you leave the pickup area. This is especially important if your route includes beach parking, village roads or longer drives across Cyprus.
Popular Routes After Leaving Paphos Airport
Paphos Airport is located southeast of the city and connects easily with the main coastal road network. The first drive is usually simple, but travel time depends on season, traffic, hotel location and parking.
Route
Approximate Time
Paphos Airport to Paphos city centre
20 to 30 minutes
Paphos Airport to Kato Paphos
20 to 30 minutes
Paphos Airport to Coral Bay
35 to 50 minutes
Paphos Airport to Peyia
40 to 60 minutes
Paphos Airport to Polis
55 to 80 minutes
Paphos Airport to Limassol
50 to 75 minutes
These times are approximate. In summer, allow extra time for airport pickup, hotel check-in, beach traffic and evening parking in busy resort areas.
Best Car Types for Paphos Airport Pickup
The best car depends on how you plan to use it. For Paphos city, Kato Paphos, Coral Bay and short beach trips, a compact or mid size car is usually the most practical choice. For families, longer routes or more luggage, comfort and boot space become more important.
Car Type
Best For
Compact car
Couples, short stays, city parking and beach trips
Mid size car
Small families, luggage and mixed island routes
SUV
Longer drives, comfort and extra luggage space
Minivan
Groups and larger families
Bigger is not always better in Cyprus. A smaller vehicle is often easier near restaurants, beaches, old village streets and busy parking areas.
Airport Pickup, City Pickup or Hotel Delivery?
Airport pickup is the strongest option if you want to drive immediately after landing. City pickup or hotel delivery can work better if you arrive late, want a relaxed first evening or plan to stay around the hotel before exploring.
Option
Best For
Airport pickup
Direct travel after landing, luggage, families and early road trips
City pickup
Visitors staying first in central Paphos or Kato Paphos
Hotel delivery
Late arrivals, resort stays and relaxed first day plans
If your first route is Coral Bay, Polis, Latchi or Limassol, airport pickup usually makes the most sense. If your first night is a simple hotel stay in Paphos, delivery the next morning can be more comfortable.
Popular Routes from Paphos Airport
Paphos Airport works well as a starting point for western Cyprus. Choose the route based on your first day, not only the distance on the map.
Route
Best For
Planning Level
Paphos Airport to Kato Paphos
Hotels, harbour area and first arrival
Easy
Paphos Airport to Coral Bay
Beach stays and family holidays
Easy
Paphos Airport to Polis and Latchi
Harbour, beaches and quieter north coast
Moderate
Paphos Airport to Akamas area
Nature routes and viewpoints
Moderate to high
Paphos Airport to Limassol
City, marina and business routes
Moderate
Paphos Airport to Troodos villages
Mountain villages and food routes
High
Driving in Paphos and Western Cyprus
Driving in Cyprus is generally manageable, but visitors should remember one important detail: traffic drives on the left. Motorways are usually straightforward, while village roads, mountain routes and some coastal access roads require more patience.
Drive on the left side of the road
Use extra caution at roundabouts if you are not used to left side driving
Start early for popular beaches and nature routes
Keep water in the car during summer
Use legal parking and avoid blocking narrow roads
Allow extra time for rural and mountain routes
Do not drive on rough tracks unless your rental conditions allow it
Some routes near Akamas, Lara Beach and remote nature areas can include rougher access roads. Check the rental agreement before taking any unpaved road.
Parking in Paphos
Parking in Paphos is usually easier than in many larger European destinations, but tourist areas still get busy. Kato Paphos, the harbour, archaeological sites, restaurant zones and popular beaches need a little planning in high season.
Use hotel parking when available
Check marked parking areas near the harbour and archaeological sites
Arrive early for beach parking in summer
Avoid leaving valuables visible inside the car
Do not block driveways, narrow streets or access roads
For evening visits to the harbour or central tourist areas, allow extra time. It is usually better to park legally and walk a few minutes than to look for a risky space close to the entrance.
Returning the Car at Paphos Airport
Airport return is easiest when it is planned before the final day. The key details are fuel policy, return point and timing before your flight.
Confirm whether return is at the terminal, car park or offsite office
Refuel according to the agreed fuel policy
Allow extra time for traffic and vehicle inspection
Take return photos if the car is not inspected immediately
Keep the final receipt or return confirmation
For early morning or late night flights, confirm the after hours return process in advance. This avoids last minute stress at the airport.
Common Mistakes to Avoid
Booking only by the lowest daily price
Not checking deposit, insurance and excess conditions
Leaving the airport without photographing the vehicle
Forgetting that Cyprus drives on the left
Choosing a large car for narrow village roads and beach parking
Driving to Akamas or Lara Beach without checking road and rental conditions
Returning the car too close to flight departure time
A good airport rental is not only about getting a car. It is about clear pickup instructions, transparent terms, suitable insurance and a vehicle that fits your real route.
Paphos Airport car rental is a practical choice for travelers who want direct access to the coast, villages and wider Cyprus routes. It works best when documents are ready, pickup details are confirmed and the selected car matches the trip you actually plan.
With the right preparation, renting a car at Paphos Airport gives visitors better control over arrival, route planning and travel costs during their Cyprus stay in 2026.
1 Farabi International Business School, Al-Farabi Kazakh National University, Almaty,
Kazakhstan
2 Department of Art History, Vitebsk State University, Vitebsk, Belarus
* Corresponding author: linghuyin8@gmail.com
Abstract
In the context of the digital economy, digital transformation is fundamentally reshaping organizational management, particularly the role of human resource management (HRM). However, existing studies predominantly focus on technological applications or single-dimensional perspectives, lacking a systematic understanding of the structural dimensions of digital HRM and its underlying mechanisms. Drawing on strategic human resource management theory and the resource-based view, this study develops a three-dimensional digital human capital management framework, encompassing functional digitalization, operational digitalization, and capital-oriented digitalization. Using an embedded single-case study design, this research examines Haier Smart Home based on archival data and interview materials from 2020 to 2024. The findings indicate that: (1) HRM transformation exhibits strong vertical alignment with digital transformation strategy; (2) the three-dimensional digital evolution serves as a critical mediating mechanism between strategy and organizational performance; and (3) capital-oriented digitalization functions as a strategic lever through mechanisms such as user-based compensation and dynamic talent allocation. This study extends the resource-based view by shifting the focus from resource stock to capital operation and provides practical implications for manufacturing firms undergoing digital transformation.
Keywords: three-dimensional digitalization; human capital management; strategic mediation; human capital; Haier
1. Introduction
With the rapid development of artificial intelligence, big data, and cloud computing, digital transformation has become a central driver of organizational change. In this context, human resource management (HRM) is evolving from a traditional administrative support function into a strategic mechanism that connects organizational strategy and performance outcomes (Bharadwaj et al., 2013).
Despite increasing scholarly attention, three major gaps remain. First, digital transformation and HRM are often studied separately, with limited integration of the two domains. Second, research on digital HRM tends to focus on technological tools, lacking a clear structural framework (Bondarouk & Brewster, 2016). Third, the mediating role of HRM between strategy and organizational performance remains underexplored (Delery & Roumpi, 2017).
To address these gaps, this study investigates the following research question: How does digital transformation influence organizational performance through structural changes in HRM?
2. Theoretical Framework: A Three-Dimensional Model of Digital Human Capital Management
This study proposes a three-dimensional framework of digital human capital management, which conceptualizes HRM digitalization as a progressive and hierarchical process rather than a set of isolated practices.
At the first level, functional digitalization focuses on the automation and standardization of HR processes, aiming to improve efficiency. This stage reflects a transaction-cost-oriented logic, emphasizing cost reduction and process optimization (Wright & McMahan, 1992).
At the second level, operational digitalization emphasizes data-driven decision-making and platform-based coordination, enabling organizational agility and collaboration. This dimension is closely related to the development of dynamic capabilities, which allow firms to adapt to changing environments (Teece et al., 1997).
At the third level, capital-oriented digitalization represents a fundamental transformation in HRM logic, treating human resources as strategic capital and embedding market mechanisms into internal management processes. This perspective aligns with the resource-based view, which highlights the strategic value of firm-specific resources (Barney, 1991).
This progression reflects a shift from efficiency-driven management to value-creation-oriented management.
Table 1. Three-Dimensional Digital Human Capital Management Framework
Dimension
Core Meaning
Management Logic
Value Orientation
Functional digitalization
Automation and systemization of HR processes
Instrumental logic
Efficiency enhancement
Operational digitalization
Data- and platform-enabled HR practices
Platform logic
Agility and coordination
Capital-oriented digitalization
Marketization of human capital
Market logic
Value creation
Building on this framework, the study proposes that HRM transformation aligns with digital strategy and mediates its impact on performance. Furthermore, capital-oriented digitalization is expected to function as a strategic lever by reshaping incentive structures and organizational processes.
3. Methodology
This study adopts an embedded single-case study design, which is particularly suitable for exploring complex organizational phenomena in depth (Eisenhardt & Martin, 2000). Haier Smart Home is selected as the focal case due to its leadership in digital transformation and HRM innovation.
Data were collected from multiple sources, including corporate reports, public speeches, and semi-structured interviews. Such triangulation enhances the robustness of qualitative findings.
The analysis follows a content analysis approach to identify key themes, combined with pattern matching to compare empirical observations with theoretical propositions (Zott, 2003).
4. Results and Discussion
The findings reveal a clear three-stage evolutionary path of HRM digitalization. In the functional digitalization stage, organizations achieve efficiency gains through process automation. In the operational digitalization stage, digital platforms enable employee empowerment and enhance organizational coordination. In the capital-oriented digitalization stage, market mechanisms are embedded into HRM practices, transforming human resources into value-generating capital.
This evolution reflects a shift from administrative efficiency to strategic value creation, consistent with prior research on HR architecture and differentiation (Lepak & Snell, 1999).
Further analysis demonstrates that HRM plays a mediating role between digital transformation and organizational performance. Functional digitalization primarily improves efficiency by reducing administrative costs, whereas operational digitalization enhances agility through improved coordination. Capital-oriented digitalization, in contrast, directly drives value creation through incentive alignment and market-based mechanisms, which is increasingly relevant in algorithm-driven management environments (Meijerink & Bondarouk, 2021).
Table 2. Mediating Mechanisms of Three-Dimensional Digitalization
Path
Mechanism
Performance Outcome
Functional digitalization Performance
Cost reduction
Efficiency improvement
Operational digitalization Performance
Coordination enhancement
Increased agility
Capital-oriented digitalization Performance
Incentive alignment and market mechanisms
Value creation
Among the three dimensions, capital-oriented digitalization demonstrates the strongest explanatory power. The user-based compensation mechanism directly links employee income to customer value, thereby reducing agency problems and aligning individual incentives with organizational goals. At the same time, dynamic talent allocation enables flexible matching between talent and tasks, enhancing organizational responsiveness.
These findings are consistent with the broader understanding of digital transformation as a process of organizational restructuring rather than mere technological adoption (Vial, 2019).
5. Conclusion
This study develops and empirically examines a three-dimensional model of digital human capital management. The findings highlight that HRM serves as a critical mediating mechanism in digital transformation and that capital-oriented digitalization is the key driver of strategic value realization.
Theoretically, this study extends the resource-based view by shifting the analytical focus from resource stock to capital operation capability. It also contributes to the literature on strategic HRM by clarifying the structural dimensions of digital HRM. Practically, the study provides a structured pathway for firms seeking to advance HRM digital transformation.
References
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120.
Bharadwaj, A., El Sawy, O. A., Pavlou, P. A., & Venkatraman, N. (2013). Digital business strategy. MIS Quarterly, 37(2), 471–482.
Bondarouk, T., & Brewster, C. (2016). Conceptualising the future of HRM and technology research. The International Journal of Human Resource Management, 27(21), 2652–2671.
Delery, J. E., & Roumpi, D. (2017). Strategic human resource management. Human Resource Management Review, 27(1), 1–14.
Eisenhardt, K. M., & Martin, J. A. (2000). Dynamic capabilities. Strategic Management Journal, 21(10–11), 1105–1121.
Lepak, D. P., & Snell, S. A. (1999). The human resource architecture. Academy of Management Review, 24(1), 31–48.
Meijerink, J., & Bondarouk, T. (2021). The duality of algorithmic management. Human Resource Management Review, 31(1), 100722.
Teece, D. J., Pisano, G., & Shuen, A. (1997). Dynamic capabilities. Strategic Management Journal, 18(7), 509–533.
Vial, G. (2019). Understanding digital transformation. The Journal of Strategic Information Systems, 28(2), 118–144.
Wright, P. M., & McMahan, G. C. (1992). Theoretical perspectives for strategic human resource management. Journal of Management, 18(2), 295–320.
Zott, C. (2003). Dynamic capabilities and the evolution of firm performance. Strategic Management Journal, 24(2), 97–125.
Every organization strives to enhance productivity of staff and organizational performance. Bearing this in mind, this study examines the relationship between employee motivation and organizational productivity among employees in manufacturing sector in Abuja. The researcher obtained data from primary and secondary sources. In all, 280 questionnaires were considered valid for analysis. The researcher adopted simple random sampling technique while the statistical packages for social sciences (SPSS) and bar charts were employed for data analysis. The findings generally indicate a positive relationship between motivation and organizational productivity. Specifically, findings demonstrate a positive and significant relationship between staff salary, welfare package and organizational productivity. More so, results indicate that workers’ involvement in decision making is positively related to organizational productivity. The researcher concludes that organizational productivity tends to increase when financial benefits, welfare services and enabling work environment are effectively put in place by the organization. This study recommends among other things that, manufacturing organizations should offer financial and non-financial incentives to employees and introduce regular training/development programs to keep the workforce productive to continuously enhance organizational productivity.
Keywords: employee productivity, financial benefits, staff training and development, welfare packages, and workers’ involvement in decision making.
Introduction/Background of the topic
Motivation is the most significant element for all organizations, be it private or a public sector. It plays a significant role for the accomplishment of any organization. Motivation is derived from the root word motive (Pinder, 2008). Therefore, the word motive means wants, desire, and needs of people. Motivation is the procedure in which an organization motivates their employee in form of bonus, rewards, and some other incentives; this is solely to achieve the organizational objectives. The individual is a complex creature and is inspired by some various kind of tactic. According to Thomas (2020), motivation is the procedure that energies, stimulates, stands, and directs actions and performance.
Every organisation has the desire to achieve increased productivity with the view to attain its goals and objectives. Most organisations believe that workers are their main assets to turn out high quality work and productivity (Adi, 2020). Campbell (2015) added that high motivation leads to more enthusiastic employees who are more efficient in their job productivity. Hence, for any organisation to be productive, it must motivate its employees. Motivation can be in form of adequate training and equipment, salary, fringe benefits, promotions, comrades’ trust, unit cohesion, status symbols amongst others, to satisfy the needs of the employees for enhanced productivity (Adi, 2020). Based on these attributes, it is important for organisations including the manufacturing entities to adequately provide motivation schemes for their employees in order to achieve high productivity.
Problem identification
Essentially, productivity depends on motivated workforce for the attainment of the organizational goals. Factors affecting productivity can be managerial and organizational, physical, technical and social factors (Accel, 2018). These factors which include elements of motivation are important for increased productivity in organizations. The problem remains that most organizations failed to consider employees’ needs or get them involved in initiatives that can adequately motivate and keep them service-focused. Given that each employee has a motive for working, once these desires are not fully met; there are negative consequences on effort, commitment and performance. Hence, this work explores the empirical link between motivation and organizational productivity which is crucial to the attainment of organizational objectives (Steers, 2008). Given that each employee has a motive for joining a given organization and once these desires or goals are not fully met, it has negative effect on employees’ performance at work.
Most organization often fails to integrate the welfare policy of their staff in the overall objectives or plan of the organization. The level of motivation in Nigeria exposes to its totality the cause of the low performance and inefficiency that characterized the whole system. Workers in most organization had not be accorded adequate regard in term of remuneration, welfare package, job security, good working environment, staff training and development recognition among others. Motivation of workers in Nigeria’s public/private organizations is seen as a luxury affair.
Private organization in Nigeria focus primarily in structure and recruitment without acknowledging that a worker may be immensely capable of doing some work; nothing can be achieved if he is not willing to work. This is in line with the view of Okoli (2004:19) that organizations in Nigeria are seeing as organization without people. Obviously, effectiveness of organization revolves on employees that operate it. In our contemporary society, the degree to which organizational stated objectives are being realized depends on the workers disposition, if other factors are in place. It is also alleged that the management in most organisation has failed to relate the salary of workers with the cost of living in the present high level of inflation.
The salary of many private workers cannot satisfy their physiological needs. The whole issue is characterized by much work low pay. In situation like this, the dispositions of workers toward their job are crippled resulting to the low productivity. Apart from poor salary, the other working conditions such as leave allowance, job security, rewarding system are not encouraging. Evidence also abound that workers are not being rewarded for extra performance and overtime and this to a large extent demotivates the workers for higher performance.
Objectives of the study
The general objective of the present study is to examine the relationship between employee motivation and organizational productivity while specific objectives are:
To identify the relationship between staff salary, welfare package and organizational productivity.
To examine if staff training and development act as a tool for motivating workers for maximum organizational productivity.
To examine the relationship between organizational environment and workers productivity.
To examine the relationship between workers’ involvement in management decision making and organizational productivity.
Literature review
Concept of Organizational Productivity
Productivity is concerned with the ratio of output to inputs. Palik (2018) considers productivity as a measure of output to a measure of some or all of the resources used to produce this output. Again, the definition raises fundamental issues. Productivity is usually expressed in terms of the ratio. Productivity is the quantitative relationship between what we produce and the resources used. Furthermore, the diversity of some of the factor inputs and output could derive different measures of productivity.
Concept of Motivation
Unlike the orthodox and human relations models of motivation, the contemporary views focus on a number of factors that may affect motivation as well as enhance productivity. Vann (2021) believes that motivation is central to high productivity. High-ranking managers and managerial personnel must be the channel for leading productivity which means they must motivate their personnel to excel at higher levels of excellence. Motivation is by far the number one catalyst for achieving success professionally or personally. The most valuable assets whether business or non-business is knowledge of workers and productivity.
James (2015) viewed motivation as the means used to influence positively the performance of workers in their assigned responsibility in a given environment and time. Though different organizations apply different means to motivate staff, the methods generally fall into some known catch words like morale, welfare, and recreation (MWR), rewards, good postings and promotion, among others. Moorhead and Griffin (2001) asserted that increased motivation means increasing performance of the workers and organizations. Gene and Manab (2006) explained further that,
“Motivation is the most difficult factor to manage. If an employee lacks the ability to perform, he can be sent to training programs to learn new job skills. If the person cannot learn them, he can be transferred to a simpler job and replaced with a more skilled worker. If an employee lacks materials, resources, or equipment, the manager can take steps to provide them. But if motivation is deficient, the manager faces the more complex situation of determining what will motivate the employee to work harder”.
Base on principles of organization and management, Burns and Stalker (2009) propose 2 basic ways in which managers can motivate their staff to achieve productivity. They consider the use of mechanistic or an organistic structure. A mechanistic structure typically rests on Theory X assumption; while organistic structure depends on Theory Y. Theory X sees an individual as lazy, uncreative and in need of constant prodding. On the other hand, theory Y views the individual as having a great deal of potential. For instance, when the environment surrounding an organization is stable, managers tend to choose a mechanistic structure in order to achieve a predictable level of productivity. In a mechanistic structure, authority is centralized at the top of the managerial hierarchy, and the vertical hierarchy of authority is the main means to control subordinates behaviour to achieve productivity. In contrast, when the environment is changing rapidly, it is difficult to obtain access to resources, thus, managers revert to organic structure. In an organic structure, authority is decentralized to middle and first-line managers to take full responsibility to enhance motivation and productivity (Burns and Stalker, 2009).
Catherine (2018) describe the relationship between motivation and productivity when she states that actual productivity is likely to be a function of ability, motivation and environment conditions. She asserts that it is significant to employ a person with ability to do what is required. Correspondingly, a well-motivated labour force would increase its productivity capacity which would in turn lead to more output.
Mcshane and Mary (2020) observed that some organizations set targets that are challenging enough to stretch the employees’ capability and motivation to achieve the highest productivity. They explained that higher productivity are achievable if employees are given the necessary resources to accomplish the goals, and provided, workers do not become too overstressed in the course. In the case of Sibson, they argued that performance of an employee is the multiplicative function of ability and motivation. Mayer and Salovey (2018) believes that a highly motivated person, with requisite abilities and understanding of the job, is likely to attain high productivity than a demotivated person. They concluded that, an increase in motivation is likely to influence productivity; while a decrease would impact negatively on productivity. Similarly, a well-motivated labour force would likely increase effort to achieve high productivity.
Methodology
The population of the study is made up of 300 participants who have worked in different manufacturing entities in Abuja for not less than five years. More so, questionnaire was administered to obtain data from the respondents while a simple random sampling technique was used in the selection of the respondents. The statistical package for social sciences (SPSS version 25) and bar charts were employed for data analysis.
Analysis
A total of 300 copies of questionnaire were administered out of which 269 copies were returned. This represents 89.6% response rate.
Relationship between staff salary, welfare package, and organizational productivity
The first specific research objective posed by this study was to determine the relationship between staff salary, welfare package and organizational productivity. In Figure 1, an overwhelming majority of the sampled population which is 75.1% (representing 202 respondents) answered in the affirmative, that indeed there is a positive relationship between staff salary, welfare package and organizational productivity.
Figure 1
Relationship Between Staff Salary, Welfare Package and Staff Productivity.
Source: Questionnaire administered (2026).
Staff training and development as a tool for inducing increased productivity in organizations
Staff Training and Development as a Tool for Inducing Increased Organizational
Productivity.
Source: Questionnaire administered (2026).
In Figure 2, respondents were asked to rate the extent to which staff training and development enhances productivity in organizations. About 60.5% of the respondents (representing 163 respondents) rated the extent to which staff training and development enhances productivity in organizations as to a limited extent.
Table 1
Organizational Environment and Organizational Productivity.
Respondents
Frequency
Percentage
Strongly Agree
73
27.1
Agree
122
45.4
Strongly Disagree
30
11.2
Disagree
35
13.0
I don’t know
9
3.3
Total
269
100.0
Source: Questionnaire administered (2026).
The study sought the opinion of respondents on whether there is a relationship between organizational environment and organizational productivity. From the analysis in Table 1, an overwhelming majority of respondents (45.4% representing 122 respondents) agreed that there is a positive relationship between organizational environment and organizational productivity.
The fourth research objective sought to examine the relationship between workers’ involvement in management decision making organizational productivity. Figure 3 illustrates the responses.
Figure 3
Involvement of Workers in Management Decision Making and Its Effect on
Employees’ Productivity.
Source: Questionnaire administered (2026).
As shown in Figure 3, an overwhelming 87.7% (representing 236 respondents) answered yes to the question. This implies that most of the sampled population agreed with the assertion that the involvement of workers in management decision making could improve organizational productivity.
Hypothesis Testing
There is no relationship between employee motivation and organizational productivity
Test Statistics
Chi-Square
43.311a
df
4
Asymp. Sig.
.003
a. 0 cells (0.0%) have expected frequencies less than 5. The minimum expected cell frequency is 26.3.
Conclusion: Since p–value (0.003) < 0.05, we reject the null hypothesis and hence conclude that there is a significant and positive relationship between employee motivation and organizational productivity.
Findings
The study found that a relationship exists between motivation and organizational productivity. Scholars are of the view that a highly motivated person with requisite abilities is more likely to attain high productivity than a demotivated person. When organizations offer incentives to employees, the employees will reciprocate by increasing their productivity. Increased in employee’s productivity will invariably increase the rate of organizational productivity.
Similarly, the present study’s results indicate a positive relationship between salary, wages, incentives and organizational productivity. Empirically, some scholars disagreed that money is not a motivator while others shared a different opinion. No matter the side one belongs, money is a motivator in the present Nigeria due to high inflation rate and poor living conditions facing the Nigerian workers. Therefore, the present result is not surprising, once employees are well-motivated through enhanced salary, wages and fringe benefits; their productivity level may be increased and this may affect the overall organizational productivity.
Further, the study found out that an increase in motivation is likely to influence organizational productivity especially when the employees are involved in decision-making. This result implies that when employees are involved in decision-making, they tend to show support towards its implementation. When decisions are fully implemented by all stakeholders, there is a likelihood that organizational productivity may be enhanced.
Also, statistical result demonstrates that a positive relationship exists between employee training and organizational productivity. This result means that a well-trained employee may reduce wastages and reduce idle time thereby leading to increased organizational productivity.
Conclusion and recommendations
Overall, the present study has demonstrated that improved organizational productivity is a function of employees’ motivation in the work place. This result agrees with the existing findings on the same subject matter. Hence, the researcher concludes that offering of motivational incentives via employee training, adequate salary and wages, employees’ involvement in decision making, other financial and non-financial incentives are requisites for enhanced organizational performance.
Based on the findings of the present study and conclusion thereof, the researcher recommends that there is a need to review welfare policies regularly in manufacturing organizations to reflect the personnel needs in line with the current economic realities in Nigeria.
Secondly, managements of manufacturing organizations are advised to introduce merit incentive system such as pay for knowledge and performance-based bonus as rewards for personnel that distinguish themselves in various aspect of manufacturing.
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Ibrahim, M., & Ifeoluwa, F. O. (2026). Effect of Training and Development on Employee Job Performance in Industrial Training Fund. International Journal of Research, 13(4), 305–319. https://doi.org/10.26643/ijr/edupub/25
Musa Ibrahim1 & Fashagba Olamide Ifeoluwa1
1Department of Business Administration and Management, Federal Polytechnic, Bida
This research explores the effect of training and development on employee job performance within the Industrial Training Fund (ITF). The population of the study is one hundred and fifty workers (150). Self-administered questionnaire was used for data collection. One hundred and thirty-eight workers filled and returned the questionnaires representing 92% of the administered questionnaires. The data obtained from the questionnaires were analyzed using descriptive statistics such as frequency counts, mean scores and percentages. The research explores how different forms of training and development-such as on-the-job training, workshops, professional courses and capacity-building programs-contribute to improved skills, productivity, work quality and overall job performance among ITF employees. Findings indicate that continuous training enhances employee competence, adaptability, and commitment to organisational goals. Findings further indicate that effective training programmes, when aligned with organizational needs and supported by adequate resources will significantly boost employee performance and organizational effectiveness. The study concludes that sustained investment in training and development is essential for ITF to achieve its mandate of workforce development in Nigeria. Recommendations are provided to strengthen training policies, improve evaluation mechanisms and promote a culture of continuous learning within the organisation.
Keywords: Training and development, employee job performance, on-the-job training, work quality and workforce development.
Introduction
Training in Nigeria could be traced back to 1960 due to the fact that most of the top government and business positions were occupied by whites (Olalere & Adesoji, 2013). The mass exodus of the expatriates after the independence created a vacuum of indigenous human capital. This led to the creation of the Manpower Board in 1962 by the government in power then, following recommendations by the Ashby Commissions. Thereafter, the Federal Government of Nigeria established organizations like Centre for Management Development (CMD), Administrative Staff College of Nigeria (ASCON), Industrial Training Fund (ITF) and Federal Training Centre to cater to the training needs of employees and to also conduct orientation programs for fresh graduates of Nigerian tertiary institutions.
Training and development have become essential pillars for organizational success in both public and private sectors. In a rapidly changing global environment, organizations depend on a skilled knowledgeable, and adaptable workforce to achieve strategic objectives and maintain competitive advantage (Armstrong, 2019; Dessler, 2020; Barney, 1991). Employee performance which encompasses productivity, quality of work, efficiency, and overall contribution to organizational goals, is largely influenced by the level of training and development opportunities available to employees.
In Nigeria, the Industrial Training Fund (ITF) plays a central role in developing manpower for various sectors of the economy. Established in 1971, the ITF has been mandated to promote and encourage the acquisition of industrial skills necessary for national economic development. Over the years, ITF has implemented numerous training programs, capacity-building workshops, technical skills development schemes, and managerial development initiatives aimed at enhancing employee competencies within the organization as well as across industries.
Despite these initiatives, questions still arise regarding the effectiveness of training and development efforts within ITF, particularly in relation to employee job performance. As organizational responsibilities expand, and the demand for high service delivery increases, ensuring that ITF employees possess updated skills and knowledge becomes critical. This study therefore examines the extent to which training and development influence employees’ job performance within the Industrial Training Fund.
Every organization dreams of training and developing its manpower. The reason being that training and development gives employees a sense belonging. It enhances the professional and career development and the skill of the employees. It also ensures lesser mistakes while carrying out assignments and ensures Total Quality Management (TQM) (Armstrong, M. 2019).
Organizations invest significant resources in training and development with the expectation of improved employee performance. However, in many public sector organizations like the ITF, there are concerns about whether such investments yield measurable outcomes. Issues such as inadequate training needs assessment, limited funding, poor implementation strategies, lack of follow-up evaluations and mismatch between training content and job roles have raised doubts about the effectiveness of training programs.
Furthermore, some employees may not fully apply acquired skills due to organizational constraints, insufficient motivation and lack of supportive work environments (Noe, 2017). This study seeks to investigate the effects of training and development on employee job performance within the Industrial Training Fund. The investigation covers ITF headquarters and selected Area Offices where training activities are prominent. The study examines training programs, development initiatives, delivery methods and employee performance indicators. The findings of this study will help ITF evaluate the effectiveness of its training and development initiatives, identifying strengths and gaps that require improvements. The study highlights the importance of training in enhancing skills, job satisfaction and career growth. It also provides insight that can guide the formulation and review of training policies within public sector organizations. It will contribute to existing literature on training, development, and employee performance.
The objectives of the study are:
To determine the relationship between training programs and employee job performance in ITF.
To assess the extent to which development initiatives influence employees’ skills and productivity.
This study seeks to answer the following questions:
What is the relationship between training programmes and employee job performance in ITF?
How do development initiatives contribute to improvement in employees’ skills and productivity?
Research Hypotheses
Hypothesis One
H0: There is no significant relationship between training programs and employee job performance in ITF.
H1: There is a significant relationship between training programs and employee job performance in ITF.
Hypothesis Two
H0: Development initiatives do not significantly improve employees’ skills and productivity in ITF.
H1: Development initiatives significantly improve employees’ skills and productivity in ITF.
Review of existing literature
This section reviews existing literature related to training, development, and performance, empirical studies, and gaps in the literature. The purpose of this review is to establish a foundation for understanding how training and development influence job performance within the Industrial Training Fund.
Conceptual Review
Concept of Training
Training refers to the systematic efforts made by organizations to provide employees with knowledge, skills, and abilities (KSA) needed to perform their current jobs effectively Noe, (2017). Training focuses on improving employees’ capabilities in order to enhance individual and organizational performance. According to Armstrong (2014), training is a planned intervention aimed at improving job behaviour. It equips employees with technical, managerial, and interpersonal competencies required for efficiency.
Similarly, Dessler (2020) defines training as the process of teaching employees the basic skills they need to perform their jobs, emphasizing that effective training leads to improved productivity, quality of work, and reduced operational errors.
Training helps employees cope with technological advancements and evolving job demands, thereby increasing organizational competitiveness.
In the public sector, effective training is particularly important due to increasing service delivery expectations and accountability. Studies have shown that employees who receive regular and relevant training demonstrate higher levels of efficiency, confidence, and job satisfaction compared to those who do not.
Concept of Development
Development involves long-term educational processes that prepare employees for future responsibilities. Development refers to a long-term continuous process aimed at enhancing employees’ overall growth, capabilities, and potential beyond their immediate job requirements. Unlike training, which focuses on improving performance in current job roles, development prepares employees for future responsibilities, higher-level positions, and broader organizational challenges (Armstrong, 2014; Noe, 2017).
According to Noe (2017), employee development involves formal education, job experiences, relationships, and assessments that help employees acquire competencies needed for future career roles. Similarly, McShane and Von Glinow (2018) describe development as a process that strengthens employees’ cognitive abilities, leadership capacity, decision-making skills, and adaptability in a dynamic work environment. This underscores the strategic importance of development in ensuring organizational sustainability and continuity.
Dessler (2020) emphasizes that development initiatives, such as mentoring, coaching, succession planning, and leadership development programmes, are essential for building managerial and professional competencies. These initiatives not only enhance employees’ career progression but also increase commitment, motivation, and organizational effectiveness. Development equips employees with transferable skills, critical thinking abilities, and problem-solving competencies that enable them to respond effectively to changing organizational and environmental demands.
In the public sector context, development is particularly critical due to increasing demands for efficiency, accountability, and service quality. Well-developed employees are more likely to exhibit higher job performance, leadership effectiveness, and commitment to organizational goals.
In this study, development is conceptualized as a deliberate and ongoing process through which the Industrial Training Fund (ITF) enhances employees’ long-term professional growth, leadership capacity, and career progression. Development activities considered in this study include:
Career development programmes, leadership and management development, mentoring and coaching, job rotation and enrichment and professional and academic development.
Development is measured in terms of career growth opportunities, leadership skill enhancement, learning opportunities, management support, and preparedness for future responsibilities, and how these influence employee job performance at the Industrial Training Fund.
Concept of Employee Job Performance
Employee job performance refers to the degree to which workers accomplish assigned tasks in line with organizational standards. Performance indicators include productivity, work quality, punctuality, teamwork, innovation, and overall contribution to organizational goals. Organizations expect improved performance as an outcome of effective training and development.
Employee job performance refers to the extent to which an employee effectively carries out assigned duties and responsibilities in accordance with organisational standards and objectives. It reflects the level of efficiency, effectiveness, and quality with which employees execute job-related tasks. Job performance is a critical determinant of organizational success, as it directly influences productivity, service delivery, and goal attainment. Similarly, Armstrong (2014) defines employee performance as the accomplishment of work tasks on line with established performance standards, highlighting the importance of competence, effort, and commitment. Task performance refers to how well employees perform core job duties, while contextual performance involves extra-role behaviors such as cooperation, commitment, and willingness to support organizational objectives. Adaptive performance reflects employees’ ability to adjust to changes in job roles, technology, and work environments.
In the public sector context, employee job performance is particularly important due to increasing expectations for efficiency, accountability, and service quality. Koopmans et al. (2011) argue that employee performance in public organizations should be assessed not only by output but also by quality, timeliness, compliance with procedures, and service orientation. High-performing employees are more likely to demonstrate professionalism, responsibility, and dedication to public service goals.
Empirical studies have consistently shown that employee job performance is strongly influenced by human resource practices such as training and development. Aguinis (2019) asserts that employees who possess relevant knowledge, skills, and abilities are better equipped to perform their jobs effectively and meet organizational expectations. This highlights the importance of investing in training and development as strategic tools for improving employee performance.
In this study, employee job performance is conceptualized as the degree to which employees of the Industrial Training Fund (ITF) efficiently and effectively perform their assigned duties in line with organizational objectives. Employee job performance in this study is assessed based on the following dimensions: quality of work output, productivity and efficiency, timeliness in task completion, compliance with organizational procedures, adaptability and problem-solving ability and commitment and teamwork.
Relationship between training, development, and employee job performance
Several empirical studies have examined the relationship between training, development, and employee job performance across different organizational contexts. The consensus in the literature indicates that training and development are critical human resource practices that significantly influence employees’ job performance, productivity, and organizational effectiveness.
Training and employee job performance
Training has been widely recognized as a key determinant of employee job performance. A seminal study by Ngozika and Amah (2024) established that effective training enhances employees’ knowledge and skills, which positively influence job performance when transferred to the workplace. Their findings highlighted that employees who receive relevant training demonstrate improved task efficiency, reduced errors, and higher quality work output.
Similarly, Noe (2017) reported that training enhances employees’ ability to perform job-related tasks effectively, especially when training content aligns with job requirements. Tandipayuk, Zakaria, and Mulyanti (2024) found that training significantly improved employees’ job performance by increasing self-efficacy and motivation.
Development and employee job performance
Employee development has also been shown to have a strong relationship with job performance, particularly in the long-term McDowall and Saunders (2010) observed that development initiatives such as coaching, mentoring, and career development programmes improve employees’ leadership skills, adaptability, and problem-solving abilities, which translate into higher job performance. A study by Day, Fleenor, Atwater, Sturm, and McKee (2014) found that leadership development programmes significantly enhance employees’ performance by strengthening managerial competencies and decision-making abilities.
In the public sector context, Aguinis (2019) reported that employee development practices positively influence performance by increasing employees’ commitment, confidence, and readiness for higher responsibilities. Development programmes were found to reduce performance gaps and improve service delivery quality.
Combined effect of training and development on employee job performance
Studies that examine training and development jointly suggest a stronger impact on employee job performance.
Owoyemi, Elegbede, and Gbajumo-Sheriff (2011) found that organizations that invest in both training and development experience higher employee performance and organizational growth compared to those that focus on training alone. Their study concluded that while training improves current job performance, development ensures long-term performance sustainability.
Similarly, Elnaga and Imran (2013) found that training and development significantly influence employee performance by enhancing employees’ competencies, motivation, and job satisfaction. Their study emphasized that training improves immediate performance, while development fosters continuous performance improvement.
Theoretical Framework
Human Capital Theory
Human capital theory, proposed by Becker (1964), posits that investments in people through education, training, and skill development-lead to increased productivity and organizational output. The theory states that human capital refers to skills, knowledge, and abilities that individuals possess, which can be developed and improved through investments in education, training, and development. The theory suggests that training is not a cost but a strategic investment that yields long-term returns in the form of improved employee performance.
The Human Capital Theory concludes that employees’ knowledge, skills, and abilities constitute valuable organizational assets that can be developed through conscious investment in training and development. This theory posits that there is a direct link between training, development, and employee job performance. In the context of this study, training and development programmes implemented by the Industrial Training Fund are regarded as investments aimed at enhancing employees’ competencies, technical skills, and professional capabilities. When ITF invests in training programmes such as workshops, seminars, skills acquisition, and career development sessions, employees acquire improved knowledge and skills that enable them perform their job roles more effectively.
Social Learning Theory
The Social learning theory, advanced by Bandura (1977), explains learning as a process that occurs through observation, imitation, and interaction with others. This theory posits that individuals acquire new skills and behaviors by observing role models, supervisors, and peers within the work environment. Training and development activities such as on-the-job training, mentoring, coaching, and workshops provide opportunities for employees to learn through observation and practice. Employees in the ITF can improve their job performance by modelling best practices demonstrated during facilitations and training sessions and by experienced colleagues. The theory also highlights the importance of a supportive work environment in ensuring the effective application of acquired skills.
Together, the Human Capital Theory and Social Learning Theory provide a detailed explanation of the relationship between training, development and employee job performance in this study. Human capital theory explains why organizations should invest in training and development to enhance performance, the social learning theory explains how employees acquire and apply training.
Empirical Review
Several empirical studies have established a strong relationship between training and employee job performance. Training equips employees with job-relevant knowledge, skills, and abilities, thereby improving their efficiency and effectiveness.
Saiful, Ratnaningsih, and Suratini (2024) conducted one of the earliest empirical studies on training transfer and found that employees who received structured training demonstrated improved job performance, provided the work environment supported the application of acquired skills. Their study emphasized that training effectiveness depends on training design, trainee characteristics, and organizational support.
Siswanto (2024). In a comprehensive empirical review across multiple sectors, found that training positively influences employee performance, job satisfaction, and motivation. Their findings showed that trained employees perform tasks more accurately, adapt better to changes, and contribute more effectively to organizational goals.
In a study conducted in Pakistan, Elnaga and Imran (2013) examined the effect of training on employee performance and found a significant positive relationship between training programmes and employee productivity. The study concluded that employees who receive continuous training perform better than those who do not.
Employee development has been linked to long-term improvements in job performance, leadership effectiveness and adaptability. McDowall and Saunders (2010) studied managers; perceptions of employee training and development in the United Kingdom and found that development initiatives such as coaching, mentoring, and career planning significantly enhance employee performance and leadership capacity. The study emphasized that development prepares employees for future responsibilities. Day et al. (2014) empirically examined leadership development programmes and found that employees who participated in development initiatives demonstrated improved decision-making, problem-solving skills, and job performance. The study concluded that development has a sustained impact on performance compared to short-term training.
In the Nigerian context, Akinwale, Ababtain. And Alaraifi (2019) examined human resource development practices and employee performance in public organizations and found that employee development significantly predicts job performance and organizational commitment. Similarly. Owoyemi, Elegbede, and Gbajumo-Sheriff (2011) found that organizations that invest in employee development experienced improved performance, reduced turnover, and better organizational growth.
Some studies have also examined training and development jointly and found that their combined effect on employee job performance is stronger than when considered independently. Ahmed, Alasso, & Mohamud (2025) based on Human capital theory, demonstrated that organizations that invest in both training and development achieve higher productivity and performance.
In a Nigerian public sector study, Adeniji, Osibanjo, and Abiodun (2013) examined training and development practices and found a significant positive effect on employee job performance and service delivery. The study concluded that organizations integrate training and development into their HR strategy achieve better performance outcomes
Methodology
This describes the research design, population of the study, sample size and sampling technique, sources of data collection, research instrument, validity and reliability of the instrument, method of data collection, and method of data analysis. The aim is to provide a clear and systematic framework through which the study was conducted.
This study adopts a descriptive survey design. This design is suitable because it allows the researcher to collect data from a large group of respondents, analyse responses, and draw conclusions about the effects of training and development on employee job performance within the Industrial Training Fund (ITF). The descriptive survey method is also appropriate for studies that involve attitudes, opinions, and perceptions of employees on organizational practices.
The population of the study comprises all employees of the Industrial Training Fund (ITF). This includes employees at the Headquarters and selected Area Offices. The total population includes staff members across various departments such as Administration and Human Resource, Finance and Accounts, Revenue, Internal Audit, Training, Procurement, Special Duties and Servicom and Anti-Corruption.
Given the large population of ITF employees, a representative sample was selected for the study. A sample size between 100 and 150 respondents is considered adequate to ensure accurate representation. The sample size is determined using the Yamane formula where appropriate, A stratified random sampling technique was adopted. Employees were grouped into strata based on their departments, and respondents were selected randomly from each stratum to ensure balanced representation across the organization.
The study relied basically on primary data, supplemented by secondary data. Primary data were collected using a well-structured questionnaire administered to ITF employees, the questionnaire sought information on training programs, development initiatives, employee perceptions, and job performance indicators. Secondary data were sourced from:
ITF training manuals
ITF annual reports
Journals and textbooks
Previous research studies
Academic publications related to training, development, and employee performance.
These sources provided theoretical and empirical support for the study.
The main instrument for data collection was the questionnaire. The questionnaire was divided into four sections namely:
Section A: Demographic information
Section B: Training programs in ITF
Section C: Development initiatives
Section D: Employee job performance
A pilot test was conducted using 10 employees from a nearby Area Office. The responses were analysed using Cronbach’s Alpha to determine internal consistency. A reliability coefficient of 0.70 or above was considered acceptable, indicating that the instrument was reliable.
The collected data were analyzed using both descriptive and inferential statistics. Descriptive statistics included frequency tables, percentages, and mean scores to summarize demographic data and responses to questionnaire items while inferential statistics involved the use of correlation analysis, regression analysis and statistical package for the social sciences (SPSS).
Correlation analysis was used to determine the relationship between training and employee performance. Regression analysis was used to test hypothesis regarding the effects of development initiatives, while the statistical package for the social sciences (SPSS) was used for coding, analysis and interpretation of data
This section provided a detailed explanation of the methodology adopted for the study. It described the research design, validity and reliability measures, and data analysis methods.
This section provided a detailed explanation of the methodology adopted for the study. It described the research design, population, sampling techniques, data sources, instrument design, population, sampling techniques, data sources, instrument design, validity and reliability measures, and data analysis methods.
Analysis of responses on research variables
Table 4.1: Descriptive Analysis of Training Programmes in ITF (N=138)
Items
SA
A
D
SD
Mean
Std. Dev
ITF organizes regular training programmes for employees
58 (42%)
54 (39%)
18 (13%)
8(6%)
3.17
0.89
Training programmes are relevant to my job responsibilities
61(44%)
49(36%)
20(14%)
8(6%)
3.18
0.91
Training improves my technical and professional skills
64 (46%)
50(36%)
16(12%)
8(6%)
3.22
0.88
Training enhances my efficiency and effectiveness at work
59(43%)
55(40%)
16(12%)
8(6%)
3.19
0.87
Training programmes meet organizational performance goals
52(38%)
56(41%)
22(16%)
8(6%)
3.10
0.92
Decision Rule: Mean≥2.50 = Accepted
Grand Mean: 3.17
Source: Field Survey, 2025
Interpretation
The grand mean of 3.17 indicates that respondents generally agree that training programmes at ITF are regular, relevant, and positively influence employee skills and efficiency.
Table 4.2: Descriptive Analysis of Development Initiatives and Employee Productivity
Items
SA
A
D
SD
Mean
Std. Dev.
ITF provides career development opportunities
60(43%)
50(36%)
20(14%)
8(6%)
3.18
0.90
Development initiatives enhance long-term productivity
63(46%)
48(35%)
19(14%)
8(6%)
3.20
0.88
Development programmes improve my problem-solving ability
58(42%)
52(38%)
20(14%)
8(6%)
3.15
0.91
ITF supports continuous learning and professional growth
55(40%)
56(41%)
19(14%)
8(6%)
3.19
0.89
Development initiatives motivate employees to perform better
62(45%)
49(36%)
19(14%)
8(6%)
3.19
0.89
Decision Rule: mean ≥ 2.50 = Accepted
Grand Mean: 3.17
Source: Field Survey, 2025
Interpretation
The grand mean of 3.17 suggests that development initiatives at ITF significantly enhance employee productivity, motivation, and long-term performance.
Table 4.3 Descriptive Statistics of major variables
Variable
N
Minimum
Maximum
Mean
Std. Deviation
Training & Development (X)
138
25
50
38.42
5.76
Employee Job Performance (Y)
138
28
55
41.87
6.14
Interpretation:
The mean score of 38.42 for training and development suggests that employees agree that ITF provides training opportunities. The mean score of 41.87 for job performance indicates high job performance among ITF employees.
Table 4.4 Correlation Matrix
Variables
Training & development
Employee Performance
Training & Development
1
0.782
Employee Performance
0.782
1
p-value = 0.000 (p<0.05)
Interpretation:
The correlation coefficient (r = 0.782) indicates a strong positive relationship between training and employee performance.
This means that when ITF increases training and development initiatives, employee performance also increases.
The relationship is statistically significant at 5% level.
Regression Analysis
Model Specification:
Y = a + bX + e
Where:
Y = Employee Job Performance
X = Training & Development
Table 4.5 Model Summary
Model
R
R Square
Adjusted RSquare
Std. Error
1
0.782
0.612
0.609
3.83
Interpretation:
R = 0.782 shows a strong relationship.
R2 = 0.612 means that 61.2% of the variation in employee performance is explained by training and development.
Table 4.6 ANOVA
Model
Sum of Squares
Df
Mean Square
F
Sig
Regression
1284.57
1
1284.57
87.62
0.000
Residual
814.87
136
5.99
Total
2099.44
137
Interpretation:
F (1,136) = 87.62, p + 0.000< 0.05
The regression model is statistically significant.
This confirms that training and development significantly predict employee performance.
Table 4.7 Regression Coefficients
Model
UnstandardizedB
Std. Error
Beta
t-Value
Sig.
Constant
12.431
1.84
–
6.75
0.000
Training &Development
0.766
0.082
0.782
9.36
0.000
Interpretation:
The coefficient of Training & development is 0.766, meaning:
A one-unit increase in training and development activities leads to a 0.766 increase in employee job performance.
Since p = 0.000 < 0.05, the effect is statistically significant.
Test of hypotheses
Inferential statistics such as correlation and regression analysis were used to test the hypothesis.
Hypothesis One
H0: There is no significant relationship between training programs and employee job performance in ITF.
H1: There is significant relationship between training programs and employee job performance in ITF.
Result: Correlation analysis revealed a strong, positive relationship between training programs and job performance.
Decision: The null hypothesis is rejected.
Conclusion: Training programs significantly influence employee job performance in ITF.
Hypothesis Two
H0: Development initiatives do not significantly improve employees’ skills and productivity in ITF.
H1: Development initiatives significantly improve employees’ skills and productivity in ITF.
Result: Regression analysis showed that development initiatives accounted for a significant percentage of the variation in employee productivity.
Decision: The null hypothesis is rejected.
Conclusion: Development initiatives significantly improve employees’ skills and productivity.
Decision Rule:
If p-value < 0.05 – Reject H0.
Decision:
p-value = 0.000. therefore:
Reject H0
Accept H1
Discussion of findings
This study examined the effect of training and development on employee job performance at the Industrial Training Fund (ITF). The findings showed a positive and significant relationship between training, development, and employee job performance.
i. The findings of the study revealed that training has a significant positive effect on employee job performance at the ITF. Employees who participated in training programmes reported improved knowledge on the job, enhanced skills, increased efficiency, and minimal errors in the performance of their duties. This suggests that training plays a crucial role in improving employee’ ability to perform their current job schedules effectively.
Noe (2017) reported that training improves task performance by equipping employees with the relevant skills required for executing their schedules effectively
The practical implication of this finding is that institutions like the ITF, should make implementation of training programmes relevant to job schedules a priority. Regular trainings will keep employees abreast of technological innovations and reduce operational inefficiencies to the barest minimum. Management should therefore make it a point of duty to allocate adequate resources to training and development initiatives as a tool for improving employee performance.
The improvement in job performance which is an effect of training shows that training is a valuable investment and not a cost to the ITF. This finding is also in line with the social learning theory in the sense that employees of the ITF acquire and apply the new skills through observation and practice during training programmes.
ii. This study also found that employee development has a significant positive effect on job performance. Development initiatives such as coaching and mentoring, leadership training, and career development workshops were shown to enhance employees’ adaptability, problem-solving abilities, and preparedness for future responsibilities. This indicates that development contributes not only to immediate performance but also to long-term performance sustainability.
This finding is in line with previous studies McDowall and Saunders (2010) reported that employee development improves leadership capabilities and performance outcomes. Day et al. (2014) similarly found that leadership development programmes significantly enhance employees’ performance and decision-making abilities.
The implication of this finding is that organizations should go beyond short-term training and invest in long-term investment initiatives. For ITF, implementing structured career development, succession planning, and mentoring programmes will help build a competent and future compliant workforce. Such initiatives will also improve employee commitment, reduce turnover, and institutional continuity.
The study further revealed that training and development jointly exert a strong and positive influence on the job performance of the employees. Employees who benefitted from both training and development programmes demonstrated better work quality, higher productivity and stronger commitment to organizational goals.
Elnaga and Imran (2013) also reported that training and development significantly improve employee performance by enhancing competencies and motivation.
For ITF, aligning with training programmes with long-term development goals will ensure that employees are not only competent in their current roles but also prepared for future responsibilities.
Recommendations
Based on the findings of this study, which revealed that training and development have significant positive effects on employee job performance at the Industrial Training Fund (ITF), the following recommendations are made in line with the research:
In line with the objective of examining the effect of training on employee job performance, it is recommended that ITF institutionalize regular and structured training programmes based on systematic training needs assessment. Training content should be aligned closely with employees’ schedule of duties, technological trends, and organizational objectives.
Given the study’s finding that development significantly improves employee job performance, ITF should strengthen long-term employee development initiatives such as leadership development, mentoring and coaching, and career progression trainings. Structured career development plans should be implemented to prepare employees for higher responsibilities and future leadership roles.
Suggestions for further research
Although this study provides empirical evidence on the effect of training and development on employee job performance at the Industrial Training Fund (ITF), certain limitations create opportunities for future research. The following suggestions are therefore proposed:
Future studies should extend beyond a single organization by incorporating multiple public and private sector organizations across different regions of Nigeria.
This study adopted a cross-sectional design, which captures perceptions at a single point in time. Future research may employ a longitudinal approach to examine the long-term effects of training and development on employee job performance, career progression, and organizational productivity.
Subsequent studies should integrate other relevant human resource management variables such as employee motivation, job satisfaction, organizational culture, leadership style, and reward systems.
Further research should also examine factors influencing the transfer of training to the workplace, such as managerial support, organizational climate, availability of resources, and employee readiness.
While this study relied primarily on self-reported measures of employee job performance, future research could incorporate objective performance indicators such as productivity metrics, appraisal records, error rates, and service delivery outcomes to strengthen the validity of findings.
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In their attempts to evaluate human acts, scholars have proposed many theories. One such theory is consequentialism, an ethical framework that emphasises outcomes as the fundamental determinants of the rightness or wrongness of an action. This theory has certain positive values as it helps to sustain human actions, including language. Besides, it has negative values. Thus, this paper examined the influence of consequentialism on language. In particular, it examined its impacts on language use, assessment, and control. Based on Wittgenstein’s language game, Austin’s theory of illocutionary acts, and Waldron’s criticisms of hate speech, this paper argues that, despite its positive linguistic values, consequentialism undermines language, thereby corrupting rather than improving it. Also, this paper used conceptual analysis as its theoretical framework. This mode of analysis decomposed the topic into its components and then used the essential aspects to interpret it. Besides, it relied on the data from extant literature and the author’s intuition to further the analysis. The results showed that though consequentialism has some positive values, it adversely affects language in the area of language use, evaluation, and regulation. Therefore, this paper concluded that framing human action solely in terms of consequentialism poses dangers to language, as issues affecting language use, evaluation, and regulation could lead to language corruption and disfigurement. Subsequently, this paper advocated hybridisation of ethical theories, one that evaluates the nature of an action and its outcome.
Keywords: Consequentialism; Human Acts; Influence; Language; Outcome
Introduction
From its inception, philosophy has been pivotal in guiding human action. In particular, philosophy has developed many theories not only to critique excesses of human acts but also to guide them along the safest rational path. One way it has maintained this critical posture is through its ethical frameworks. Through them, it has proposed some theoretical frameworks as templates for moral evaluation. Among these moral bulwarks are virtue theory (Plato, 1997; Aristotle, 2009; MacIntyre, 2007), deontological theory (Kant, 2015), utilitarianism (Bentham, 2017; Mill, 2009), hedonism (Aristippus), and consequentialism (Bentham, 2017; Fletcher, 1966). It also includes a host of modern theories, such as psychoanalytic (Freud, 1961), behavioural (Skinner, 1953), cognitive-developmental (Piaget, 1950), the theory of moral judgment (Piaget, 1932), social learning (Bandura, 1977), psychosocial (Erikson, 1950), cognitive moral development (Kohlberg, 1981), Gilligan’s theory of moral development (Galligan, 1982), and sociocultural theories (Vygotsky, 1986). These ethical theories are as important in the preceding era as they are today, if not more so. Especially given that contemporary society is marked by significant scientific and technological development, as evidenced by the emergence of artificial intelligence, digital media, and digital humanity with its attendant netizens, among others. Moreso, given that the thrust of scientific evolution toward a global developmental stage requires a corresponding philosophical intervention. Thus, philosophy must continue to sound an alarm and develop strategies to counter the excesses of human acts even in the contemporary era.
In particular, this paper shines a spotlight on consequentialism, an ethical theory which holds that the goodness or rightness of an act depends on its outcome or consequence. Nonetheless, it is not a critique of consequentialism in general. Instead, it delved into an underexplored area: consequentialism and language. Hence, this paper investigates the implications of consequentialism on language. However, before probing that, it suffices to conceptualise the term ‘consequentialism’.
Consequentialism
Consequentialism bases an act’s goodness or wrongness on its consequences. It is also known as teleological theory or proportionalism. Therefore, it implies that when the outcome is good and desirable, it is morally right; the reverse is true when it is morally wrong. Nevertheless, it is vital to note that consequentialism dates back to Socrates, as evident in Plato’s dialogue, Republic. Book I of this work contains Plato’s (1997) critique of Thrasymachus’ thesis that might is right, which implies that the end justifies the means; a short way of saying that consequence validates an action. In Book II, Plato also refuted the argument of Glaucon, where Glaucon used the Rings of Gyges to justify that people’s failure to adopt unjust means to achieve a desired end is predicated on the detectability of the means. The implication is that if the means are untraceable, people will surely deploy them to achieve their set goals. Subsequently, justice will be to the advantage of the stronger. In the modern era, consequentialism was promoted by Bentham (2017), who projected and popularised a utilitarian model of consequentialism.
Joseph Fletcher is also one of the foremost representatives of consequentialism in the modern era, as evidenced by his 1966 work, Situation Ethics (Fletcher, 1966). He dismissed legalism and antinomianism as bases of moral evaluation, as they promote unbending adherence to law and lawlessness, respectively. For instance, he portrayed legalism’s strict fidelity to the principle of fiat justitiaruatcaelum (do the right, even if heaven falls). It implies that the spirit of the law takes precedence over its letter. Therefore, he opted for situationism, proposing four principles to support it: pragmatism, relativism, positivism, and personalism. These four principles resonate with workability, rejection of absolute goodness or badness, an empirical approach, and a tendency toward human well-being. So, situationism presents itself as a critique of what it regarded as the legalism of traditional Christian morality. It emphasises that natural law morality anchors moral evaluation in static, unchanging human nature (Nnaemedo, 2023). Nonetheless, situationism poses some challenges, especially regarding altruism. So, from the perspective of the performance of human acts requiring sacrifice, adhering to situationism undermines self-sacrifice, given that situationism emphasises acting in accordance with the prevailing situation. Thus, it excludes taking measures not captured in the situational setting.
In the contemporary era, Singer’s (2009) speciesism is another concrete attempt to promote utilitarianism, a type of consequentialism, in how we treat animals, aiming to increase their pleasure and reduce their pain. That means the consequences of an action determine whether to perform it. Singer (2019) also advanced a similar utilitarian argument, arguing that ending world poverty requires saving the life of one person, using the example of saving a drowning child to illustrate the concept of effective altruism and the idea of donating 10% of one’s earnings. All these instances aim to advance utilitarianism.
Likewise, Macaskill (2022) advocated utilitarianism through his concept of longtermism, which argued for positively considering future generations in the scheme of things. He sustained that doing so should constitute a fundamental moral precedence of our time. Therefore, Macaskill (2022) maintained that the “future people count, but we rarely count them (n.d.). Subsequently, he stressed the need to plan and leave a better life package for them. Hence, he insists that “by abandoning the tyranny of the present over the future, we can act as trustees—helping to create a flourishing world for generations to come” (n.d.). What he implied is that the present generation should leave a legacy of fortune to the incoming generation. This legacy is one founded on utilitarianism.
It is also worth noting that consequentialism is of two types: act and rule consequentialism. The former evaluates moral behaviour by its outcomes or consequences, while the latter judges it by the rule. In other words, for act consequentialism, the rightness or wrongness of an action rests on its outcome or on the consequence. In contrast, rule consequentialism applies the morality of an action to the rule that leads to the desired consequences.
Consequentialism has positive values, as an expected outcome of a human action helps achieve it. Nonetheless, it has some defects. Its primary defect is that it lacks a generally accepted criterion for all moral evaluation, given that contemporary society comprises people of diverse ideologies. Knowing and evaluating the proximate and remote consequences of people’s actions is also challenging.
Basic tenets of consequentialism
The basic assumptions of consequentialism are:
i. It is wrong to impute a moral judgment on an act without considering the actor’s intention and circumstances, as well as the outcome of the act,
ii. Moral judgment is a posteriori: one evaluates an action after its performance, not vice versa, as in the case of deontologists, where it is a priori.
iii. Among two evils, one should choose the lesser evil. Also, between two good opinions, one should choose the better option.
It is crucial to distinguish consequentialism from related theories, such as utilitarianism and deontological theories. Thisdistinctionis necessary for a better insight into consequentialism.
Consequentialism and utilitarianism
People may try to equate consequentialism with utilitarianism. Doing so is erroneous. However, the most probable position to adopt is that utilitarianism is a form of consequentialism. So, while utilitarianism seeks the good in temporal pleasure and happiness, consequentialism, especially the Thomistic version, seeks good in God’s glory and reign as the ultimate end (Peschke, 1996). This end subsequently forms the essential template for moral evaluation.
Consequentialism and deontological theory
It is critical to note that deontological theory and consequentialism are complementary, not contradictory, as both emphasise absolute ends. While deontology holds that moral absolutes provide the basic template for moral evaluation, consequentialism holds that the ultimate end determines moral evaluation. As a result, both constitute complementary templates for moral evaluation, as one cannot make any moral evaluation without considering the nature of the being involved (deontological dimension) and the ultimate end in view (consequentialism). Peschke (1996) validated the above claim by insisting that the two theories are not mutually exclusive but complementary.
Impact of consequentialism on language
Consequentialism affects language; its use, assessment, and control. Discussing them serially provides the necessary insight into the specifics needed for their clearer understanding.
On language usage
Given that consequentialism underscores outcomes as triggers of action, it unarguably impacts language use by answering questions about what language to use, when, where, and how. It means that language transcends mere expressions, but is a phenomenon propelled by an expected outcome. The implication is that man does not just speak, but speaks to achieve a purpose. This purpose is the consequence of his action, which is the primary objective motivating and directing his speech. Consequently, consequentialism influences language use, presenting expected outcomes as the primary driving force behind every moral evaluation. Hence, for any language usage to merit a proper usage tag, it should align with these outcomes, lest it be considered somewhat out of place and unfitting for the purpose.
The above submissions reflect Austin’s (1962) view that language performs illocutionary acts, such as promising, contracting, negotiating, authorising, and ordering. According to consequentialism, the set of outcomes would be the above-mentioned illocutionary acts. Their accomplishment constitutes the expected outcomes that require a carefully chosen language to achieve.
Likewise, the above consequentialists’ thesis corroborates Searle’s (1995) argument that language fundamentally constitutes institutional reality and justifies its structures, such as money, marriage, governments, and property. The weight of the relationship lies in the fact that the language used to conceptualise these institutional structures is tailored towards achieving the ends of the establishment. So, it is, in a way, consequentialist in orientation, implying that, though its use may have considered other significant factors, the expected outcomes might have played a key role.
Moreover, the argument supports Habermas’ (1984) theory of communicative action, which conceives of language as the basis of social life, rationality, and democracy. The veracity of the above claim rests against the backdrop that Habermas presented language as a means of communication and of creating and achieving shared understanding, legitimacy, acceptability, social integration and cohesion. One immediately conceives consequentialism throughout the process, as the basic ends achievable through the language delineated above subsequently influence language use.
Consequentialism is also decipherable in Frege’s (1892) distinction between sense and reference, in that Frege portrayed how reference to a concept may have constant signification but different sense across languages. So, in this discourse on the influence of consequentialism on language use, despite a concept’s signification, its meaning may differ across its usages due to the expected outcome that informs its application in different contexts.
Likewise, given that context influences the meaning of words, an expected outcome also affects the time, place, and manner of language use. Wittgenstein’s (1953) language game sheds further light on the above submission, underscoring that reality is socially constructed, as “to imagine a language means to imagine a form of life” (P1, 19). So, consequent on its outcome-driven approach, consequentialism shapes the nature of language use, since not all languages yield the same results. To achieve an expected result, certain languages are chosen over others.
On language evaluation
As an ethical framework, consequentialism affects language use assessment, as the outcome determines word choice. Thus, words are judged based on their position on the expected result. Where their use aligns with the predictable outcome, they are judged acceptable; otherwise, they are rejected. It is in tandem with the evaluative implications of language consequent on the resort to consequentialism that inform the categorisation of certain expressions as hate speech and so inconsistent with societal harmony. For example, Waldron (2012) extensively discussed hate speech, describing it as undermining people’s sense of assurance, social standing, and dignity, thereby impeding their confident coexistence in society. So, following consequentialism, which emphasises outcomes as a criterion for the acceptability or non-acceptability of a given outcome, the language used in a given action is judged according to its fidelity to or deviation from the intended result.
Given that the above evaluation is result-focused, there is a tendency to ignore other basic facts about the language use. Such neglect may lead to undue compromise and a forced tilting of words to serve a designated purpose, resulting in linguistic confusion, denigration, and corruption. This language corruption is apparent in contemporary society, where certain words are now coded with meanings that are a sharp departure from their original meanings. At times, they are presented in a way that malforms rather than improves people’s knowledge. At other times, they are portrayed in ways that refine how a word has been used. A typical instance of such expression is the use of the term ‘goat’ to represent the greatest of all time in the football world.
On language regulation
The thirst to achieve a desired objective can also lead to alignment of language with the expected outcome. Hence, consequentialism also plays a role in regulating language use. This role is predicated on the objective at issue. In this case what guides a language use is not the nature of the language, its semantic and syntactic coloration, but rather its amenability to result in view. So, the fulcrum around which language use revolves is the outcome expected throughout the process. So, given its result-oriented nature, consequentialism is one of the theories that promote and sustain language regulation. This is evident in Barendt’s (2019) discourse on Waldron’s (2012) notion of hate speech. In this discourse, Barendt noted ambiguity in Waldron’s view of the nature of hate speech, namely, whether it causes or constitutes harm. Nonetheless, he (Barendt) described Waldron as opting for the former, that hate speech tends to cause harm. Subsequently, Barendt considered it a weak form of the consequentialist argument for proscribing hate speech.
While the above regulation can be productive, there is also the tendency for consequentialism to lead to harmful social phenomena, as the quest for an expected outcome can breed and trigger diverse social ills, such as the unbridled pursuit of wealth, ritual killings, theft, and the like. In the realm of language, the above ills are accompanied by corresponding linguistic corruptions, as evident in the corruption of certain terms to serve economic interests despite their implications for morality. A typical example is the Igbo concept, Igbu ozu (the killing of a corpse), used to describe ascent to the realm of wealth without reference to the morality of the wealth-making involved.
Legally, consequentialism could result in the enactment of rules that threaten people’s fundamental human rights. Of course, the recent anti-hate speech bill, designated as the National Commission for the Prohibition of Hate Speech Bill, sponsored in 2018 by Aliyu Sabi Abdullahi and reintroduced by him in 2019 in the Senate, or the version sponsored by Mohammed Tahir Monguno in the House of Representatives, were typical instances of such (Tijani, 2019; Ayeni, 2020). Another was the Protection from Internet Falsehood and Manipulation and other Related Offences bill sponsored by Senator Mohammed Sani Musa on November 5, 2019 (“#NotToSocialMediaBill,” 2020; Amnesty International, 2019; Ewang, 2019). These bills were opposed by Nigerians at home and in the diaspora (“#NotToSocialMediaBill,” 2020). The critics alleged that the bills would serve harmful purposes, especially by infringing on people’s fundamental human rights, including the right to freedom of speech. In particular, the bill prohibiting hate speech was heavily criticised for proposing a death penalty for core hate speech offenders (Amnesty International, 2019; Santas, 2021). In sum, as the tilt towards the regulations above is outcome-driven, the language deployed in the process would be result-oriented, implying that consequentialism influences language regulation.
Conclusion
Consequentialism, as an ethical framework, stresses outcomes as the basis for acceptance or rejection. Ipso facto, an action is right when it yields an expected result, and it is bad when the contrary is the case. Consequentialism has its strengths and weaknesses. On the positive side, it provides a target and a trigger for action, without which one may lose focus throughout the process. The endpoint of any activity is significant for its realisation, given the embedded force that propels it. Nonetheless, in the adverse domain, consequentialism could engender and precipitate diverse ethical issues, such as an overemphasis on results, often leading to the total neglect of the means used to achieve them. On a serious note, its implications dovetail into the language domain, particularly in language use, evaluation, and regulation. Hence, this paper argues that consequentialism adversely affects language, despite its emphasis on outcomes as incentives for more actions.
From the perspective of language use, consequentialism answers questions about what language to use, when, where, and how. The implication is that it shapes language use, a shaping that could be negative or positive. Nonetheless, in contemporary society, this shaping is mostly negative as it has resulted in many societal ills. Likewise, from the language assessment domain, consequentialism’s emphasis on results provides a reliable litmus test for situational and contextual uses of words. This assessment leads to grouping words into different categories, relying on their association with predictable consequences.
Besides, in the domain of language regulation, consequentialism informs diverse rules governing language control, such as those governing hate speech. Such enactments revolve around making language work towards a set objective, the intrinsic nature of the words used notwithstanding. Subsequently, this paper concluded that consequentialism could hurt language, given its negative impact on language use, evaluation, and regulation.
References
Amnesty International. (2019). Nigeria: Bills on hate speech and social media are dangerous
Preparing for the Project Management Institute Agile Certified Practitioner certification often requires more than reading Agile frameworks or memorizing terminology. Many candidates begin their preparation believing success depends primarily on understanding Scrum events, Kanban principles, or Agile vocabulary. As preparation progresses, however, they usually discover that the PMI-ACP exam evaluates something deeper: the ability to interpret situations, recognize delivery priorities, and make context-sensitive decisions under pressure.
This is one reason why simulation platforms such as PMI Study Hall have become important preparation tools for many learners. Timed practice environments expose candidates to situational reasoning patterns that are difficult to replicate through passive study alone. Yet a common challenge emerges over longer preparation cycles: mock exam environments are finite. Once candidates complete the available simulations multiple times, maintaining realistic practice quality becomes more complicated.
Managing limited mock exam availability effectively therefore becomes an important strategic skill during PMI-ACP preparation. Candidates who approach simulations carefully often preserve learning quality longer and develop stronger long-term decision consistency than those who rapidly consume every available practice exam within the first weeks of study.
Why PMI-ACP Preparation Depends on Situational Reasoning
The PMI-ACP exam is heavily oriented around contextual interpretation rather than direct memorization. Questions frequently present scenarios involving stakeholder disagreement, changing priorities, delivery uncertainty, communication friction, or competing product concerns. In many cases, multiple answers appear technically acceptable, yet only one reflects the most contextually appropriate Agile response.
This structure changes how preparation should be approached. Memorizing definitions or framework mechanics may help establish foundational understanding, but it rarely prepares candidates for nuanced situational trade-offs. The exam often evaluates how well candidates interpret team dynamics, delivery goals, adaptive planning requirements, and stakeholder implications within evolving project environments.
For example, one scenario may prioritize rapid value delivery despite incomplete certainty, while another may emphasize collaborative problem-solving before implementation decisions are made. Candidates who apply rigid textbook logic without interpreting the broader situation frequently select technically correct but contextually weak answers. Strong PMI-ACP preparation therefore depends on repeatedly practicing interpretation itself.
The Educational Role of PMI Study Hall
PMI Study Hall supports this kind of preparation by exposing candidates to structured Agile reasoning environments. Instead of testing isolated definitions, the platform places learners inside decision-oriented scenarios where context matters as much as factual knowledge.
One important educational benefit is realism. Timed simulations encourage candidates to think under pressure while balancing competing Agile priorities. This helps reveal cognitive habits that are difficult to notice during relaxed study sessions. Some candidates realize they overanalyze questions, while others discover they make rushed assumptions about stakeholder intent or delivery constraints.
Another advantage is exposure to situational ambiguity. Many Agile certification questions intentionally avoid obvious answers. Candidates must identify subtle indicators related to stakeholder collaboration, adaptive planning, value-driven delivery, or team autonomy. Repeated exposure to this type of ambiguity strengthens contextual reasoning skills over time.
Structured simulations also help build mental endurance. Long-form scenario analysis requires sustained concentration and emotional consistency. Candidates who practice only through short quizzes sometimes struggle maintaining decision quality during full-length timed environments. Simulation platforms help condition learners for the cognitive rhythm of exam-style reasoning.
The Problem With Finite Mock Exam Environments
Despite these advantages, finite simulation environments introduce practical limitations during extended preparation periods. Once candidates complete the available mock exams multiple times, familiarity gradually changes the learning experience. Instead of analyzing each situation carefully, learners may begin recognizing patterns, recalling answer structures, or remembering previously reviewed explanations.
This shift can reduce cognitive difficulty significantly. Questions that once required active situational interpretation may become easier simply because the candidate remembers the correct option or recognizes the structure of the scenario. Over time, preparation may unintentionally move away from genuine Agile reasoning and toward passive pattern recall.
The danger is not always obvious because scores often improve during this phase. Candidates may interpret rising percentages as evidence of deeper readiness even when the improvement primarily reflects familiarity rather than adaptive reasoning growth. This can create false confidence before the actual exam, where scenarios remain unfamiliar and cognitive pressure feels different.
Another issue involves reduced scenario diversity. Agile environments are inherently dynamic, involving different stakeholder personalities, delivery risks, communication patterns, and organizational constraints. Limited mock pools eventually narrow the range of situations candidates experience, reducing exposure to fresh reasoning challenges.
How Repetition Can Change Candidate Behavior
Repeated exposure to the same simulation set gradually changes how candidates process questions. During early attempts, learners actively interpret context, evaluate trade-offs, and analyze stakeholder implications. After several repetitions, however, the brain often begins optimizing for recognition instead of reasoning.
This is a natural cognitive adaptation. Humans conserve mental effort by recognizing familiar patterns whenever possible. In exam preparation, though, excessive familiarity can weaken the very skills the PMI-ACP exam measures most heavily. Candidates may start choosing remembered answers automatically without fully evaluating the situation again.
Over time, this creates several subtle preparation risks. Some learners begin overestimating their situational judgment because practice environments no longer challenge interpretation skills meaningfully. Others stop reading carefully and miss contextual clues during unfamiliar scenarios because their preparation relied too heavily on recognition-based confidence.
A related problem is declining adaptability. Agile reasoning depends on flexibility and contextual prioritization. When practice variation becomes narrow, candidates may unconsciously anchor themselves to recurring logic structures rather than developing broader decision-making versatility.
Why Fresh Scenario Exposure Matters
Fresh Agile scenarios play an important role in maintaining cognitive flexibility during PMI-ACP preparation. New situations force candidates to interpret context actively instead of relying on memory shortcuts. This strengthens the ability to analyze stakeholder concerns, delivery constraints, collaboration dynamics, and prioritization signals under unfamiliar conditions.
Repeated exposure to varied situations also improves decision consistency under time pressure. During the actual exam, candidates cannot depend on memory recognition because every scenario feels new. The ability to interpret unfamiliar contexts calmly and systematically therefore becomes essential.
Scenario diversity additionally helps candidates recognize broader Agile principles across multiple environments. A concept such as adaptive planning may appear differently within product delivery discussions, stakeholder negotiations, team conflicts, or backlog prioritization challenges. Seeing these variations repeatedly improves conceptual flexibility and situational transferability.
Time-management stability also improves through varied practice exposure. Familiar questions are often answered faster simply because they are remembered. Fresh simulations force candidates to manage pacing realistically, helping them build sustainable timing habits for real exam conditions.
Extending Preparation Continuity More Strategically
Candidates preparing over longer periods often benefit from treating mock exams as limited strategic resources rather than consumable checklists. Instead of rushing through every available simulation early, many learners spread full-length exams across their preparation timeline to preserve realism and maintain ongoing assessment quality.
Some candidates alternate between different practice styles to extend preparation continuity. Full-length simulations may be reserved for milestone evaluations, while shorter targeted scenario sessions are used for daily reasoning practice. This helps preserve unfamiliarity within the larger mock exams for longer periods.
Others supplement structured environments with additional scenario pools or alternative practice sources to maintain broader situational exposure. Some learners also look for a budget-friendly PMI-ACP exam simulator to continue practicing varied Agile scenarios over longer preparation cycles without relying exclusively on a single finite mock exam environment. This type of extended scenario exposure can help reinforce Agile decision-making consistency while reducing overfamiliarity with repeated question patterns.
Rotating practice formats can also help maintain engagement. Some learners alternate between timed simulations, focused domain drills, stakeholder-oriented scenarios, or shorter adaptive planning exercises. This variation helps preserve active reasoning behavior while reducing repetitive cognitive patterns.
Reflective Review and Agile Feedback Loops
Effective PMI-ACP preparation depends heavily on reflective review rather than raw question volume alone. Simply completing more practice exams does not automatically improve situational judgment if candidates fail to analyze why mistakes occurred.
Many reasoning errors originate from interpretation habits rather than missing knowledge. For example, a candidate may consistently prioritize procedural structure over stakeholder collaboration, or focus on technical delivery while overlooking team dynamics. Without reflective analysis, these behavioral tendencies often persist across multiple simulations.
This is where iterative feedback loops become valuable. Candidates who review incorrect answers carefully can identify recurring decision patterns and adjust their reasoning process gradually over time. Some learners maintain error journals categorizing mistakes related to stakeholder interpretation, adaptive planning, escalation timing, or value prioritization.
Preparation itself begins to resemble Agile principles during this stage. Inspection, adaptation, and continuous improvement become central learning behaviors. Candidates who regularly evaluate weaknesses and adjust study strategies often develop stronger long-term exam readiness than those focused primarily on raw completion metrics.
Balancing Realism, Repetition, and Adaptability
Different preparation methods support different learning objectives. Structured simulations help build realism and exam pacing stability. Repetition reinforces recognition of Agile principles and common situational patterns. Diverse scenario exposure strengthens adaptability and contextual flexibility.
The challenge lies in balancing these educational goals effectively. Excessive repetition without variation may weaken active reasoning, while excessive variation without reflection may prevent deeper learning consolidation. Strong PMI-ACP preparation often emerges from combining realistic simulations with reflective review and broader situational exposure.
Candidates also benefit from recognizing that Agile reasoning itself is dynamic. The exam does not reward rigid formulaic responses applied universally across all situations. Instead, it evaluates how well candidates adapt Agile principles to changing contexts, competing priorities, and evolving stakeholder needs.
Maintaining adaptability during preparation therefore matters as much as learning Agile concepts themselves. Simulation environments are most effective when they continue challenging interpretation quality rather than merely reinforcing familiar answer patterns.
Conclusion
PMI Study Hall can support PMI-ACP preparation effectively when candidates use limited mock exam environments strategically rather than consuming them too quickly. Its structured simulations, timed environments, and situational reasoning exercises help learners strengthen Agile interpretation skills that extend beyond memorized terminology.
At the same time, finite mock exam pools can gradually reduce cognitive difficulty if repeated exposure leads candidates toward familiarity-based answering instead of active contextual reasoning. This makes continued scenario variation, reflective review, and ongoing simulation exposure increasingly important during longer preparation cycles.
Ultimately, realistic practice environments, repeated situational diversity, iterative feedback analysis, and adaptive learning behaviors tend to work together more effectively than relying on repetition alone. Candidates who preserve active reasoning throughout their preparation process often develop stronger cognitive flexibility, steadier decision-making under pressure, and more sustainable readiness for the PMI-ACP exam experience.
Not all X video downloads are equal. Open the wrong tool and you’ll get a blurry 480p file when the original was shot in crisp 1080p. Or the file arrives compressed, looking fine on a phone screen but falling apart on anything larger.
If quality matters — you’re editing content, archiving something important, or just tired of pixelated downloads — here’s exactly how to save X video 1080p with the full original resolution intact.
Why Downloaded X Videos Often Look Worse Than Expected
People frequently notice that the video they downloaded looks worse than the same video when streamed on X. A few things cause this:
The tool selected a lower quality automatically. Many downloaders grab the first available format — often the lowest resolution — without giving you a choice. You get 480p when 1080p was sitting right there.
The tool re-encodes the video. Some services process the video on their own servers before delivering it, applying their own compression. The file that arrives has been degraded twice — once by X during upload, once by the downloader.
The original simply wasn’t 1080p. If the content creator uploaded in a lower resolution, that’s the ceiling. No tool can create detail that wasn’t captured.
You downloaded the right file but it’s playing on a low-quality player. Some media players default to lower quality settings. Try a different player before assuming the file itself is the problem.
How to Confirm 1080p Is Available Before Downloading
Not every X video has a 1080p version. Whether it does depends on the uploader — X Premium accounts can post higher-resolution video; free accounts are subject to more aggressive compression.
The way to check: paste the tweet link into sssx.io and look at the quality options that appear. If 1080p is in the list, it’s available. If the highest option is 720p, that’s what exists on X’s servers — the 1080p version was never uploaded or was compressed away during upload.
sssx.io shows every quality tier available for that specific video. It doesn’t hide options or default to the lowest — the full list is visible so you can make the choice.
Step by Step: Download X Video in 1080p HD
Step 1: Find the video and copy the tweet link
Open X (app or x.com), find the video. Tap Share → Copy link. On desktop, copy the URL from the address bar or via the share menu.
Open any browser and navigate to sssx.io. Paste the tweet link into the input field at the top of the page. Press Download.
Step 3: Select the 1080p option
In 2–5 seconds, the quality options load. Look for the highest resolution available — 1080p if the video was uploaded at that quality, otherwise 720p. Always choose the top option in the list for the best result.
Step 4: Download the file
Click the download button next to the 1080p option. The MP4 file saves directly to your device — Downloads folder on Android/desktop, Files app on iPhone.
Getting True HD on iPhone and Android
iPhone: Use Safari specifically — it handles file downloads correctly on iOS 13+. Go to sssx.io, paste the link, select 1080p, tap Download, confirm in Safari’s prompt. File goes to Files → Downloads. Move to Photos via Share → Save Video if needed.
Android: Any browser works — Chrome, Firefox, Samsung Internet. Go to sssx.io, paste, select 1080p, download. File saves to your Downloads folder automatically.
Desktop (Windows/Mac): Paste the link at sssx.io, select 1080p, click download. The file goes to your browser’s default Downloads folder. Press Ctrl+J (Windows) or Cmd+J (Mac) to open download history if you can’t find the file.
What “No Watermark” Actually Means for HD Downloads
sssx.io works as an x downloader no watermark — the MP4 you receive is the original file from X’s CDN with nothing added. No logo, no overlay, no site branding in the corner.
This matters for HD content specifically. A 1080p video with a watermark stamped across it is less usable than a clean 720p file. Getting the original file directly avoids both problems at once.
One clarification: if the content creator already had their own logo or @username in the video before uploading, that’s part of the original file — not something any downloader adds or can remove. What sssx.io guarantees is that nothing extra is added during the download process itself.
Tips for the Best HD Results
Always pick the top quality option. The quality list shows options from highest to lowest. The first item is always the best available for that video.
Use WiFi for large files. A 1080p video clip can be 50–200MB depending on length. A stable WiFi connection prevents interrupted downloads and ensures the file isn’t corrupted.
Check the file before assuming it’s low quality. Try playing the downloaded MP4 in VLC or your system’s default player before concluding the quality is poor. Some apps default to lower playback settings regardless of the file’s actual resolution.
Download soon after seeing the video. Tweets get deleted, accounts get suspended, content gets restricted. The 1080p version you see today may not exist tomorrow.
FAQ
Why is 1080p not showing as an option? The original video was uploaded in a lower resolution. X compresses videos during upload, and some content — especially older videos or content from free accounts — was never available in 1080p. sssx.io shows all options that exist; if 1080p isn’t listed, it doesn’t exist for that video.
Does sssx.io compress the video before delivering it? No. sssx.io fetches the file directly from X’s CDN servers without any re-encoding or compression. The file you download is the same file that X serves to its own video player.
Is there a size limit for 1080p downloads? No. sssx.io has no file size limits. Long high-resolution videos will take longer to download, but there’s no cutoff.
Does downloading in 1080p cost more? No. All quality levels including 1080p are available for free with no account, no subscription, and no per-download fees.
Can I download multiple videos in a row? Yes. There’s no daily limit or cooldown period between downloads.
Daily writing prompt
What’s a moment that made you realize you were stronger than you thought?
Starting with Google Ads can feel more confusing than most beginners expect. Many people search for how to buy Google Ads or how do I buy Google Ads as if the process is only about paying for clicks. In reality, a good setup starts before the campaign is even created. If the basics are weak, the budget disappears fast and the results become hard to understand.
That is why beginners need a roadmap, not just instructions. A simple step-by-step process helps avoid random decisions, missed settings, and early mistakes. In some cases, businesses that need a quicker launch also look for a simpler path to campaign readiness when they do not want delays at the very beginning. Still, even with faster options, the structure behind the campaign matters most.
Step 1. Prepare the essentials before opening Google Ads
Before you buy ads on Google, make sure you have the foundations ready. A campaign should not begin with keywords or ad copy. It should begin with business clarity.
Prepare these elements first:
your main offer;
the landing page you will send traffic to;
one clear action you want the visitor to take;
basic pricing or value proposition;
access to analytics tools.
If the page is weak, the ads will not save it.
Step 2. Choose one campaign goal
A beginner mistake is trying to do everything at once. More traffic, more calls, more sales, more awareness — all in one campaign. That usually creates messy results.
Start with one primary goal:
leads;
online purchases;
phone calls;
website traffic;
brand awareness.
A single goal makes it easier to choose campaign settings, measure success, and improve performance later.
Step 3. Define keywords by intent
Many beginners pick keywords based only on volume. That is risky. The better method is to think about what the user actually wants.
A simple keyword structure looks like this:
informational queries;
comparison queries;
action-oriented buying queries;
branded searches.
For example, someone asking a broad question is very different from someone ready to purchase. That is why buying Google Ads traffic works better when keyword groups are built around search intent, not just popularity.
Step 4. Write ads that match the search
Once the keywords are grouped, the ad copy should reflect them clearly. Relevance matters more than trying to sound clever.
A beginner-friendly ad should include:
a headline connected to the search query;
a direct benefit;
a clear next step;
a landing page that continues the same message.
If the keyword, ad, and landing page all say different things, performance usually suffers.
Step 5. Set a realistic budget and bidding approach
Another common beginner problem is choosing a budget without a plan. Some advertisers spend too little to collect meaningful data. Others spend too much before they know what works.
A safer approach is:
start with a controlled daily budget;
monitor search terms and click quality;
avoid scaling in the first few days;
adjust only after early data appears.
The goal of the first stage is not aggressive scaling. The goal is learning.
Step 6. Install tracking before launch
This is one of the most important steps. Without tracking, even a well-structured campaign becomes guesswork. Beginners often focus on how to buy a Google ad, but forget to measure what happens after the click.
At minimum, you should check:
form submissions;
purchase events;
call tracking if relevant;
basic analytics integration;
conversion values where possible.
For advertisers who want fewer setup delays, some also consider a more prepared setup for early campaign stability before pushing campaigns live. But whether the account is new or already organized, tracking must be in place before real spend begins.
Step 7. Review everything before launch
Before activating the campaign, do a final check. This simple habit prevents expensive mistakes.
Review this checklist:
correct targeting;
relevant keywords;
no obvious mismatch between ad and landing page;
working tracking;
correct billing setup;
clear conversion goal.
A five-minute review can save days of wasted budget.
Step 8. Watch the first 7 days carefully
The first week is not the moment to panic or make endless changes. It is the moment to observe.
During the first 7 days, focus on:
search term quality;
click-through rate;
early conversion signals;
landing page behavior;
wasted spend patterns.
Do not judge success too fast. Instead, look for signs that the campaign is attracting the right audience and sending them into a working funnel.
Final takeaway
A beginner-friendly Google Ads setup is not about doing everything at once. It is about moving in the right order: prepare the offer, define the goal, choose intent-based keywords, write relevant ads, set a realistic budget, install tracking, review the setup, and watch the first week carefully.
When beginners follow a roadmap instead of guessing, Google Ads becomes much less stressful and much easier to improve over time.
Agada, J., Kuhe, D. A., & Anthony, O. N. (2026). An Autoregressive Moving Average Model for Short-Term Prediction of Non-Insulin Dependent Diabetes Among Farmers in Benue State. International Journal of Research, 13(4), 255–278. https://doi.org/10.26643/ijr/edupub/22Style
APA
John Agada1, David Adugh Kuhe 2 and Ojochegbe Noah Anthony 3*
1Department of Mathematics and Computer Science, Rev, Fr. Moses Orshio Adasu University Makurdi, Benue State, Nigeria
2Department of Statistics, Joseph Sarwuan Tarka University, Makurdi, Benue State, Nigeria
3Department of Mathematics and Computer Science, Rev, Fr. Moses Orshio Adasu University Makurdi, Benue State, Nigeria
This study employs an Autoregressive Moving Average (ARMA) time series model to forecast the short-term incidence of non-insulin-dependent diabetes mellitus (Type 2 Diabetes) among farmers in Benue State, Nigeria. The data was collected from the Benue State Epidemiological Unit, Makurdi, and covered a 20-year period from January 2005 to June 2025. The study employed descriptive statistics and normality measures, Augmented Dickey-Fuller (ADF) unit root test and ARMA (p,q) model as the principal analytical techniques and procedures used to examine the data. The descriptive statistics indicated moderate variability in diabetes cases over the years, while the Augmented Dickey-Fuller (ADF) test confirmed the stationarity of the series in level. Model choice based on Akaike Information Criterion (AIC), Schwarz Information Criterion (SIC), and Hannan–Quinn Criterion (HQC) identified the ARMA(3,3) model as the best fit for forecasting diabetic cases in the study area. The model’s high coefficient of determination (R² = 0.8905) and statistically significant parameters (p < 0.05) demonstrated its robustness and predictive accuracy. Diagnostic checks using autocorrelation, partial autocorrelation, and the Ljung–Box Q-statistics showed that the residuals behaved like white noise, indicating a well-specified model. Forecast evaluations using Root Mean Square Error (RMSE), Mean Absolute Error (MAE), and Mean Absolute Percentage Error (MAPE) confirmed that the model accurately good for predicting out-of-sample values. The forecast for July 2025 to June 2027 revealed a potential average of approximately 6,420 diabetes cases per month among farmers, with expected fluctuations over time. The study underscored the growing public health concern of diabetes among the farming population in Benue State and its implications for agricultural productivity and postharvest losses. The study concluded that predictive modeling can serve as a vital tool for health planners to design early intervention strategies, integrate health management with agricultural development, and enhance the overall well-being of rural farmers.
Keywords: Diabetes, ARIMA, Time Series Forecasting, Non-Insulin Dependent Diabetes, Farmers, Benue State, Public Health, Postharvest Losses
1.0 INTRODUCTION
Diabetes mellitus, often simply referred to as diabetes, is a group of metabolic disorders characterized by high blood sugar levels over a prolonged period. The two main types of diabetes are type-1 diabetes, which results from the body’s inability to produce insulin, and Type-2 diabetes develops when the body either becomes resistant to insulin or produces insufficient insulin to control blood sugar levels effectively. Diabetes mellitus is a multifaceted metabolic condition marked by high concentrations of glucose (sugar) in the bloodstream Glucose is a crucial source of energy for cells, and insulin, a hormone produced by the pancreas, plays a central role in regulating its uptake into cells. In diabetes mellitus, this regulation is disrupted, leading to persistent hyperglycemia (high blood sugar) (American Diabetes Association, 2022).
Diabetes mellitus is a significant public health concern worldwide, with its prevalence increasing steadily over the past few decades. According to the International Diabetes Federation (IDF, 2019), an estimated 537 million adults aged 20-79 years were living with diabetes globally in 2021 and this number is projected to rise to 783 million by 2045. The prevalence of diabetes varies by region, with higher rates observed in low- and middle-income countries, particularly in urban areas undergoing rapid socioeconomic development and lifestyle changes. (ADA, 2022).
In Nigeria, the prevalence is estimated at 7% and 11.35% in South-south zone. The Diabetes Association of Nigeria (DAN) reviewed that, mortality rate of diabetes from insufficient management far outweighs that of HIV/AIDs, Malaria and Cancer (Olamoyegun et al., 2024)
Diabetes mellitus is significantly Impacting farmers in Benue State with prevalence rate among yam farming population estimated at 24.9% and mortality rate of 8.61% and as led to reduced labor productivity, economic impact and health complications (Teran, A.D.. 2017)
Diabetes is associated with numerous complications that can affect nearly every organ system in the body. These complications includes Microvascular: Retinopathy (vision loss) neuropathy (nerve damage), nephropathy (kidney damage), and Microvascular: cardiovascular disease (such as heart attack and stroke), others are foot ulcers and amputations. The burden of diabetes-related complications is substantial, leading to increased medical costs, reduced quality of life, and higher risk of premature mortality (ADA, 2022).
Type-2 diabetes, also known as non-insulin dependent diabetes, is a long-term condition that affects how the body processes sugar (glucose), which is an important source of energy. In this condition, the body either becomes resistant to insulin, a hormone that helps move sugar into cells, or doesn’t produce enough insulin to keep blood sugar levels normal (Sun et al., 2021). Unlike type-1 diabetes, where the immune system attacks and destroys insulin-producing cells in the pancreas, type-2 diabetes usually develops slowly over time. While it was once mostly seen in adults, more children and teenagers are now being diagnosed, largely due to increasing obesity and less active lifestyles (Sun et al., 2021).
A major characteristic of type-2 diabetes is insulin resistance, which means the body’s cells don’t respond to insulin as they should. When this happens, the pancreas tries to make more insulin to help move sugar into the cells. However, over time, the pancreas may struggle to keep up with this increased demand. As a result, sugar starts to accumulate in the blood, causing high blood sugar levels (Cloete, 2022).
Several determinants contributes to the risk of developing type-2 diabetes, including obesity, particularly excess fat around the abdomen (central obesity), A sedentary lifestyle, unhealthy eating habits—like eating too many sugary and processed foods—having a family history of diabetes, getting older (especially after 45), and belonging to certain ethnic groups are all factors that can increase the risk of developing diabetes (ADA, 2022).
In Addition to insulin resistance, type-2 diabetes can also involve problems with the pancreas, the organ that makes insulin. Sometimes, the pancreas doesn’t produce enough insulin to keep blood sugar levels in check, making high blood sugar worse (Desai & Deshmukh, 2020).
Symptoms of type-2 diabetes often develop slowly and can include increased thirst, frequent urination, fatigue, blurred vision, slow wound healing, and repeated infections. In the early stages, some people may not notice any symptoms at all, which is why regular screenings are essential (IDF, 2019).
Treatment for type-2 diabetes aims to maintain blood sugar levels within a target range to prevent serious health problems and complications. This typically involves lifestyle modifications such as regular exercise, healthy eating habits (including portion control and selecting nutrient-rich foods), weight management, and monitoring blood sugar levels. (Desai & Deshmukh, 2020).
The management and treatment of type-2 diabetes can impose financial burdens on individuals, families, and healthcare systems. In regions where healthcare costs are primarily borne by the individual or are not adequately covered by insurance, the expenses associated with diabetes care can divert resources away from agricultural investments and productivity-enhancing measures. This can directly impact agricultural communities with reduced investment into agricultural produces, reduced income and crop loss thereby affecting their livelihood (Huang et al., 2016).
Diabetes Mellitus is diagnosed when certain blood sugar levels are met or exceeded. Specifically, a person may be diagnosed if their A1C is 6.5% or higher, which reflects average blood glucose over the past few months. Alternatively, if fasting blood sugar is 126 mg/dL or higher, or if a 2-hour blood sugar reading during an oral glucose tolerance test reaches 200 mg/dL or more, a diagnosis may be made. Additionally, if an individual has a random blood sugar of 200 mg/dL or higher along with symptoms like excessive thirst, frequent urination, or unexplained weight loss, they may also be diagnosed with diabetes (Jaeger et al., 2025).
Agricultural activities, like applying chemical fertilizers and pesticides, can have environmental consequences that can indirectly impact diabetes risk factors. For instance, exposure to chemicals such as glyphosate or organophosphates used in farming has been associated with a higher likelihood of developing metabolic disorders. Additionally, environmental factors such as air pollution and climate change may exacerbate diabetes risk factors and health outcomes, potentially affecting agricultural productivity and crop yields (whiting et al., 2011). Overall, while the direct impact of type-2 diabetes on agricultural productivity and postharvest losses may be limited, the interplay between diabetes, dietary patterns, healthcare access, and environmental factors can have broader implications for agricultural communities and food systems. Addressing the complex relationship between health, agriculture, and the environment requires a holistic approach that considers socioeconomic factors, public health interventions, and sustainable agricultural practices (Whiting et al., 2011).
Overall, while the direct impact of type-2 diabetes on agricultural productivity and postharvest losses may be limited, the interplay between diabetes, dietary patterns, healthcare access, and environmental factors can have broader implications for agricultural communities and food systems. Addressing the complex relationship between health, agriculture, and the environment requires a holistic approach that considers socioeconomic factors, public health interventions, and sustainable agricultural practices (Huang et al., 2016).
This study therefore attempts to extend the existing literature and contribute to the existing body of knowledge by modeling and forecasting non insulin dependent diabetes among farmers in Benue State using autoregressive moving average (ARIMA) time series model with more recent data.
2.0 MATERIALS AND METHODS
2.1 Method of Data Collection
The data utilized in this research work are monthly secondary time series data on morbidity incidence of type-2 diabetes in Benue state for the period of January, 2005 June, 2025 making a total of 234 observations. The data was collected from Benue State Epidemiological unit, Makurdi. The data was transformed to natural logarithms using the following formula:
where is the confirmed type-2 diabetes series observation indexed by time , while is the natural logarithm. Hence forth will be regarded as a series.
2.2 Methods of Data Analysis
Find below the statistical tools employed in the analysis of data in this work.
3.2.1 Descriptive statistics and normality measures
The mean of any given set of data can be computed as follows:
The sample standard deviation of any given set of data over a given period of time is computed using the formula:
where is the sample mean, is the sample size.
Jarque-Bera test is a normality test of whether a given sample data have the skewness and kurtosis similar to that of a normal distribution. The test was proposed by Jarque and Bera (1980, 1987) and test the null hypothesis that the series is normally distributed. Given any data set, the test statistic JB is defined as:
where is the sample skewness denoted as:
and is the sample kurtosis given below:
whereT is the total number of observations. The JB normality test checks the following pair of hypothesis:
and (i.e., follows a normal distribution)
and (i.e., does not follows a normal distribution).
The test rejects the null hypothesis if the p-value of the JB test statistic is less than level of significance.
2.2.2 Augmented Dickey-Fuller (ADF) unit root test
The Augmented Dickey-Fuller (ADF) test helps to identify if a time series is stationary or has a unit root, indicating a persistent trend over time (Dickey and Fuller, 1979).
It accounts for higher-order correlations by assuming the series follows an AR(p) process and incorporates lagged differences of the series into the regression to enhance the test’s precision.
.
where are optional exogenous regressors which may consist of constant, or a constant and trend, and are parameters to be estimated,β values arelagged difference terms and the are assumed to be white noise. The null and alternative hypotheses are written as:
(8)
and evaluated using the conventional ratio for
where is the estimate of and “the coefficient standard error is denoted as “
2.2.3 Portmanteau test
A Portmanteau test also called he Ljung-Box Q-statistic test is used to determine whether there is any remaining serial correlation or autocorrelation in the residuals of a time series. The test checks the following pairs of hypotheses:
(all lags correlations are zero)
(there is at least one lag with non-zero correlation). The test statistic is given by:
where
denotes the autocorrelation estimate of squared standardized residuals at lags. T is the sample size, Q is the sample autocorrelation at lag k. We reject if p-value is less than level of significance (Ljung and Box, 1979).
2.3 Time Series Models Specification
To specify an ARIMA model which is the model framework use in this study, we first specify autoregressive (AR) model, moving average (MA) model, autoregressive moving average (ARMA) model before specifying autoregressive integrated moving average (ARIMA) model. These models are specified as follows.
2.3.1 The autoregressive (AR) model
A stochastic time series process {} is an autoregressive process of order p, denoted AR() if it satisfied the difference equation
where is a white noise and are constants to be determined.
2.3.2 Moving average (MA) model
A time series {} which satisfies the difference equation
where are fixed constants with as white noise is called a moving average process of order q, denoted MA().
2.3.3 Autoregressive moving average (ARMA) model
A stochastic time series process {} which results from a linear combination of autoregressive and moving average processes is called an Autoregressive Moving Average (ARMA) process of order p, q, denoted ARMA () if it satisfies the following difference equation:
where are fixed constants associated with the AR terms and are fixed constants associated with the MA terms with being a white noise. The stationarity of an ARMA () process is guaranteed if the roots of the polynomial
lie outside the unit circle.
An ARMA () model is specified as:
2.3.4 Autoregressive integrated moving average (ARIMA) model
Autoregressive (AR), Moving Average (MA) or Autoregressive Moving Average (ARMA) model in which differences have been taken are collectively called Autoregressive Integrated Moving Average or ARIMA models. A time series {} is said to follow an integrated autoregressive moving average model if the th difference is a stationary ARMA process. If follows an ARMA(p, q) model, we say that {} is an ARIMA (p, d, q) process. For practical purposes, we can usually take or at most 2.
Consider then an ARIMA (p, 1, q) process, with , we have
In terms of the observed series,
)
2.4 Model Order Selection
We use the following information criteria for model order selection in conjunction with log likelihood function: Akaike information criterion (AIC) due to Akaike (1978), Schwarz information Criterion (SIC) due to (Schwarz, 1978) and Hannan-Quinn information Criterion (HQC) due to (Hannan, 1980). The formula for the information criteria are:
where is the number of free parameters to be estimated in the model, T is the number of observations and L is the likelihood function defined as:
Thus given a set of estimated ARMA models for a given set of data, the preferred model is the one with the minimum information criteria and maximum log likelihood.
2.5 Model Forecast Evaluation
We employed Root Mean Square Error (RMSE) and Mean Absolute Error (MAE) accuracy measures to select an optimal model mode that is both parsimonious and accurately forecast the data based on minimum values of the accuracy measures.
2.5.1 Root Mean Square Error (RMSE)
The Root Mean Square Error is a statistical tool for measuring the accuracy of a forecast method. It is computed as:
Where is the forecast value of the series and is the actual series and is the number of forecast observations.
2.5.2 Mean Absolute Error (MAE)
The mean absolute error (MAE) is a statistical tool for measuring the average size of the errors in a collection of predictions, without taking their directions into account. It is measured as the average absolute difference between the predicted values and the actual values and is used to assess the effectiveness of a model. It is given as:
where” is the actual value of the series at time is the forecasted value of the series and is the number of observations. The lower the value of RMSE and MAE, the better the model is able to forecast future values.
3.0 RESULTS AND DISC0USSION
3.1 Summary Statistics and Normality Measures
This study seeks to provide a short-term prediction of non-insulin-dependent diabetes (Type-2 diabetes mellitus) among farmers in Benue State using the Autoregressive Moving Average (ARMA) time series model. Before model estimation, a preliminary analysis of the dataset was conducted to summarize its key characteristics and assess the normality of the distribution. Table 1 below presents the descriptive statistics and normality test results for the observed monthly diabetes cases.
Table 1: Summary Statistics and Normality Measures
Variable
Statistic
Mean
5571.321
Maximum
9661.00
Minimum
3624.000
Standard Deviation
1769.088
Skewness
0.010212
Kurtosis
1.767498
Jarque-Bera Statistic
15.57465
p-value
0.000415
Number of Observations
246
From the result of summary statistics and normality measures reported in Table 1 above, the mean value of approximately 5571 infection cases indicates the average number of recorded non-insulin-dependent diabetes cases among farmers during the study period, while the maximum and minimum values (9661 and 3624, respectively) show the range of variation in the data. The standard deviation (1769) suggests a relatively high level of fluctuation around the mean, implying moderate variability in the monthly incidence of diabetes cases.
The skewness value (0.010212), being close to zero, indicates that the distribution of the series is approximately symmetric. However, the kurtosis value (1.767498) is less than 3, signifying a platykurtic distribution, that is, the data are relatively flatter than a normal distribution with lighter tails.
The Jarque–Bera statistic (15.57465) with an associated p-value of 0.000415 is statistically significant at the 1% level, leading to the rejection of the null hypothesis of normality. This implies that the series does not follow a perfectly normal distribution, which is a common characteristic of real-world time series data.
Overall, the results suggest that while the data are fairly symmetric, they deviate slightly from normality, a factor to be considered when fitting and diagnosing the ARMA model for accurate short-term forecasting.
4.2 Graphical Examination of Diabetes Miletus Series
Examining the morbidity cases of diabetes mellitus is essential for identifying trends and patterns over time, which can provide insights into the progression and fluctuations of the disease within a population. By analyzing these visual representations, healthcare providers and policymakers can better understand peak periods, seasonal variations, and the impact of interventions. This information is crucial for planning targeted healthcare responses, optimizing resource allocation, and developing strategies to reduce disease incidence and manage complications, ultimately improving health outcomes for affected populations. The time plots of the level and log transform series of diabetes mellitus are plotted in Figures 1 and 2 respectively as shown below.
The time plots of the level series and log transformed series reported in Figures 1 and 2 below indicate that both series are covariance or weakly stationary which implies the absence of unit root in the series in level. This is indicated by the smooth trend of both series.
Figure 1: Time Series Plot of Diabetes Miletus in Benue State from 2005 to 2025
Figure 2: Time Series Plot of Natural Log of Diabetes Miletus in Benue State from 2005
to 2025
4.3 Augmented Dickey-Fuller (ADF) Unit Root Test Result
To ensure the appropriateness of applying an Autoregressive Moving Average (ARMA) model for short-term prediction of non–insulin-dependent diabetes cases among farmers in Benue State, it is necessary to examine the time series properties of the data. A key requirement for ARMA modeling is that the underlying series must be stationary. Therefore, the Augmented Dickey–Fuller (ADF) unit root test was conducted to determine whether the series is stationary. Table 2 below presents the results of the ADF test under two specifications: with an intercept only, and with both intercept and trend.
The ADF statistics reported in Table 2 below for both model specifications (intercept only and intercept with trend) are -15.3344 and -15.4304, respectively. These values are far more negative than their corresponding 5% critical values (-2.8731 and -3.4283). In addition, the associated p-values are 0.0000, indicating strong statistical significance. Because the ADF test statistics are well below the critical values and the p-values are less than 0.05, the null hypothesis of a unit root is rejected under both model specifications. This confirms that the series stationary in its level form. Stationarity implies that the mean and variance of the diabetes case series remain stable over time, making it suitable for direct ARMA modeling without differencing. The strong evidence of stationarity enhances the reliability of subsequent short-term forecasts produced by the ARMA model.
Table 2: Augmented Dickey-Fuller (ADF) Unit Root Test Result
Variable
Option
ADF Test Statistic
p-value
5% Critical Value
Intercept only
-15.3344
0.0000
-2.8731
Intercept & Trend
-15.4304
0.0000
-3.4283
4.4 Autocorrelations and Partial Autocorrelations Functions of the Series
After confirming that the series of non–insulin-dependent diabetes cases among farmers in Benue State is stationary, the next step in the ARMA modeling process involves examining the autocorrelation structure of the series. The Autocorrelation Function (ACF) and Partial Autocorrelation Function (PACF) are used to identify the dependence pattern between current and past observations, which guides the selection of appropriate autoregressive (AR) and moving-average (MA) orders.
Furthermore, the Ljung-Box Q-statistics were computed to test for the joint significance of autocorrelations up to various lags. This test determines whether the residuals are independently distributed — a key requirement for model adequacy. Table 3 below presents the ACF, PACF, and Ljung-Box Q-statistics results for the series while Figure 3 belowpresented the ACF and PACF plots of the series.
The results of ACF and PACF reported in Table 3 below and Figure 3 show that the autocorrelation (ACF) and partial autocorrelation (PACF) coefficients for all lags are small in magnitude, fluctuating around zero. This indicates the absence of significant serial correlation in the data. None of the autocorrelations exceed the approximate 95% confidence bounds (±0.1 for a large sample size of 246), suggesting that the time series behaves like a white-noise process.
The Ljung-Box Q-statistics and their corresponding p-values across all lags (p > 0.05) further confirm that there is no significant autocorrelation remaining in the residuals. This means that the null hypothesis of no autocorrelation cannot be rejected at any lag, implying that the series is adequately described by a stationary stochastic process (Ljung & Box, 1979).
Table 3: Autocorrelations and Ljung-Box Q-Statistics Test Results
Lag
ACF
PACF
Q-Statistics
p-value
1
0.014
0.014
0.0458
0.831
2
-0.019
-0.019
0.1338
0.935
3
0.004
0.005
0.1380
0.987
4
-0.049
-0.050
0.7497
0.945
5
0.022
0.024
0.8747
0.972
6
0.037
0.034
1.2165
0.976
7
0.022
0.023
1.3420
0.987
8
0.017
0.015
1.4126
0.994
9
-0.007
-0.005
1.4260
0.998
10
-0.110
-0.107
4.5659
0.918
11
-0.025
-0.022
4.7227
0.944
12
0.078
0.075
6.2944
0.901
13
-0.008
-0.012
6.3115
0.934
14
-0.017
-0.027
6.3907
0.956
15
0.052
0.055
7.0970
0.955
16
-0.035
-0.022
7.4226
0.964
17
-0.012
-0.008
7.4599
0.977
18
-0.088
-0.093
9.5213
0.946
19
-0.054
-0.050
10.302
0.945
20
-0.092
-0.114
12.567
0.895
21
-0.026
-0.032
12.750
0.917
22
-0.115
-0.115
16.369
0.797
23
0.007
0.008
16.381
0.838
24
-0.053
-0.074
17.165
0.842
25
-0.056
-0.036
18.032
0.841
26
-0.047
-0.056
18.643
0.851
27
0.055
0.057
19.482
0.852
28
-0.011
-0.032
19.514
0.882
29
0.060
0.057
20.511
0.876
30
0.056
0.042
21.381
0.876
31
0.040
0.061
21.828
0.888
32
-0.001
-0.015
21.828
0.912
33
-0.027
-0.007
22.036
0.927
34
-0.109
-0.121
25.432
0.855
35
-0.056
-0.074
26.342
0.854
36
0.066
0.025
27.604
0.841
Figure 3: Plots of ACF and PACF of Log Transformed Series
Collectively, these findings suggest that the series is not driven by persistent temporal dependence, and any ARMA model fitted to the data should yield uncorrelated and well-behaved residuals. Therefore, the dataset is suitable for ARMA model identification and estimation, and the absence of significant autocorrelation validates the appropriateness of proceeding with short-term forecasting using the ARMA framework.
4.5 Model Order Selection
Following the establishment of stationarity and the absence of significant autocorrelation in the diabetes time series, various ARMA model orders were estimated to determine the most parsimonious and best-fitting specification for short-term prediction. Model selection was based on several statistical criteria, including the Log Likelihood (LogL), Akaike Information Criterion (AIC), Schwarz Information Criterion (SIC), and Hannan–Quinn Criterion (HQC). Generally, the preferred model is the one with the highest Log Likelihood and the lowest values of AIC, SIC, and HQC. Table 4 below presents the results of the model order selection process.
Among the twenty-four ARMA model specifications estimated, the ARMA(3,3) model exhibits the highest Log Likelihood value (-24.0103) and the lowest AIC (0.2552), SIC (0.3159), and HQC (0.2958) values. These results indicate that the ARMA(3,3) model provides the best balance between goodness-of-fit and parsimony.
Table 4:Model Order Selection using Log Likelihood and Information Criteria
S/n
Model
LogL
AIC
SIC
HQC
1.
ARMA(0,1)
-34.4597
0.2964
0.3349
0.3079
2.
ARMA(1,0)
-34.8194
0.3006
0.3391
0.3121
3.
ARMA(1,1)
-32.9444
0.2934
0.3363
0.3107
4.
ARMA(0,2)
-34.4107
0.3042
0.3469
0.3214
5.
ARMA(2,0)
-35.1256
0.3125
0.3555
0.3298
6.
ARMA(1,2)
-32.9256
0.3014
0.3586
0.3245
7.
ARMA(2,1)
-33.2988
0.3057
0.3631
0.3288
8.
ARMA(2,2)
-30.3771
0.2899
0.3616
0.3188
9.
ARMA(0,3)
-34.4060
0.3122
0.3692
0.3352
10.
ARMA(3,0)
-35.4688
0.3248
0.3823
0.3480
11.
ARMA(1,3)
-28.0912
0.2701
0.3616
0.3089
12.
ARMA(3,1)
-32.9028
0.3119
0.3838
0.3409
13.
ARMA(2,3)
-30.3708
0.2981
0.3841
0.3328
14.
ARMA(3,2)
-30.5304
0.3007
0.3859
0.3354
15.
ARMA(3,3)**
-24.0103
0.2552
0.3159
0.2958
16.
ARMA(0,4)
-34.1157
0.3180
0.3893
0.3467
17.
ARMA(4,0)
-35.3492
0.3335
0.4056
0.3625
18.
ARMA(1,4)
-34.4466
0.3302
0.4159
0.3647
19.
ARMA(4,1)
-35.3432
0.3417
0.4282
0.3765
20.
ARMA(2,4)
-32.0099
0.3198
0.4201
0.3602
21.
ARMA(4,2)
-26.7027
0.2785
0.3795
0.3192
22.
ARMA(3,4)
-25.4065
0.2799
0.3899
0.3213
23.
ARMA(4,3)
-33.4797
0.3428
0.4581
0.3893
24.
ARMA(4,4)
-31.4253
0.2962
0.4060
0.3285
Therefore, based on the information criteria, the ARMA(3,3) model is selected as the optimal model for forecasting short-term variations in non–insulin-dependent diabetes cases among farmers in Benue State. This suggests that both autoregressive and moving average components up to the third order significantly contribute to capturing the dynamic structure of the series.
4.6 Parameter Estimates of ARMA(3,3) Model
After selecting the ARMA(3,3) model as the optimal specification based on the information criteria, the model parameters were estimated to evaluate the dynamic relationship between past observations and random disturbances in the series of non–insulin-dependent diabetes cases among farmers in Benue State. Table 5 below presents the estimated coefficients of the ARMA(3,3) model, along with their corresponding standard errors, t-statistics, and p-values. Goodness-of-fit measures such as the R-squared, Adjusted R-squared, F-statistic, and Durbin–Watson statistic are also reported to assess the adequacy of the fitted model.
Table 5: Parameter Estimates of ARMA(3,3) Model
Variable
Coefficient
Std. Error
t-Statistic
p-value
C
8.768664
0.017218
509.2761
0.0000
AR(1)
0.366096
0.024641
14.85713
0.0000
AR(2)
0.311203
0.029382
10.59171
0.0000
AR(3)
-0.912359
0.024212
-37.68166
0.0000
MA(1)
-0.372828
0.009593
-38.86277
0.0000
MA(2)
-0.386923
0.009312
-41.55086
0.0000
MA(3)
0.982389
0.007644
128.5160
0.0000
R-squared
0.890511
AIC
0.255229
Adjusted R2
0.867389
SIC
0.315852
F-statistic
6.914400
HQC
0.295759
Prob(F-stat.)
0.000951
Durbin-Watson stat.
2.011502
The model estimation results reported in Table 5 show that all autoregressive (AR) and moving average (MA) coefficients are statistically significant at the 1% level, as indicated by their very low p-values (p < 0.01). This implies that past values and past error terms up to the third lag significantly influence the current level of non–insulin-dependent diabetes cases among farmers.
Specifically, the positive coefficients of AR(1) and AR(2) suggest a direct persistence effect, meaning that increases in diabetes cases in the immediate past periods tend to raise current cases. Conversely, the negative AR(3) coefficient indicates a corrective mechanism, implying that after about three periods, the series tends to revert toward its mean. The MA terms also show alternating positive and negative signs, suggesting that short-term shocks have both dampening and amplifying effects over time before dissipating.
The high R-squared (0.8905) and adjusted R-squared (0.8674) values indicate that approximately 89% of the variation in diabetes cases is explained by the model, signifying a very good fit. The F-statistic (6.9144) with a significant probability value (0.000951) confirms the overall significance of the model.The Durbin–Watson statistic (2.0115) is close to 2, suggesting the absence of serial correlation in the residuals, while the information criteria (AIC = 0.2552, SIC = 0.3159, HQC = 0.2958) reaffirm that the ARMA(3,3) model remains the most parsimonious and efficient choice.
Overall, the ARMA(3,3) model adequately captures the temporal dynamics and short-term fluctuations in non–insulin-dependent diabetes cases among farmers in Benue State, making it suitable for reliable short-term forecasting.
4.7 Model Diagnostic Checks
Following the estimation of the ARMA(3,3) model for predicting non–insulin-dependent diabetes cases among farmers in Benue State, diagnostic checks such as multicolinearity test and Ljung-Box Q-statistic tests were conducted to verify the adequacy of the fitted model. This assessment ensures that the residuals behave like white noise, uncorrelated, homoscedastic, and pattern-free over time. The test are presented in the following subsections.
4.7.1 Multicolinearity test result
Multicollinearity diagnostics were performed to make sure the variables in ARMA(3,3) model weren’t overlapping too much. Using the Variance Inflation Factor (VIF) for each autoregressive (AR) and moving average (MA) term, the test assessed how multicollinearity might affect the stability and reliability of parameter estimates. Generally, VIF values above 10 indicate severe multicollinearity, values between 5 and 10 suggest moderate correlation, and values below 5 imply no serious concern. The results presented in Table 6 show both uncentered and centered VIF statistics for the ARMA(3,3) model parameters.
The results of multicolinearity test reported in Table 6 below reveal that all centered VIF values are considerably low, ranging between 1.11 and 2.55, which are far below the critical threshold of 10. This indicates that there is no serious multicollinearity among the explanatory variables (AR and MA terms) in the estimated ARMA(3,3) model.
Therefore, the estimated parameters are statistically reliable, and the standard errors are not inflated by multicollinearity. This implies that the ARMA (3,3) model is well-conditioned, and the coefficients can be interpreted with confidence.
Table 6: Test for Multicolinearity (Variance Inflation Factors)
Coefficient
Uncentered
Centered
Variable
Variance
VIF
VIF
C
0.000296
1.018813
Na
AR(1)
0.000607
1.779456
1.779044
AR(2)
0.000863
2.552345
2.552344
AR(3)
0.000586
1.768375
1.768101
MA(1)
9.20E-05
1.257613
1.255458
MA(2)
8.67E-05
1.213557
1.203709
MA(3)
5.84E-05
1.121942
1.111356
4.7.2 Ljung-Box Q-statistic test result for serial correlation
The Autocorrelation Function (ACF), Partial Autocorrelation Function (PACF), and Ljung–Box Q-statistics were used to test for serial correlation. High p-values (greater than 0.05) for the Q-statistics indicate no significant autocorrelation, suggesting that the residuals are random and the model is well specified. Table 5 presents these diagnostic test results for the ARMA(3,3) model residuals.
The results of Q-statistic reported in Table 5 and the ACF as well as PACF plots reported in Figure 4 show that all residual autocorrelations (ACF and PACF) are very small and fluctuate closely around zero across all 36 lags. None of the autocorrelation coefficients appear significant, suggesting that the residuals from the ARMA(3,3) model are approximately white noise.
Furthermore, the Ljung–Box Q-statistics have p-values consistently greater than 0.05, indicating that the null hypothesis of no autocorrelation cannot be rejected at any lag. This confirms that there is no statistically significant serial correlation remaining in the residuals. In addition, the Durbin–Watson statistic from the model estimation (2.0115) supports this conclusion by indicating near-zero autocorrelation in the residuals.
Overall, these diagnostic results confirm that the ARMA(3,3) model is well specified, the residuals are independently and randomly distributed, and the model provides a statistically adequate fit to the data. Therefore, the model is suitable for reliable short-term forecasting of non–insulin-dependent diabetes cases among farmers in Benue State
Table 7: Autocorrelations and Ljung-Box Q-Statistic Test Results of Residuals
Lag
ACF
PACF
Q-Statistics
p-value
1
-0.024
-0.024
0.1415
0.707
2
-0.012
-0.012
0.1760
0.916
3
-0.069
-0.070
1.3558
0.716
4
0.007
0.003
1.3669
0.850
5
-0.126
-0.128
5.3247
0.378
6
-0.036
-0.048
5.6541
0.463
7
-0.017
-0.024
5.7294
0.572
8
0.142
0.124
10.812
0.213
9
-0.042
-0.042
11.254
0.259
10
0.046
0.032
11.802
0.299
11
-0.021
-0.015
11.918
0.370
12
0.052
0.044
12.628
0.397
13
-0.025
0.012
12.794
0.464
14
-0.009
-0.008
12.815
0.541
15
0.062
0.080
13.804
0.540
16
0.068
0.053
15.019
0.523
17
0.112
0.147
18.316
0.369
18
0.109
0.127
21.475
0.256
19
-0.008
0.027
21.493
0.310
20
-0.087
-0.066
23.529
0.264
21
-0.066
-0.032
24.707
0.260
22
-0.020
0.010
24.810
0.306
23
-0.062
-0.057
25.855
0.308
24
-0.048
-0.064
26.480
0.329
25
0.021
-0.044
26.599
0.376
26
0.020
-0.037
26.704
0.425
27
-0.033
-0.069
27.003
0.464
28
0.065
0.050
28.156
0.456
29
0.052
0.030
28.898
0.470
30
0.062
0.046
29.969
0.467
31
0.014
0.040
30.023
0.516
32
0.010
0.016
30.053
0.565
33
0.042
0.050
30.555
0.589
34
0.003
0.004
30.558
0.637
35
-0.039
-0.013
30.994
0.662
36
-0.008
-0.001
31.014
0.705
Figure 4:Plot of Correlogram of Residuals of Estimated ARMA(3,3) Model
4.8 Forecast and Forecast Evaluation
To evaluate the predictive performance of the ARMA(3,3) model in forecasting non–insulin-dependent diabetes cases among farmers in Benue State, forecast accuracy measures were computed. The Root Mean Squared Error (RMSE), Mean Absolute Error (MAE), and Mean Absolute Percentage Error (MAPE) were used to assess both in-sample and out-of-sample forecast accuracy. Lower values of these statistics indicate better model performance and predictive reliability. The result is presented in Table 8.
The results of forecast comparison reported in Table 8below show that the out-of-sample forecast achieved slightly lower RMSE (0.2671), MAE (0.2310), and MAPE (2.6490) values compared to the in-sample forecast (RMSE = 0.2715, MAE = 0.2446, MAPE = 2.6781). This suggests that the ARMA(3,3) model demonstrates strong predictive capability, with minimal forecast error and good generalization performance. The model selected in forecast mode, as denoted by the accuracy measures, provides reliable short-term out-of-sample predictions of non–insulin-dependent diabetes cases.
Table 8: Forecast Comparison using Accuracy Measures
RMSE
MAE
MAPE
In-Sample
0.271510
0.244615
2.678116
Out-of-Sample**
0.267100
0.231048
2.649005
Note: ** denotes forecast mode selected by accuracy measures.
4.8.1 Forecast of Diabetes Miletus in Benue State from July, 2025 to June, 2027
To evaluate the short-term predictive performance of the ARMA(3,3) model, forecasts of non–insulin-dependent diabetes (Type-2 Diabetes Mellitus) cases among farmers in Benue State were generated for the period July 2025 to June 2027. The forecasts were computed in natural logarithmic form and then converted to actual population estimates. For each forecast, the standard error, lower confidence limit (LCL), and upper confidence limit (UCL) were calculated at a 95% confidence level, using . These values provide a range within which the true number of diabetes cases is expected to fall with high probability, thereby indicating the reliability and uncertainty of the forecasts. The forecast result is reported in Table 9 below while the forecast graph is presented as Figure 5 below too.
Table 9: “Forecast of Diabetes Miletus Infection Cases in Benue State from July 2025-
June, 2027″
Year: Month
Forecast (natural log form)
Actual Forecast (No. of Persons)
Forecast
Std. error
LCL
Forecast
UCL
2025:06
6.9967
—
—
8896
—
2025:07
8.77405
0.271243
3799
6464
11000
2025:08
8.72655
0.271669
3619
6165
10499
2025:09
8.78204
0.271670
3826
6516
11098
2025:10
8.77132
0.272065
3782
6447
10988
2025:11
8.80141
0.272672
3893
6644
11337
2025:12
8.74519
0.272672
3680
6281
10717
2026:01
8.76088
0.272790
3738
6380
10889
2026:02
8.74585
0.273455
3677
6285
10741
2026:03
8.79725
0.273466
3871
6616
11308
2026:04
8.77366
0.273476
3781
6462
11044
2026:05
8.77825
0.274040
3794
6492
11107
2026:06
8.73648
0.274110
3638
6226
10654
2026:07
8.76803
0.274114
3755
6426
10996
2026:08
8.76810
0.274473
3752
6426
11005
2026:09
8.79729
0.274652
3862
6616
11335
2026:10
8.76026
0.274669
3722
6376
10923
2026:11
8.76113
0.274824
3724
6381
10936
2026:12
8.74504
0.275111
3662
6279
10767
2027:01
8.78341
0.275121
3805
6525
11188
2027:02
8.77734
0.275152
3782
6486
11121
2027:03
8.78223
0.275481
3798
6517
11183
2027:04
8.74716
0.275481
3667
6293
10798
2027:05
8.76058
0.275481
3717
6378
10944
2027:06
8.76313
0.275759
3724
6394
10978
Total
210.40663
154075
Average
8.766942917
6419.7917
Note: For 95% confidence intervals, . LCL and UCL denote lower and upper confidence limits respectively.
Figure 5: Forecast Graph of Diabetes Miletus in Benue State from July, 2025-June, 2027
The forecast results reported in Table 9 and Figure 5 above reveals that the predicted number of non–insulin-dependent diabetes cases among farmers in Benue State is expected to fluctuate moderately over the two-year forecast horizon (July 2025–June 2027). The monthly forecasts range between approximately 3,600 and 11,300 cases, with an overall average of about 6,420 cases per month and a total forecast of 154,075 cases during the study period. The relatively narrow confidence intervals across months suggest a high level of precision in the model’s predictions.
Overall, the ARMA(3,3) model demonstrates strong forecasting capability, indicating that diabetes prevalence among farmers in Benue State is likely to remain fairly stable with mild month-to-month variations over the forecast period.
4.9 Implications of the Study to Farmers and Postharvest Losses in Benue State
The implications of this study for farmers and postharvest losses in Benue State are significant from both public health and socio-economic perspectives. The findings, which forecast the prevalence of non–insulin-dependent diabetes (Type-2 Diabetes Mellitus) among farmers, suggest that a substantial portion of the agricultural workforce may experience declining health and productivity over time. Poor health conditions such as diabetes can reduce farmers’ physical capacity to engage in strenuous agricultural activities, particularly during critical periods like harvesting and processing. “This in turn increases the likelihood of postharvest losses, as crops may remain un-harvested or inadequately stored due to reduced labour efficiency and absenteeism resulting from illness”.
Moreover, “higher diabetes prevalence among farmers implies increased medical expenditures and a diversion of household income away from agricultural investment”, further compounding the problem of low productivity and waste. The study underscores the urgent need for integrated health and agricultural policies—including improved rural healthcare services, regular medical screening, health education on diet and lifestyle, and the promotion of labour-saving technologies—to mitigate the dual burden of disease and postharvest losses. Ultimately, addressing the health challenges of farmers is crucial for achieving food security, sustaining agricultural livelihoods, and enhancing overall economic resilience in Benue State.
4.0 Conclusion
The study demonstrates that the ARMA(3,3) model effectively forecasts the incidence of non-insulin-dependent diabetes among farmers in Benue State, Nigeria, The analysis revealed that the ARMA(3,3) model provided the best fit based on information criteria and diagnostic tests, with residuals behaving like white noise, indicating a well-specified and reliable model. The forecasts from July 2025 to June 2027 suggest a steady and relatively high incidence of diabetes cases among farmers, implying that the disease poses an ongoing public health concern within the agricultural population. This condition could adversely affect farmers’ productivity, increase medical costs, and indirectly contribute to higher postharvest losses due to reduced labour availability and inefficiencies in farm management. These findings highlight the interconnectedness between health and agricultural output, emphasizing that the burden of chronic diseases like diabetes extends beyond healthcare into the realm of food security and economic stability. Therefore, proactive health interventions and policy integration between the health and agricultural sectors are vital. Ensuring farmers’ wellness through preventive care, early detection, and education can significantly reduce the impact of diabetes and its broader economic consequences. The study provides empirical evidence to guide policymakers, healthcare providers, and agricultural development agencies in formulating context-specific strategies to improve both health outcomes and agricultural sustainability in Benue State.
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Daily writing prompt
What’s a classic book that you think is overrated?
Ogbonnia, E. F., Chigoziri, N. E., C, I. K., U, A. K., Augustine, I., Esq, O. C., Onwe, D. C., & Chinelo, N. G. (2026). There are Cities and there are Cities: Marking the Sociological Distinction and Considerations. Journal for Studies in Management and Planning, 12(2), 66–73. https://doi.org/10.26643/jsmap/11
Egwu Francis Ogbonnia
Department Of Criminology And Security Studies, Ae-Funai
University Of Agriculture And Environmental Sciences, Umuagwo, Imo State
Onyeacho Chike, Esq
Department Of Criminology And Security Studies
University Of Agriculture And Environmental Sciences, Umuagwo, Imo State
Daniel Chidiebere Onwe Alex Ekwueme Federal University Ndufu-Alike, Ebonyi State, Nigeria.
Nwadiani Grace Chinelo
Department Of Criminology And Security Studies, Alex Ekwueme Federal
University Ndufu-Alike, Ebonyi State, Nigeria.
ABSTRACT
This work centres on the various forms of cities and features that distant a city from the other. It is instructive to note that all known human society has various characteristics that tries to make it peculiar from other cities or communities. Thus, this study identified various cities and attempted to Sociologically demonstrate why some are seen as developed while others are still undergoing economic, political and social transition. The indicators that are primarily considered here are the level of human development, gross domestic product (GDP), direct foreign investment (DFI), Level of educational system/innovation amongst other factors.
A city is a large and permanent human settlement. Cities generally have complex systems for sanitation utilities, Land usage, housing and transportation. The concentration of development greatly facilitates interaction between people and business, sometimes benefiting both parties in the process, but it also presents challenges to managing urban growth. Ekpenyong (2013) Opined that since 1870, the world has witnessed more far-reaching transformations in social life than occurred in the vast span of human history prior to that date. Urban centers have become the milieu in which almost everyone in the advanced world (capitalist society) live.
The development of cities is the result of a combination of circumstances. In western civilization (Europe, USA, Canada etc), the revolution in technology brought about a mechanization of agriculture that greatly improved per capital output, producing the food surpluses needed to sustain the cities.
At the same time human energy on the farm was increasingly replaced by mechanical energy, creating pressure on the rural population to leave the land.
Improved transportation system, road and railways, better housing systems and nutrition, health centers as well as communication technology all characterized city life, (Ekepenyong, 2011). Historically, there is not enough evidence to assert what conditions gave rise to the first cities. Some, theorists have speculated on what they consider suitable pre-conditions and basic mechanism that might have been important driving force. Conventional views thought that cities were first formed after the Neolithic revolution. This revolution gave impetus to agriculture, encouraged Hunter-gatherers to abandon nomadic lifestyles and to settle near others who lived by agricultural production.
Paul Bairoch (NY, cited in Ekpenyong 2013) believes that agricultural activities appearnecessary before true cities can form.
Various indices have been scholarly advanced regarding the conditions necessary for an area to be given the status of a city. According to Verve Gordon Childe, for a settlement to qualify as a city, it must have enough surplus of raw materials to support trade and relatively large population. For example, Shanghai China was seen as the biggest city while Durbai is presently the fastest growing city.
The first true towns are sometimes considered as large settlements where the inhabitants were no longer simply farmers but began to take on specialized occupations and where trade, food storage and power were centralized. Gordon Childe (1950 cited in Ekpenyong 2013) defined a city with 10 general indices. These are:-
Size and density of the population should be above normal.
Differentiation of the population; not all residents grow their own food leading to specialists.
Payment of taxes to a deity or king.
Monumental public building.
Those not producing their own food are supported by the King or ruler.
System of recording and practical science.
A system of writing
Development of symbolic art,
Trade and import of raw materials.
Specialist craftsman from outside the Kin-group
These characteristics are best used to describe ancient cities. One major characteristics that can be used to distinguish a small city from a large town is organized government. A city has professional administrators, regulations, and some form of taxation.
THE AFRICAN CITY
It is arguable to state that tropical Africa is one of the least urbanized
regions of the world. This is because in most countries, less than a quarter of the total population lives in urban centers, (Ekpenyong, 2013).
In 1950 for example, only two cities in the African continent had more than one million residents. Rapid population increase is an important factor in measuring urban development.
Cities in Africa are characterized by rapid population growth though other indices that are used as measuring yardsticks for urban settlement such as improved technology, stable government, quality social amenities and other essential needs of man are lacking. They are poverty-stricken, socially divided and present problems such as those insufficient and inadequate housing and unemployment on a large scale which are not encountered by the developed countries. Failure in Africa has always been attributed to cultural differences.
However, what is often forgotten is that such measures do not totally translate into development obstacles nor do they touch the underlying factors responsible for generating conditions favorable for unhindered development.
Though generalizations are difficult because of the scarcity of data, but Ekpenyong (2013) believed that there is abundant evidence that African societies are heterogeneous in their socio-political organization, but the context shared by all of them is the location of their economics at the periphery of international capitalism. This was made possible by the uneven trade relations that were not negotiated rather, a violent imposition of business relations with African Nations were made to become the producers of raw materials for the colonial masters and consumers of manufactured products of industries in the West.
Industrialization, improved housing, availability of seasoned health care, social amenities, refined schools and quality referrals amongst others are some of the indications of urban settlement and their peculiar pattern. Unfortunately, most of these amenities are lacking in African countries especially in their so-called cities. Another important factor as admitted by Ekpenyong (2013) is the concept of political stability. Since the exodus of Colonialism from African soil, Africa as a continent has been beset with variegated political instability especially in pre-election and election times.
Nevertheless, despite these bedeviling challenges, Africa Still possess several cities that have been running abreast with western cities and their development strides. These cities in Africa include Lagos, Kano, Port Harcourt, Accra, Egyptian cities which is the center of civilization and other growing cities in Africa.
In summary, cities in Africa are shaped by the nature of the incorporation of the entire social formation, The African economy which has been tied to uneven western capitalism of exploitation has been a huge obstacle to the full development of African cities just like the western counterparts. This explains the preponderance of prirnate cities in Africa, the seeds were sown during period of colonialism. City life today though is part of a world economic system such that changes in one part of the world have a direct impact elsewhere. The presence of multinationals has improved the plight of cities through their direct injection of fluid into business, improved communication, administration and investment strategies. These welcome developments have their attendant consequences, which include a high rate of criminality and corruption. Several crime issues now dominate the city life ranging from burglary, kidnapping, armed robbery to rape, political assassination and other related criminalities (Aneke, 2019).
EGYPT CIVILIZATION AND CITIES,
The more complex human societies called the first civilizations emerged around 3000 BC in the river Valleys of Mesopotamia, India, China and Egypt. An increase in food production led to the significant growth in human population and the rise of cities, The -people of
Egypt and southwest Asia laid the monumental foundation of western civilization, developed cities and struggled with the problems of organized state as they moved from individual communities to large territorial units and eventually to empire. Among the early old-world cities, Mohenjo-Daro of Indus Valley Civilization in present day Pakistan, existing from about-2600 BC, was one of the Largest with a population of 50,000 or more. These points to the fact that population is an important factor to be considered in defining and delineating what constitutes a city centre.
These Greek city-states reached great levels of prosperity that resulted in an unprecedented cultural boom, expressed in architecture, drama, Science, mathematics and philosophy and nurtured in Athens under a democratic government. In the 4th Century, Alexander the Great Commissioned Dinocrate of Rhodes to lay out his new city of Alexandra, the grandest example of idealized urban planning of the ancient Mediterranean world where the city’s regularity was facilitated by its level site near mouth of the Nile.
Urban planning is one distinguishing factor between cities of Africa and the rest of the world, African cities though with profound developmental strides lack seasoned planning and architecture that makes it looks attractive.
Some cities are sparsely populated political capitals; others were trade centers and still other cities had a primarily religions focus. A good example is Saudi Arabia where Muslim go far pilgrimages and Jerusalem where privileged Christians go for pilgrimage. The growth of the population. of ancient civilizations, the formation of ancient empire concentrating political power, and the growth in commerce and manufacturing led to ever greater capital cities and centers of commerce, tourism and industry. In ancient America, early urban traditions developed in the Andes and Mesoamerica. In the Andes, the first urban centers developed in
the Norte Chico civilization. It is the oldest known civilization in the Americas, flourishing between the 30th century BC and the 18th century BC. Meso-America saw the rise of early Urbanism in several cultural regions. Later cultures such as the Aztec drew on these earlier urban traditions.
The growth of modern industry from late 18th century onward led to massive Urbanization and the rise of great new cities, first in Europe and then in other regions, as new opportunities brought huge numbers of migrants from rural communities into urban areas. In the United States, from 1860 to 1910, the introduction of railroads reduced transportation costs and large manufacturing centers began to emerge, thus allowing migration from rural to city areas. Cities during this period were deadly places to live in due to health problems resulting from contaminated water, air and communicable diseases. In the great depression of the 1930s, cities were hard hit by unemployment, especially those with a base in heavy industry. In the USA, Urbanization rate increased from 40 to 80 percent during 1900-1990. Today, the world’s population is slightly over half urban and continues to urbanize with roughly a million people moving into cities every 24 hours worldwide.
Generally, Richard Sennett (1977) gives a rather sociologically inclined definition of a city. To him, a city is a human settlement where strangers are likely to meet.
Even amongst the western world, there is no single definitional construct on the concept of what constitutes a city. This is because the factors, or better still, peculiarities that distinguish a city vary from place to place and time to time. What constitutes a city in medieval civilization for instance may not be apt enough to determine the features of a city in modern times. Even in the next century, what we see now as cities may net be seen as full-blown cities.
Modern cities are known for creating their own microclimates. This is due to the large clustering of heat absorbent surface that heat up in sunlight and that channel rainwater into underground ducts, Waste and sewage are two major problems for cities such as air
pollution from various forms of combustion, including fire burning, stoves, other heating systems, engine emission and internal combustion engines. Crime is another consequence of city life. Studies have shown that crime rate in cities is higher and the chance of punishment after getting caught is lower. In extreme cases such as burglary, the higher concentration of people in cities creates more items of higher value worth the risk of crime. Cities also generate positive external effects. The close physical proximity facilitates knowledge spillovers, helping people and firms exchange information and generate new ideas. Population density enables also sharing of common infrastructure and production facilities, however in very dense cities, increased crowding; thickening labor market due to uncontrolled migration may lead to some negative effects. These have been the challenges confronting cities in Africa and beyond even in the western civilized parts of the world.
GLOBAL CITIES
A global city, also known as a world city, is a prominent Centre of trade, banking, finance, innovation and markets. As it was coined by Sakia Sassen (1991). Global Cities have more in common with each other than with other cities.
Global cities are opposed to mega-city which refers to any city of economic power or influence. This includes London, Paris, Mew York, Tokyo and the modern Dubai. Los Angeles, the home of Hollywood is a globalizing city though more significant in Cultural than economic terms unlike the enumerated cities. From the foregoing, global cities are characterized by intense economic activities, business growth and investment opportunities and not along cultural lines. A good example is Eggaton Street in London where some of the cheapest buildings cost about three million pounds.
There is a growing movement in North America called “New Urbanism” that calls for a return to traditional city planning methods where mixed-use zoning allows people to walk from ‘one type of land use to another. The idea is that housing, shopping, office space and Leisure facilities are all provided within walking distances of each
other, thus reducing the demand for road space and also improving the efficiency and effectiveness of mass transit, (Jeribe 2023)
SUB-URBAN/ SUBURBANITES
This is another dimension in the analysis of cities and urban development. By suburban, it means that it is not urban, rather below urban requirement or away from urban life. On the one hand, suburban sirnply means a smaller community adjacent to or within commuting distance of big city, an outlying part of a city or town, (Jeribe 2023). It could also mean a town or other areas where people live in houses near a larger city. On the other hand, suburbanites are the people who dwell in such areas as described above. Most developed cities or” the world due to over-population, busy traffic, high tenancy, crime rate and other vices have paved way ‘for the emergence and development of suburban cities. It is a drift away from city life. Most inhabitants of inner city have moved away to settle in suburban centers.
Even the rural dwellers whose economic situation has taken an upward turn have also found abode/reasons to migrate to suburban centers. Suburbanites could be government functionaries, business and oil magnets, executives in corporations and successful business tycoons. In Rivers State for instance, resident of government reserved area (GRA), Trans Amadi residents etc can decide to relocate to Aluu, Choba or Igwuruta towns. Gradually, development will move into such areas. This will also gradually give rise to another suburban city with the passage of time and by social interaction and processes. Soaring housing and electricity bills, environmental challenges and the upsurge of massive retrenchment, unemployment and a lot more social problems could be reasons for the increase in the number of suburbanites.
Town planners and urban sociologists are presently concerned with the development of suburban and suburbanites. Land acquisition and tenancy rates are cheaper in suburban centers, giving room for higher influx of people into the area.
Suburbanites are likely to travel to the city for work. Suburbs have more single-family homes than apartment buildings and suburbanites are more likely to have a yard with trees and grasses. They may enjoy a little of the advantage of rural settings as well as some facilities common with the cities. The disadvantage is that if they work in the main city, they might have a Long Commute that adds to the time they are away from their family.
Suburbs are usually middle-class residences: rents are usually cheaper in the suburbs. We have suburbs of New York and Manchester etc. (Jeribe, 2023),
The typical life, attitude and way of life of people who live in the suburbs may be peculiar. Some people consider suburban life to be rather boring and conservative compared to the hustle and ‘bustle’ of city life, while others commend the serenity and peace of some Suburbs that have not yet been eroded by the encroachment of a developing city, (Jeribe, 2023).
CONCLUSION
In conclusion, what can be seen as cities exist in all parts of the world though with varying features. This is a reality because what constitutes a favored city in London or Tokyo rnay not be found in growing nations such as Nigeria and other African countries. Generally, cities are up of densely populated conglomeration of peon e from diverse ethnic origin, improved housing system with urban planning standard, quality health care facilities and referrals, technology and communication as well as the presence of multinationals, good road network, stable electricity / alternatives (Gas turbines etc) as well as free competitive market, financial institutions and unparallel investment. In other to bring African nations to this standard, the following recommendations are made:
Urban planners should be allowed to strategize on the best way to manage housing and housing related issues. The government has always hijacked this- role which has made urban settlement patterns a big failure.
Creation of employment by the government is germane to minimize the crime rate in our cities,
Direct investment both small and medium enterprises should be encouraged. Government should aid them by boosting their financial potential,
4.The creation of a stable, sane and crime-free society through
Improved security monitoring is essential. No city or nation progresses when it is beset with security challenges.
5. Finally, the creation of enabling physical environment such as controlled pollution of the environment with toxic waste and other harmful substances will necessitate/improve our match to a healthy living standard.
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Anele K. A (2019), Social Change and Social Problems in Nigeria. Department of Sociology, University of Port-Harcourt.
Ekpenyong S. (2011), Elements of Sociology 2no edition, Heritage Research and Publication.
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Siskia Sassen (1991), The Gioba! city, Mew York, London/ Tokyo, (Princeton): Princeton University Press, 1991), 1st edition, ISBN
EGBEGI, F. R. (2026). Evaluating Occupational Health and Safety Compliance and Enforcement Mechanisms in Nigeria’s Manufacturing Sector. International Journal for Social Studies, 12(2), 60–67. https://doi.org/10.26643/ijss/10
EGBEGI, Friday Raphael
Department of Sociology and Anthropology,
Enugu State University of Science and Technology,
Enugu, Nigeria
Abstract
Nigeria has a rather robust regulatory framework for occupational health and safety in the manufacturing sector that includes national laws, international agreements, and policy guidelines. However, the main causes of the continued low level of compliance include the large informal sectors, ignorance, budgetary constraints, and inadequate enforcement measures. The study comes to the conclusion that while key regulatory bodies like the Federal Ministry of Labour and Employment, the National Industrial Safety Council of Nigeria (NISCN), and the Occupational Safety and Health Department (OSHD) play crucial roles in enforcing OHS regulations, they face systemic problems like corruption, inadequate inspection capacity, and outdated legal frameworks. The findings highlight the vital need for strengthening regulatory agencies, increasing public awareness, providing incentives for compliance, and enacting more severe legal penalties in order to bridge the gap between OHS legislation and actual implementation.
Keywords: Compliance, Enforcement mechanisms, Labour regulation, Legal framework, Workplace hazards
Introduction
Particularly in high-risk sectors like manufacturing, occupational health and safety (OHS) is a crucial part of labour laws. According to Saka and Olanipekun (2021), Nigeria’s manufacturing sector is essential to the country’s economic development because it significantly boosts employment, industrialisation, and GDP growth. However, due to the extensive use of heavy machinery, exposure to toxic materials, repetitive physical tasks, and hazardous working circumstances, this industry is beset by a number of occupational hazards (Almaskati et al., 2024). Mechanical injuries, respiratory issues from chemical exposure, loud noises, poor ventilation, and ergonomic difficulties are among the risks that factory workers frequently encounter. These risks may lead to fatalities, long-term health issues, and occupational accidents. Given these concerns, establishing a safe and healthy workplace must be a top priority. This is both morally and legally necessary for long-term economic development and worker safety.Nigeria has passed a number of laws and regulations to shield employees from workplace hazards because it recognises the significance of OHS. Standards for workplace safety, employer obligations, and employee rights are provided by significant laws such as the Factories Act (2004), Labour Act (2004), Employee Compensation Act (2010), and National Policy on Occupational Safety and Health (2020) (Ememobong & Akpan, 2020). Nigeria has also accepted international agreements, such as Convention No. 155 on Occupational Safety and Health of the International Labour Organization (ILO), which emphasises the significance of strict regulations (ILO, 2022). Despite these legal frameworks, securing workplace safety in Nigeria’s manufacturing sector is still very difficult due to lax enforcement, little government oversight, low employer compliance, and low worker awareness. Preventable deaths, ongoing workplace injuries, and monetary losses from lower output and compensation claims have all resulted from the ongoing discrepancy between legal standards and real enforcement.The capacity of regulatory organisations like the Occupational Safety and Health Department (OSHD), the National Industrial Safety Council of Nigeria (NISCN), and the Federal Ministry of Labour and Employment to uphold and implement OHS laws in Nigeria is a significant obstacle. These organisations find it challenging to conduct regular inspections and implement safety laws due to issues such insufficient budget, a small workforce, corruption, and inefficient bureaucracy (Umeokafor, 2014). Additionally, many employers—especially those in the unorganised sector—disregard safety rules in order to increase profits, and employees may be unwilling to report hazardous workplaces due to job instability (Onwo & Ohazulike, 2021). This condition increases occupational risks and reduces the efficacy of current rules.A strong and well-enforced legislative framework for OHS is essential, especially as Nigeria seeks to expand its industrial sector and attract foreign investment. A variety of tactics are needed to overcome these challenges, such as strengthening regulatory agencies, enforcing harsher penalties for infractions, increasing public awareness campaigns, and promoting collaboration between the government, labour unions, and business sector organisations (Muhammed, 2021). The existing legal framework governing OHS in Nigeria’s manufacturing sector is examined in this article. A deeper comprehension of the intricacies of occupational health and safety regulations in the manufacturing sector will help policymakers, industry participants, and enforcement agencies better protect sustainable industrial development, boost productivity, and protect worker welfare.
Nigeria’s manufacturing sector faces difficulties adhering to occupational health and safety (OHS) regulations
Although Nigeria has a legal framework for occupational health and safety (OHS), the manufacturing sector’s reality is somewhat different. Ngwama (2016) claims that a large number of factories do not comply with fundamental safety regulations, demonstrating that compliance is still inadequate. Low awareness, lax enforcement, financial restrictions, and the informal nature of a significant component of the industry are the main causes of this predicament. Each of these elements is necessary to maintain hazardous working conditions in the industry, as can be shown below.
The unorganised sector: secret security
Because a significant portion of Nigeria’s manufacturing sector operates outside of the official regulatory framework, OHS regulation is particularly challenging (Olujobi, 2021). Small-scale workshops, roadside factories, and home-based production units continue to flout safety and employment requirements despite making up a significant section of the industry. Mujtaba & Kaifi (2023) state that most of these businesses are not officially registered with government agencies. It is implied that they do not undergo workplace safety inspections or receive instruction on compliance. Many of them operate in makeshift buildings without proper ventilation, fire exits, or emergency response plans. Workers in these settings are regularly exposed to hazardous chemicals, high temperatures, and hazardous machines without any protective clothing. Additionally, worker rights are rarely respected because the majority of workplaces are informal. Workers have little negotiating power and job stability, according to Xhafa and Serrano (2024).
Lack of knowledge: a society that is careless and uninformed
According to Kamoli et al. (2021), one of the biggest barriers to OHS compliance in Nigeria’s manufacturing sector is the pervasive ignorance among employers and workers. Many plant owners and managers do not fully understand the legal standards for workplace safety, and workers themselves often do not know their rights surrounding occupational health. Because of this, many employers see safety compliance as a bureaucratic burden rather than a need, especially those in charge of small and medium-sized firms (SMEs) (Nieuwenhuizen, 2019). Without sufficient sensitisation, some persons are really ignorant of the extent of their legal obligations. Others may think that official, legally recognised standards are unnecessary and that workplace safety is only a matter of individual responsibility and common sense.
Financial constraints: the cost of compliance
Financial limitations are a major factor in Nigeria’s manufacturing sector’s low OHS regulatory compliance rates. Many business owners, especially those in small and medium-sized enterprises, see safety regulations as an expensive requirement that affects their final product (Kitching et al., 2015). Spending money on machine guards, ventilation systems, fire safety installations, personal protective equipment (PPE), and frequent safety training is necessary to implement proper workplace safety measures, according to Patel et al. (2022). For instance, in companies already struggling with high production costs because of unpredictable power supplies, high taxes, and fluctuating raw material prices, spending on safety is sometimes seen as an unnecessary expense rather than a long-term investment (Patel et al., 2022). Some plant owners may deliberately take short cuts in order to reduce operational costs. Instead of making the necessary investments in safety equipment, they may repurpose old or damaged PPE or require employees to buy their own protective gear, which many cannot afford.
Ineffective laws and weak enforcement methods
Even if employers are aware of OHS requirements, Segbenya and Yeboah (2022) argue that there is little likelihood that they will face serious consequences for non-compliance. Nigeria’s largely ineffective enforcement mechanisms are to blame for this. Meanwhile, Umeokafor (2014) contends that the Federal Ministry of Labour and Employment and other regulatory bodies lack the institutional capacity, staff, and resources required to carry out routine factory inspections and enforce compliance. One major issue in Nigeria is the lack of labour inspectors relative to the number of businesses. Maintaining regular inspections is difficult with thousands of industrial businesses spread across the country. Since some factories are not inspected for years, unsafe practices may go unnoticed. Umeokafor (2014) claims that rather than keeping an eye on compliance with safety regulations, labour inspectors regularly ask businesses for bribes.
Africa’s Occupational Safety and Health
Even though OHS has advanced significantly in wealthier countries, Africa still faces substantial challenges in implementing comprehensive workplace safety legislation. Due to inadequate enforcement, poor legal frameworks, and a high percentage of informal employment, where safety laws are largely disregarded, OHS regularly encounters difficulties in Africa (Onyenechere et al., 2022).Occupational health and safety (OHS) frameworks have been attempted throughout Africa, but their successful implementation has been hampered by a number of persistent issues. According to Wilcox (2021), insufficient institutional capacity is a significant barrier to OHS adoption in Africa. Many governments are said to lack the infrastructure, resources, and expertise needed to carry out workplace safety regulations. Kohn et al. (2023) noted that despite the existence of OHS law, regulatory agencies often encounter difficulties because of a lack of personnel, antiquated enforcement techniques, and inadequate coordination among relevant institutions. Inadequate compliance results from businesses continuing to operate without adhering to safety standards, especially in high-risk industries like mining, construction, and agriculture.The frequency of informal work is one major barrier. Christiaensen and Maertens (2022) claim that a sizable portion of Africa’s working population operates outside of established legal and regulatory frameworks. Upholding OHS standards is difficult since jobs in the informal sector, such as street vending, domestic work, artisanal mining, and small-scale agriculture, may not have legal safeguards. According to research, workers in these sectors frequently come into contact with hazardous products, malfunctioning equipment, and extreme weather, and they are not provided with any legal protections or compensation in the event that they become ill or are injured (Abdalla et al., 2017). It is more difficult for authorities to monitor working conditions or ensure that safety procedures are followed because many jobs are informal.Many African countries still struggle to effectively incorporate occupational health and safety into their national labour policies, despite the fact that some, like South Africa, have made significant strides in enacting stringent OHS regulations and enforcement procedures. OHS has advanced significantly in South Africa as a result of extensive
An multinational perspective on workplace health and safety frameworks
Numerous worldwide bodies have created policies, guidelines, and legislative frameworks to raise Occupational Health and Safety (OHS) standards across a range of industries and nations in recognition of the significance of workplace safety on a global scale. By reducing workplace accidents, health risks, and fatalities, these frameworks seek to provide polite, safe, and productive work environments (Schulte et al., 2022). According to Alli (2008), the International Labour Organization (ILO) has been a prominent supporter of occupational health and safety (OHS). To assist national governments in creating their OHS regulations, it creates technical standards, legally enforceable agreements, and non-binding recommendations. The ILO’s programs are based on the fundamental principle that every worker has a right to a safe and healthy workplace. To do this, the organization works with governments, companies, and employees to develop OHS rules suitable for different national situations.
Conclusion
Nigeria has a fairly strong framework of national laws, international agreements, and policy guidelines governing occupational health and safety in the manufacturing industry. However, the extensive informal sectors, illiteracy, financial limitations, and insufficient enforcement methods are the primary causes of the ongoing low level of compliance. The study concludes that although important regulatory organisations such as the Occupational Safety and Health Department (OSHD), the National Industrial Safety Council of Nigeria (NISCN), and the Federal Ministry of Labour and Employment play vital roles in enforcing OHS regulations, they confront systemic issues such as corruption, insufficient inspection capacity, and antiquated legal frameworks.
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Daily writing prompt
If you could erase one movie from your memory and watch it again for the first time, which one would it be?
The Role of Motivation in Learning: A study of its impact on students of secondary schools in Aba State.
Betty Nansikombi
Department of Education
National Institute for Nigerian Languages, Aba.
mailbetty@gmail.com
Abstract
This research investigates the multifaceted role of motivation in the secondary educational landscape of Aba State, Nigeria, employing a qualitative research methodology to elucidate the nuanced interplay between psychosocial drivers and academic achievement. By utilizing semi-structured interviews and thematic analysis, the study explores how motivational constructs are uniquely mediated by local socio-cultural imperatives. The findings confirm that motivation within this region is fundamentally rooted in a collectivist framework, standing in stark contrast to the individualistic paradigms prevalent in Western educational theory. The analysis demonstrates that academic performance is optimized when a symbiotic alignment exists between a students internal aspirations and the external support structures provided by familial, peer, and communal networks. This suggests that academic success is not merely an autonomous endeavor but a communal achievement. However, the study identifies significant pedagogical risks, specifically regarding the potential for an over-reliance on extrinsic rewards. Such mechanisms may inadvertently cultivate a performance-oriented mindset, prioritizing superficial grade attainment over the cognitive depth inherent in intrinsic engagement. Furthermore, the data reveals that the interaction between academic ability and motivational orientation necessitates a highly nuanced instructional approach; students lacking intrinsic drive are notably vulnerable to psychological disengagement if their dependence on external validation remains unmanaged. Consequently, this research advocates for an educational framework that honors the cultural richness of Aba State while simultaneously fostering the self-efficacy and internal intellectual curiosity required for long-term professional success. By bridging the gap between communal expectations and individual cognitive development, educators can facilitate a more resilient learning environment, ultimately enhancing the efficacy of secondary education within the region.
Keywords: Motivation, Secondary School’s, Aba State, Students, Learning
Introduction
Motivation is a fundamental element in the learning process, significantly influencing students’ engagement, persistence, and overall academic success. It serves as the driving force behind students’ willingness to learn, participate in class, and strive to achieve their educational goals. In the context of secondary schools, where students experience significant academic and social pressures, understanding motivation becomes crucial for educators and policymakers. This study aims to explore the role of motivation in learning and its impact on secondary school students in Aba State, Nigeria.
The dichotomy between intrinsic and extrinsic motivation provides a useful framework for examining student engagement. Intrinsic motivation refers to the way in which individuals engage in activities for the inherent satisfaction and enjoyment they derive from them, while extrinsic motivation involves performing activities to achieve external rewards or avoid negative consequences (Ryan & Deci, 2020). Research indicates that intrinsic motivation is generally linked to deeper learning, greater creativity, and sustained engagement in educational settings (Deci et al., 2019). Given the unique socio-cultural and economic landscape in Aba State, understanding the factors that influence both types of motivation could lead to enhanced educational practices and outcomes.
While intrinsic motivation has been shown to correlate with heightened academic success, recent studies highlight how extrinsic factors also play an important role in shaping students’ experiences. For instance, Akinola and Ndubuisi (2021) describe how parental expectations, teacher support, and peer interactions can either stoke or diminish student motivation. In Aba State, where many families face economic constraints, external motivators such as peer pressure and societal norms may heavily influence students’ academic motivation. This influence can lead to students prioritizing grades and external accolades over genuine interest in learning, which may, in turn, compromise the quality of their educational experiences (Nwankwo & Kalu, 2022).
Furthermore, the role of teachers in fostering motivation cannot be overstated. Research indicates that teachers who employ motivational strategiessuch as setting achievable goals, providing positive feedback, and creating an inclusive classroom environmentcan significantly enhance students’ intrinsic motivation (Lpez & Crespo, 2021). This is particularly salient in secondary schools where teaching approaches can either foster a love of learning or lead to disillusionment. Teachers in Aba State schools face unique challenges, including limited resources and varying levels of training, which may affect their ability to motivate students effectively.
Cultural factors also come into play when considering the motivation of secondary school students in Aba State. Okechukwu (2021) emphasizes that the values, beliefs, and aspirations prevalent in the community can foster or hinder student motivation. In many Nigerian communities, there may be a strong emphasis on academic achievement as a pathway to social mobility. However, the correlation between high expectations and student stress levels cannot be overlooked. High-stakes testing and societal pressure for academic excellence can inadvertently diminish intrinsic motivation, causing students to engage in rote learning rather than fostering a genuine interest in their studies (Chiemeke, 2023).
In exploring the dimensions of motivation within the context of secondary education in Aba State, this study will also consider the psychological aspects of motivation. Factors such as self-efficacythe belief in ones capabilities to execute behaviors required to produce specific achievementsplay a significant role in academic motivation (Bandura, 2018). Students who perceive themselves as capable are more likely to engage in challenging tasks and persist in the face of difficulties. Conversely, low self-efficacy can lead to a lack of motivation and engagement, resulting in suboptimal academic performance (Nwankwo & Kalu, 2022).
Moreover, the consequences of motivation extend beyond academic performance; they also include social and emotional well-being. Research has shown that motivated students tend to exhibit higher levels of self-esteem and emotional regulation, which can positively influence their interpersonal relationships (Akinola & Ndubuisi, 2021). Given the importance of social interactions during adolescent years, understanding how motivation impacts not only academic performance but also students’ emotional and social development is crucial for a holistic view of education in Aba State.
Additionally, the increasing integration of technology in education presents a new landscape for motivation. The pandemic has accelerated this trend, leading to a greater reliance on online learning platforms. While technology can serve as a tool for enhancing engagement, it also raises questions about students’ intrinsic versus extrinsic motivation. Research suggests that technology-driven learning can either foster independence and self-directed learning or lead to disengagement and distraction, depending on how it is incorporated into the educational framework (Lpez & Crespo, 2021).
In summary, motivation emerges as a multifaceted construct that significantly influences secondary school students’ learning experiences in Aba State. By examining both intrinsic and extrinsic motivational factors, this study aims to provide insights into how motivation affects not only academic achievement but also the overall well-being of students. Recognizing the role of cultural, social, and technological influences will be essential in understanding the complex dynamics of student motivation in this specific context. Ultimately, the findings could offer valuable recommendations for educators and policymakers to foster a more engaging and supportive learning environment for secondary school students in Aba State.
Statement of the problem
The role of motivation in learning is a pivotal area of study, particularly in the context of secondary education, where students undergo significant cognitive and emotional developments. This research focuses on understanding the impact of motivation on students in secondary schools in Aba State. Despite existing literature addressing the general influence of motivation on learning outcomes, two critical gaps warrant further investigation.
Gap 1: Cultural Context of Motivation Factors
Current research often emphasizes motivational theories that may not fully consider the unique socio-cultural and economic context of students in Aba State. Many studies have been conducted in Western educational settings, where motivational drivers differ significantly from those in a Nigerian context. Specifically, the role of community, family expectations, and socio-economic factors in shaping motivation remains underexplored. This research aims to identify culturally relevant motivational drivers that specifically affect students in this region.
Gap 2: Differentiated Impact on Diverse Student Demographics
While motivation is widely recognized as a key influence on academic success, the differentiated impact of motivational types (intrinsic vs. extrinsic) on various student demographics such as gender, socio-economic status, and academic ability has received limited attention in the literature. In secondary schools in Aba State, it is crucial to understand how these factors interact to influence individual student learning experiences and outcomes. This study aims to fill this gap by investigating how different motivational factors affect diverse groups of students within the secondary education system.
Objective of the Study
1. To identify and examine the culturally relevant motivational factors that affect the learning outcomes of secondary school students in Aba State and to compare these factors with those documented in Western educational contexts.
2. To explore the influence of community and family expectations on the academic motivation of secondary school students in Aba State, identifying specific socio-cultural elements that enhance or hinder this motivation.
3. To examine the differential impacts of intrinsic and extrinsic motivation on academic performance among secondary school students in Aba State, with a focus on variations across demographic factors such as gender and socio-economic status.
4. To investigate how different motivational types interact with students’ academic abilities and to evaluate their collective influence on learning experiences and outcomes in secondary schools within Aba State.
Significance of the study
1. Culturally Tailored Educational Strategies
This research will contribute valuable insights into the unique motivational drivers of students in Aba State. By understanding how socio-cultural and economic contexts influence motivation, educators and policymakers can develop culturally tailored strategies that enhance student engagement and learning outcomes. Such strategies can be rooted in local values and community expectations, thereby fostering a more supportive educational environment that resonates with students.
2. Enhanced Educational Equity
By examining the differentiated impact of motivational types across diverse student demographics, the study will inform educators about the varying needs of students based on gender, socio-economic status, and academic ability. This understanding can lead to the design of more equitable educational interventions that address specific motivational barriers faced by different groups. Ultimately, this can enhance academic success and reduce disparities in educational achievement, fostering a more inclusive learning atmosphere.
3. Foundation for Future Research
The identification of gaps in the existing literature not only highlights the necessity for this study but also lays the groundwork for future research in the field of motivation and learning. By addressing these areas, this research will encourage further exploration of motivation in diverse educational contexts, particularly in underrepresented regions like Aba State. This can lead to an expanded body of literature that benefits educational psychology and policy-making, offering deeper insights into effective motivational strategies in various cultural settings.
Research Questions
1. What are the culturally relevant motivational factors that influence learning outcomes for secondary school students in Aba State, and how do these factors differ from those identified in Western educational contexts?
2. How do community and family expectations shape the academic motivation of secondary school students in Aba State, and what specific socio-cultural elements enhance or undermine this motivation?
3. What are the differential impacts of intrinsic and extrinsic motivation on academic performance among secondary school students in Aba State, particularly across different demographic factors such as gender and socio-economic status?
4. How do various motivational types interact with students’ academic abilities to influence learning experiences and outcomes in secondary schools within Aba State?
Literature Review
Motivation and Academic Performance
Motivation plays a crucial role in shaping students’ academic outcomes. According to Okwor and Agbo (2018), intrinsic motivation significantly correlates with higher academic performance among secondary school students in Nigeria. This study emphasizes the impact of self-determination and personal interest in the learning process. Furthermore, Eze and Amah (2020) highlight that extrinsic motivators such as rewards and recognition can also stimulate students’ engagement, though their effect tends to diminish over time.
Theoretical Framework of Motivation
Theories of motivation, such as Self-Determination Theory (SDT), provide foundational insights into how motivation influences learning. Ryan and Deci (2020) argue that students who perceive their education as autonomous and self-directed are more likely to adopt engaging learning strategies, resulting in improved academic performance. Additionally, Akpan and Eyo (2021) apply SDT to examine how relevant curriculum content affects motivation among secondary school students in Aba State, suggesting that aligning curriculum with students interests enhances intrinsic motivation.
Classroom Environment and Motivation
The classroom environment significantly influences student motivation, with factors like teacher support and peer relationships playing crucial roles. Ogbondah (2019) found that a supportive classroom atmosphere fosters engagement and promotes intrinsic motivation among students. Moreover, Chukwu and Nwafor (2022) emphasize the importance of collaborative learning environments in secondary schools in enhancing motivation levels, asserting that interactions with peers can act as strong motivators for students.
Technology and Motivation
The integration of technology in education has been shown to enhance student motivation. Nwankwo et al. (2023) discussed how digital platforms increase engagement and foster a sense of autonomy among students in their learning processes. Similarly, Ifeanyi and Okoro (2025) highlighted the trend of gamified learning experiences that encourage motivation and participation in secondary schools.
Socio-Cultural Factors
Socio-cultural factors significantly influence motivation among secondary school students. According to Uche and Ndubuisi (2021), cultural values, family expectations, and societal influences play a critical role in shaping students’ motivation toward learning. These factors differ across regions, impacting students in Aba State distinctively. Furthermore, Afolabi & Chinenye (2024) emphasize the importance of community support in enhancing students’ motivation, noting that external encouragement can significantly uplift student morale and commitment to academic pursuits.
Interventions to Enhance Motivation
Intervention programs targeting motivation are essential for improving student outcomes. Johnson and Okafor (2026) present evidence from a study on motivational enhancement programs in secondary schools, illustrating significant improvements in student engagement and academic performance. They emphasize that such programs should be tailored to the specific needs of students in different demographic contexts, especially in regions like Aba State. Additionally, Nkemjika (2025) identifies the role of mentoring and counseling services in bolstering student motivation, advocating for more structured support systems in schools.
Empirical Review
The Influence of Intrinsic Motivation on Academic Achievement
A study conducted by Okeke and Aniemeka (2019) explored the relationship between intrinsic motivation and academic performance among secondary school students in Aba State. Using a sample of 300 students, the researchers applied a questionnaire measuring intrinsic motivation levels and correlated these with students’ academic achievements across various subjects. Findings indicated a strong positive correlation (r = 0.75, p < 0.01) between intrinsic motivation and academic success, suggesting that students who are internally motivated tend to achieve higher grades. The authors concluded that educators should focus on fostering intrinsic motivation to improve student outcomes.
External Motivators and Student Engagement
Nwoko and Adigwe (2020) investigated how external motivators, such as rewards and recognition, affect student engagement in secondary schools in Aba State. The researchers surveyed 250 students and analyzed the data using regression analysis. Results showed that external motivators significantly boost student engagement ( = 0.62, p < 0.01), especially in competitive environments. The study suggested that while intrinsic motivation is essential, external rewards can also play a crucial role in enhancing student participation and interest in learning.
Technology-Enhanced Learning and Student Motivation
A study by Ifeanyi et al. (2023) examined the impact of technology-enhanced learning on student motivation and academic performance in secondary schools in Aba State. Using a quasi-experimental design, the researchers implemented a technology-integrated curriculum in one school and compared student outcomes with a control group. The findings revealed that students in the experimental group demonstrated significantly higher motivation levels and academic performance (d = 1.1) compared to the control group. The authors concluded that incorporating technology into the curriculum can enhance motivation and learning outcomes.
Socio-Cultural Factors Affecting Motivation
Ugochukwu and Eke (2025) explored the socio-cultural factors affecting student motivation in secondary schools in Aba State through a mixed-methods approach. They conducted surveys with 500 students and followed up with focus group discussions. The findings indicated that family expectations, peer influence, and cultural values significantly impact students’ motivation levels. Quantitative data showed a correlation coefficient of 0.68 (p < 0.01) between perceived family support and intrinsic motivation. The research emphasized the need for broader educational interventions that consider socio-cultural contexts to enhance student motivation.
Theoretical Framework
Self-Determination Theory (SDT)
Self-Determination Theory (SDT), proposed by Ryan and Deci (2020), posits that human motivation is influenced by three intrinsic psychological needs: autonomy, competence, and relatedness. The framework suggests that when these needs are fulfilled, students are more likely to be intrinsically motivated and engage deeply in the learning process. In the context of secondary schools in Aba State, understanding how these factors contribute to student motivation can explain variations in academic performance.
Recent studies highlight the relevance of SDT in educational settings. For instance, Uche and Ndubuisi (2021) found that students who experience autonomy in their learning environment exhibit higher levels of intrinsic motivation, leading to improved academic outcomes. By applying SDT, this research will explore how fulfilling students psychological needs can enhance their motivation and academic performance in secondary schools.
Expectancy-Value Theory
Expectancy-Value Theory posits that students motivation is influenced by their expectations of success and the value they place on the tasks at hand (Eccles et al., 2019). According to this framework, students are more likely to engage in learning activities when they believe they can succeed and perceive the learning outcomes as valuable. This theory is particularly applicable in the context of secondary schools in Aba State, where academic performance is often influenced by students’ beliefs in their capabilities and the perceived relevance of their education.
Recent empirical studies have shown that students motivation is significantly affected by their expectations concerning success and the perceived importance of learning (Chukwu & Nwafor, 2022). By examining how these factors influence motivation and academic achievement, this research aims to provide insights into how educators can better support students in achieving their educational goals.
Research Methodology
This qualitative research aimed to explore specific socio-educational issues within Abia State, with a focus on the perceptions and experiences of secondary school students regarding their academic environment. Abia State, with a population of approximately 5,400,000, provided a diverse backdrop for this study. A purposive sampling technique was employed to select a sample size of 200 respondents from four secondary schools in the region. The selected schools were Government Technical College Aba, Ovom Girls High School Aba, Ngwa High School Aba, and National High School Aba.
Data Collection Methods
Data were collected through two primary qualitative methods: in-depth interviews and focus group discussions.
1. In-depth Interviews:
Individual interviews were conducted with a variety of stakeholders, including:
20 students from each of the four selected schools, totaling 80 students.
10 teachers from the four schools, who provided insights into the educational environment.
10 parents of the interviewed students, to understand familial influences on education.
10 education administrators from Abia State to give broader context regarding educational policies and challenges.
2. Focus Group Discussions:
Focus group discussions comprised smaller groups to facilitate dynamic interaction and deeper insights. The groups included:
4 separate groups of students, with each group consisting of 8 students (totaling 32 students) from different schools to ensure varied perspectives.
2 groups of teachers, with 6 teachers per group to discuss pedagogical approaches and school policies.
2 groups of parents, with 6 parents in each group to gain insights into their expectations and perceptions of the education system.
Ethical Considerations
Prior to conducting the research, ethical considerations were meticulously addressed. Informed consent was obtained from all participants, ensuring that they understood the purpose of the study and their rights, including the right to withdraw at any time. The anonymity and confidentiality of all respondents were strictly maintained throughout the research process. Participants were assured that their information would be used solely for the purposes of this study and would be reported in aggregate form. Additionally, the research received approval from relevant educational authorities and ethical review boards to ensure compliance with ethical standards in research involving human subjects.
This methodology provided a robust framework for understanding the educational dynamics within Abia State, facilitating a comprehensive analysis of the issues at hand.
Discussion and Finding:
Question 1: What are the culturally relevant motivational factors that influence learning outcomes for secondary school students in Aba State, and how do these factors differ from those identified in Western educational contexts?
Finding:
Culturally Relevant Motivational Factors Influencing Learning Outcomes for Secondary School Students in Aba State
In analyzing the culturally relevant motivational factors that influence learning outcomes for secondary school students in Aba State, it is essential to recognize the unique socio-cultural landscape of the region. The findings from our survey indicate that an overwhelming majority of respondents 75% strongly agreed and 20% agreed on the significance of specific motivational factors. Only 5% expressed uncertainty about the influences on student learning outcomes.
Key Motivational Factors Identified:
1. Community and Family Support:
In Aba State, the role of family and community support is paramount. Students often draw motivation from their families’ aspirations for them. This close-knit community environment fosters a sense of responsibility and determination to succeed, which contrasts with some Western contexts where individualism may overshadow communal values.
Cultural Identity and Heritage:
The emphasis on cultural identity and heritage significantly motivates students. Students in Aba often find strength in their cultural traditions and values, which serve to enhance their self-esteem and drive academic performance. In contrast, Western educational contexts may emphasize multiculturalism more broadly, where students are encouraged to draw from a wider range of cultural experiences.
Socio-Economic Factors:
Economic challenges can also serve as a double-edged sword in Aba State. While limited resources may create barriers, they can also motivate students to excel academically to improve their circumstances, a phenomenon that may differ from Western settings where educational resources are generally more accessible.
Extrinsic Rewards:
Opportunities for scholarships and other incentives motivate many students in Aba State. The prospect of financial assistance or job opportunities can be a powerful driver for academic achievement. In Western contexts, the focus may be more on intrinsic motivation and personal growth rather than immediate economic rewards.
Peer Influence and Competition:
Similar to many educational settings worldwide, peer influence plays a critical role in motivating students in Aba State. However, the nature of this influence often leans towards collective achievement rather than individual competition, contrasting with Western contexts where competition among peers may be more pronounced.
Comparison with Western Educational Contexts:
While both Aba State and Western educational settings recognize the importance of motivation in the learning process, the key differences lie in the underpinning cultural values. Western contexts may prioritize personal efficacy, autonomy, and a more pronounced individualistic approach to education. In contrast, secondary school students in Aba State often derive their motivation from communal ties, cultural identity, and a shared sense of purpose within their community.
Question 2: How do community and family expectations shape the academic motivation of secondary school students in Aba State, and what specific socio-cultural elements enhance or undermine this motivation?
Finding:
Community and family expectations play a significant role in shaping the academic motivation of secondary school students in Aba State. According to the findings, a substantial majority of respondents, 65%, strongly agreed that these expectations positively influence their motivation to perform well academically. Additionally, 30% also agreed, indicating a strong belief in the supportive role of these expectations.
Several socio-cultural elements contribute to enhancing or undermining this motivation:
Parental Involvement:
Active participation and support from parents significantly boost students’ motivation. When parents set high academic standards and are involved in their childrens education, it fosters a positive environment for learning.
Cultural Values:
The emphasis on education as a pathway to success in many Nigerian communities, including Aba State, can enhance motivation. Families often instill values that prioritize academic achievement, which encourages students to strive for excellence.
Peer Influence:
The opinions and attitudes of peers can also impact motivation. Positive peer reinforcement for academic success can enhance students drive to perform well, while negative behaviors may undermine motivation.
Socioeconomic Status:
Some families might have limited resources, which can create barriers to academic success and diminish motivation. Conversely, families with better socioeconomic conditions can provide support that fosters motivation.
Community Expectations:
In communities where educational attainment is highly valued, students may feel an intrinsic motivation to meet these expectations. However, unrealistic community pressures can lead to stress and anxiety, potentially undermining motivation.
The remaining 5% of respondents were unsure about the influence of these expectations, suggesting there may be individual variations in experiences or the complexity of relationships among these socio-cultural factors.
Question 3: What are the differential impacts of intrinsic and extrinsic motivation on academic performance among secondary school students in Aba State, particularly across different demographic factors such as gender and socio-economic status?
Finding:
The differential impacts of intrinsic and extrinsic motivation on academic performance among secondary school students in Aba State reveal significant insights, particularly when analyzed across various demographic factors such as gender and socio-economic status. According to the collected data, 63% of respondents strongly agreed that these motivational types greatly influence academic performance, with an additional 34% also agreeing, while only 3% remained uncertain.
Intrinsic Motivation:
This refers to the drive to succeed based on internal desires such as personal satisfaction, curiosity, and the joy of learning. Students who are intrinsically motivated generally exhibit higher academic performance, as their commitment to academic activities is based on personal interest and engagement rather than external rewards.
Gender Differences:
Studies indicate that females may often show higher levels of intrinsic motivation compared to males, leading to enhanced academic performance among girls in Aba State. This could be attributed to educational practices and cultural norms that foster a love for learning in female students.
Socio-Economic Status:
Students from higher socio-economic backgrounds may have more opportunities to engage in enriching educational experiences, thereby enhancing their intrinsic motivation. In contrast, economically disadvantaged students might face obstacles that limit their engagement in learning, potentially reducing their intrinsic motivation.
Extrinsic Motivation:
This involves external factors such as grades, rewards, and parental expectations. While extrinsic motivation can spur students to perform well, its long-term effectiveness may be less sustainable than intrinsic motivation.
Gender Differences:
Males may respond more favorably to extrinsic motivators like competition and recognition, which can lead to varying academic outcomes compared to females who might prioritize intrinsic aspects of learning.
Socio-Economic Status:
For students from lower socio-economic backgrounds, extrinsic motivators such as scholarships or parental approval might drive them toward academic success. However, this reliance on external rewards can sometimes overshadow intrinsic interests, potentially leading to burnout or disengagement.
Question 4: How do various motivational types interact with students’ academic abilities to influence learning experiences and outcomes in secondary schools within Aba State?
Finding:
The interaction between various motivational types and students’ academic abilities plays a crucial role in shaping learning experiences and outcomes in secondary schools within Aba State. Findings from the research indicate that 65% of respondents strongly agreed on this interaction’s significance, with 33% also agreeing, while only 2% were uncertain.
Types of Motivation:
Intrinsic Motivation:
This type stems from personal interest and enjoyment in the learning process. Students who are intrinsically motivated tend to engage more deeply with the material, often leading to improved understanding and retention of information. This commitment enhances their academic abilities, allowing them to perform better in assessments and overall learning experiences.
Extrinsic Motivation:
Extrinsic motivation involves external rewards or pressures, such as grades, praise, or parental expectations. While extrinsic motivators can encourage students to complete tasks or strive for high achievements, they may not always lead to meaningful learning. Students primarily driven by extrinsic factors might focus on the results rather than the learning process, which can limit deeper engagement.
Interaction with Academic Abilities:
The interplay between motivation types and academic abilities can significantly influence how students learn. For instance, a student with strong academic abilities who is intrinsically motivated may approach challenges with curiosity and a desire to master the subject. This can create a positive feedback loop where motivation enhances performance and vice versa.
Conversely, a student with lower academic abilities reliant on extrinsic motivation may struggle with self-efficacy, leading to disengagement if the rewards are not forthcoming or achievable. This scenario can result in poor learning outcomes and an overall negative learning experience.
Learning Experiences:
Motivational types can shape classroom dynamics, affecting both peer interactions and teacher-student relationships. Students who are motivated to learn typically create a more vibrant learning environment, contributing positively to group activities and discussions, which further benefits their academic abilities.
Overall Outcomes:
The interaction between motivation and academic abilities significantly affects academic outcomes, including grades, retention rates, and overall student satisfaction. Intrinsic motivation tends to yield more sustained academic success, while students who rely heavily on extrinsic motivation may experience fluctuations in performance based on external rewards.
Summary
This investigation into the role of motivation among secondary school students in Aba State, Nigeria, delineates a complex interplay between socio-cultural imperatives and psychological drivers of academic achievement. The empirical data, characterized by high levels of consensus among respondents (with agreement rates consistently exceeding 90% across various metrics), underscores that motivation in this region is not merely an individual cognitive state but a deeply communal phenomenon. The study identifies that familial expectations, cultural identity, and the socio-economic exigencies of the Aba environment serve as primary scaffolding for student engagement.
While intrinsic motivation defined by intellectual curiosity and personal satisfaction remains a potent predictor of sustained academic excellence, the research highlights a unique reliance on extrinsic motivators, such as communal recognition and the pursuit of scholarships as a vehicle for socio-economic mobility. Furthermore, the findings reveal significant demographic nuances, particularly regarding gender and socio-economic status, suggesting that the efficacy of these motivational levers is contingent upon the students baseline academic ability and access to resources. The synthesis of this data suggests that the educational landscape in Aba State is a hybrid model where collective cultural values and individual achievement aspirations are inextricably linked.
Conclusion
The research confirms that motivation in Aba State secondary schools is fundamentally grounded in a collectivist framework that contrasts sharply with the individualistic paradigms often observed in Western educational theory. The overarching conclusion is that academic performance is optimized when there is alignment between a students internal academic aspirations and the external support structures provided by family, peers, and the broader community.
However, the study also reveals potential pedagogical risks: an over-reliance on extrinsic rewards may inadvertently facilitate a performance-oriented mindset that prioritizes grades over the cognitive depth associated with intrinsic engagement. The interaction between academic ability and motivational type necessitates a nuanced approach to instruction; students who lack intrinsic drive are particularly vulnerable to disengagement if their reliance on external validation is not carefully managed. Ultimately, the study advocates for an educational framework that honors the cultural richness of Aba State while simultaneously fostering the self-efficacy and internal intellectual curiosity required for long-term academic and professional success.
Recommendations
1. Culturally Integrated Pedagogical Strategies:
Educators should design curricula that explicitly incorporate local cultural heritage and community values into lesson plans. By framing academic concepts within the context of regional identity, schools can stimulate intrinsic interest and enhance the perceived relevance of the curriculum.
2. Holistic Support Systems for Socio-Economic Disparity:
Given the finding that socio-economic status significantly impacts motivation, it is recommended that institutions establish robust scholarship programs and mentorship networks. These interventions should aim to decouple academic progress from financial instability, thereby reducing the “burnout” associated with purely extrinsic, survival-based motivation.
3. Promoting Intrinsic Engagement through Inquiry-Based Learning:
To mitigate the risks of a purely results-oriented academic culture, schools should transition toward inquiry-based learning models. This pedagogical shift encourages students to value the process of discovery, thereby fostering intrinsic motivation that is more resilient to the fluctuations of external rewards.
4. Parental and Community Engagement Workshops:
Schools should facilitate structured dialogues between educators, parents, and community leaders. The objective is to align community expectations with realistic academic goals, ensuring that the pressure to succeed is supportive rather than anxiety-inducing, thereby cultivating a healthier psychological environment for students.
5. Gender-Responsive Motivational Programming:
Recognizing the observed differences in motivational responses between genders, administrators should implement tailored extracurricular activities. Such programs should leverage the strengths of female students in intrinsic engagement while providing male students with structured, competitive, yet collaborative environments that channel their response to extrinsic recognition toward productive learning outcomes.
6. Longitudinal Assessment of Motivational Interventions:
It is recommended that educational stakeholders in Aba State implement longitudinal tracking of student motivation types in relation to academic outcomes. By utilizing the framework of $M_{total} = f(I, E, C)$, where $M$ represents total motivation as a function of intrinsic $(I)$, extrinsic $(E)$, and cultural $(C)$ variables, policymakers can refine interventions based on empirical performance data rather than anecdotal evidence.
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The Impacts of Tribalism and Political Intelligence Towards Ghana and World Development; 21st Century National Assessment of Political and Tribalism Creation effect since Independence on Ghana.
Water Resources Engineer, Goldrain Mountain Company Limited, Koforidua, Eastern Region – Ghana.
ABSTRACT
Attainment of tribal and political objectives has been the main motive and intention of most people in Ghana but is usually done on underground motive basis since independence. Dr Kwame Nkrumah has been tagged as one of the greatest leaders and presidents of Ghana who led Ghana towards independence and freedom. History and all written facts proves this declaration but is now a questionable act and attitude before all as his forward ever, backwards never is not in the right direction and is justified with 21st century downgrade and no proper developments in Ghana. This research and investigation is to establish some real facts in this 21st century on impacts of tribalism and political intelligence towards the development of Ghana since independence. Research findings established that tribal governance and group governance is playing major role in the development and downgrade of projects and activities in Ghana. A good example is the 2012 court ruling and swift four years NDC entry into governance and exit for NPP 8 year’s governance which ended in 2024. A strategic move by leaders and knowledgeable men of history and in government when talking about mineral gold production and human gold production in Ghana and worldwide towards world development and governance. Dr Kwame Nkrumah’s forward ever backwards never hasn’t yielded any positive results for Ghana and Africa implying that the black man is not capable of managing his own affairs. And hence the need to look at the outside world and learn from them when it comes to country development and world development. But if the black man is capable of managing his own affairs, then the human gold products and mineral gold products business should build or generate a beautiful country and world comparable to the Dubai, USA, Britain, Canada etc for the next generations.
Keywords: Tribalism, politics, politicians, impacts, independence, New Democratic Party, New Patriotic Party, governance, gold
INTRODUCTION
The governance and leadership of the Ghanaian economy is full of deceit and lies solely from the world of the sociologist and political scientist. Ghana’s attainment of independence in 1957 is a well-established fact based on history but has not yielded any positive results. Graduates in the 21st century are complaining bitterly as the economy is very harsh on them; no jobs, no money, no proper development, acquired loan for projects are left uncompleted or not paid, uncaring attitudes for the common citizen etc. But during political campaigns in election years, are all kinds of promises of job creation, financial breakthroughs, liberation unto freedom for all and so forth. But only a few percentage of the national population get the benefit and rewards after election has been done. Based on all happenings in the country and world – wide, it is justified of a world created for the benefit and reward of the sociologist and the political scientist. Not in favor of the scientist, security forces and engineer and if possible the business man. Talk of the presidents, the actors, music industry, the church ministerial level, the minister and all those in governance. All from the political science and sociologist background. For instance, the actor’s world is full of fun and enjoyment, all the fame, driving the big cars, the beautiful hotels, living in beautiful buildings, making all the travels (both locally and internationally). Meanwhile, the actor does not write script, just learn the script, act, plays the roles and gets all the fame and enjoyment. Talk of the work of the engineer and scientist involved. How much is his salary or remenurations for creating the beautiful car, nice building, all equipments and gadgets for the movie, radio and TV industry? The sociologist or political scientist is never involved with serious hard work when it comes to creation but the most fortunate in the country or economy when it comes to enjoying the goodies of the land. Talk of the president, minister, the pastor, actor, musician etc, this entire category from the background of the sociologist and political scientist. The Dr Kwame Nkrumah creation and political liberation from political slavery and oppression has never resulted the needed results. If the needed results was ever achieved and attained, then it is on tribal bases as not all have benefited in the Nkrumah generation governance. All happenings, characteristics, features and attributes of most governing bodies since independence is protection of the Nkrumah’s tribal freedom liberation. Dr Kwame Nkrumah has been tagged as Fante from Nkroful but that is a true lie and deceit. It is just politically initiated and the only way to siphon and enjoy the goodies and gold resource of Ghana. Have you observed the language tongue of a true Fante? What of the northerner tongue and language? History has it all western migration into the Gold coast was basically around the coast – Fante lands. It could possibly be Akwapim lands as history might tell as Kyerepong and other Akwapim Twi speaking people still exist there comparable to what is found in the Eastern Region of Ghana but in this 21st century as Fante lands. All whites’ settlement and governance was around and within the coast. So by generation and creation, Fante’s are justified as being British, white tongue users and is justified by the way Fante’s speak and the tongues English language speaking smoothness.
What of the tongue of the northerner and people from the northern region, Upper East region and Upper West region. Is there any resemblance of Kwame Nkrumah’s tongue with the people from the northern region? Or the same speaking language tongue compared to the tongue of the Fante’s. But history has it recorded of Dr Kwame Nkrumah born on 21st September 1909 in Nkroful, Gold Coast. There are written documents to confirm what happened 115 years (1909 -2024) ago. If nothing at all, year of independence 1957 did not have anything like World wide web, internet and digital information sharing system in Ghana for this history to be justified before all. The Ghanaian gold has been locked into an account and I believe it’s an account led by the Dr Kwame Nkrumah total liberation and fight for freedom. If Dr Kwame Nkrumah fought for freedom and liberation and won, did he win all the gold inclusive? In which account did he leave the gold production business in Ghana. Does Kwame Nkrumah marriage with the Fathia Ritzk, an Egyptian Coptic bank worker and former teacher ring a bell? Lived in exile in Conakry, Guinea as the guest of President Ahmed Sekou Toure, who made him honary co – president of the country? These are all penned down raw facts but what is happening in the 21st century Ghana. Talk of all the 16 regions in Ghana. In terms of regions to tribe’s ratio, northerners ration to other regions is 3:13. Look at current migration issues in Ghana and the rate of country deterioting attitude. Does the 2024 political election year ring any bell? What of the chosen presidential candidate for the NPP and NDC?
Why this take off after a total world shutdown (during the Akuffo Addo Dankwa led government) and a new take off of the world in 2019/2020 Covid. Never expect a pilot/driver to pilot/drive through storms and take over the piloting/driver wheels in safe mode or periods. This is comparably like a new creation for the next generation and a complete automatic and force take off by the northerner creation. Can’t this be comparable to Nkrumah take off in 1957 after obtaining freedom from the British? How many northerners tongue speakers and users compared to southern tongue/British tongue users and speakers among the BIG SIX who fought for independence? You and I were not there but possibly the 60 years old political scientist or sociologist was at the polling station and therefore can attest or justify that fact. These are questions worth investigating and analyzing for the good will of Ghanaians, the British and the world at large. This is simply because of the downward direction of the country full of lies, corruption, fifth and supposed governance and development of country through loans/grants from donor partners and so forth.
Who can depend solely on loan from a bank, financial institution or friend without a repayment plan when talking about greatness in life or development of a country? Can one get continues loan from a bank without repayment plan before another loan? Assuming Mr A going for a loan for about 10 times from Ghana Commercial Bank (GCB) worth GHC20,000 amounting to Ghc200,000 without repayment plan. Is it not for the GCB to go bankrupt? There will be a total crush of GCB if this is extended to 1000 population who needs loans with this same motive. Then what of receiving loans from China continuously for instance for all projects in Ghana without a repayment plan. Won’t China go bankrupt or run the country’s money down. Is the white man ever in a position to do this, give money continuously to a country for development without a repayment plan? Is China willing to do this for all other countries? Why won’t the country Ghana be full of uncompleted projects? Most of these uncompleted projects have being in that manner for a purpose. All these because of the issue of money. What the Ghanaian will say ‘sika asem’. Who doesn’t need money? Developed countries are developing at a faster rate because of money. Who doesn’t want to be rich, who doesn’t love better things. We all love goodies and need development as a country Ghana and people. What a Nigerian will call a money ritual, a Ghanaian will call money medicine – sika aduro, to heal poverty or money sickness. Hence it is justifiable for Ghanaian to sort or look for a new way of solving Ghanaian problems rather than building a country solely dependent on loans or grants from foreign partners. The issue of building Ghanaian economy based on loans and grants is another questionable act with several big international mineral gold mining companies dotted around the country. Ghana as a country is full of gold mines generating billions of pounds sterling’s and cedis and various real mineral and human gold bars on monthly basis. There exist a missing link or question mark somewhere pointing in the direction of tribalism and political lies in Ghana political setup worth researching and justifying.
Can you think of the rate at which people from other African countries are entering Ghana through Burkina Faso, Togo, Nigeria and making Ghana ugly and filthy all in the names of collection of scrapes? They just pick some wrist watches, nail cutters, dresses, mats, bags etc walks all the way from other African countries and Burkina Faso and into Ghana. This are all northerner tribal related. Looks like other African countries do not want the peace and greatness of Ghana and the Ghanaian economy. This has made the Ghanaian environment and economy too ugly. It has even increased the rate of illegal gold mining business in Ghana destroying forest reserves, lands and water bodies. At Nsutam in the Eastern Region of Ghana for instance is the total destruction of river Birim and Supong. These are things worth investigating and analyzing by security professionals for the good will and wellbeing of mother Ghana.
These are various questions worth justifying through this research to see the main motive of the tribal and political intelligence in Ghana towards development since independence to the 21st century. Then what possible deductions can be made for readjustment and refinement towards the development of Ghana for the next generation.
2 JUSTIFICATION OF RAW FACTS ON POLITICAL LIES
2.1 Wearing of Fugu (Northerner Cloth) during independence Speech before Ghanaians and the World.
Justification for actions and inactions are evidenced based and a good example is the celebration of Independence Day after a great battle by the Nkrumah led government against our colonial masters which is the British. Based on raw facts, documentaries and other printable documents, the day of independence against the British by the government led movement towards independence was celebrated with a speech but one symbolic item is the ‘dress code’ of the big six. They were all in Fugu attire of which a speech was shared. All Ghanaian tribes in Ghana celebrates symbols of unity, citizenship, tribal traits, a sense of belonging through language and mother tongue, food, clothing, facial appearances etc. One can easily identify the tribe of a fellow Ghanaian through the cloth he/she wears or way of dressing. And Fugu in Ghana is always associated with people of the three northern regions especially in the case of Ghana. And if possible in other African countries. So wearing Fugu on the day of independence to celebrate the victory after a hard battle is something related to the northerner. Or in simple terms, it justifies a victory for Ghana or Gold Coast against the British led by the Northerner. This declarations can be analyzed in various ways through logical reasoning and its implications;
It’s a complete northerners registration in battle for victory and independence
A battle for Ghana or Gold Coast led by Dr Kwame Nkrumah who is a northerner
A political party and winning government belonging to the northerner
Takeover government from the British led by the northern
A moslem movement to rule and govern the Gold Coast or Ghana led by the northerner (about 80% Moslems in Ghana) and the world
A change in government and religion from Christian religion to Islamic religion
A well created world and government in the direction of greatness and development changed and reversed in the direction of retraction (Negative way of the statement Forward ever Backward never); this is a fact based on 21st century development in Ghana.
Motive of taking over Gold Coast or Ghana from a well created and intelligent man from an African country based on gold in Ghana. When one looks at movement and shipment of Gold and money from Ghana towards other African countries and final verdict of ending in some African countries and exit from the earth. This is detailed below.
Again, Nkrumah is tagged as someone from the Western Region of Ghana. This can be true and a complete lie to the common Ghana. This is because no one can confidently tell or give correct facts concerning the administrative regions in Ghana during the Gold Coast day’s era. A good example is 10 regions in Ghana comparable to the current 16 regions which is a complete change in terms of new names, geographical position system (GPS) and position of town, community, city or future city. But based on language tongue and dress code, it’s a complete lie to tell or explain to someone that president Dr Kwame Nkrumah is a Fante or from the Western Region of Ghana. It is a complete lie which is worth further analyzing based on Fante’s ways of life, Nkrumah’s declaration and support for Forward Ever Backwards Never couple with current state and affairs of development in Ghana.
Look at it this way again. No human life or being can tell where he/she comes from except by a mother, father, elderly family members or someone. And this citizenship is from the town or community or city where your head with eyes entered into the world. Citizenship coming from where one’s eyes opened to see the new world or creation. That is citizenship being established from the basis of where one is born into the world. This is the reason for citizenship by birth but even that is a question mark? Where final justification is also associated with motive, attitude, actions and contribution towards national and world development. If a real citizen of a town or community is terrorizing and fighting against the system or community, he/she can be thrown off board or into prisons. So if Dr Kwame Nkrumah’s forward ever backwards never is justified with this 21st century Ghana downgrade when dealing and talking about country development and greatness, then there is a missing link worth looking for and fixing. Or there is complete political lies to the advantage of someone somewhere.
2.2 Shipment of Gold and Money to Guinea and landing in Guinea
Dr Kwame Nkrumah is tagged the best ever president Ghana had ever registered in the world whiles others thinks if he hadn’t embarked on his change in rulership and governance from the British , Ghana would have been a better country. Ghana’s way of life, greatness and development would have been comparably the same like other western world countries. Because I believe the whole wide world was set on one platform and asked to move in the direction of greatness and development after the Second World War. This is simple because, one can easily see the creation of a beautiful world of development and greatness in terms of science and engineering in most African Countries. This well created and generated world is the same in the western World. Such beautiful engineered world is seen in most cities of African countries and same in the western world. A good example is Ghana, Senegal, Gambia, Burkina Faso, Nigeria etc. Travel to Accra, Dakar, Banjul and carefully look at the city settings, drainage works, the tall and massive state institutions buildings and they are comparably same as in the western world. This creation should have been taking on a modelling approach, education and training through university intelligence and simulated throughout the country for a western land and city world generation. So it means a world was created out of technology and intelligence for the world to revolve around education, training, planting and generating of such world continuously. A reason for most western countries having the same life in terms of intelligence and development.
But looks like a cycle was broken in terms of a world towards greatness and beauty on the African continent by the Nkrumah led movement. By all assessment and investigations, it looks like that creation was a Christian religion related creation and hence towards salvation, beauty, the goodwill of mankind and great height attainment for the common citizen. But the Nkrumah led movement which I think is Islamic religion focused broke that creation and development cycle. But lied to the common citizen with the phrase ‘Forward ever Backwards Never’. The true reflection and work done by his statement is the current state of Ghana. This is an investigation from one school of thought where one school of thought may prove or want to prove otherwise.
What of the possibility of the Nkrumah led government and world leaders creating and generating a world of greatness and beauty for the world but from the African continent or soil? Where a gold production business and intelligence is generated from Africa to create all kinds of beautiful places and world and hence the need to send the common African into slavery to serve in different fields or capacity through good leadership of a white man and hence a resultant impact or effect on the African Continent. Where at any point in time, a beautiful country or world is created and set as center stage focal point for greatness in all dimensions. A good example is China, other Asian countries and Dubai for instance. Have you ever thought about the world of Football competition between African countries in the 1990’s and in 2025 today? Can Ghana or Nigeria Football team face Chinese team, Korean team and possibly Saudi Arabia national team in this 21st Century? These are all thoughts worth analyzing and further probing. It’s possibly it was human gold and mineral gold production intelligent creation to help the world as a world where you and I may be part of a world and not part of the world when it comes to enjoying or assessing the goodies of the land or soil. But from the objective and perspective of United Nations Sustainable Development Goals (UN – SDG’s), resources are supposed to be shared equitably in life to the advantage of all.
2.3 Bombing at Burkina Faso during Nkrumah Visit
From the world of investigation and research, can it be a possibility that Ghana is being ruled by Burkina Faso, Ivory Coast and Togolese. That is being governed by three French speaking countries? Where there is intelligent creation motive but the ability to unravel the secrets and mysteries in there is very difficult? Is it also possible that Ghana is being used by this same Burkina Faso, Ivory Coast, Togolese and other African countries to propagate an agenda of mineral and human gold production to the detriment of the common Ghanaian or one who have lived in Ghana for several years? These are well researched investigations with some raw facts but worth further probing and investigating. Think of the northerner, Ivory Coast and Togolese populations and numbers in Ghana in this 21st Century. And comparably think and investigate the rate of migration from Burkina Faso, Ivory Coast and Togo which are all Francophone countries. Is there any correlation between Gold Coast and Ivory Coast? An Anglophone country and Francophone country? A British colony country and French colony country? Is there a relationship between the one who owns and mines the gold called gold trade because the country is involved in gold mining production? And the one involved in ivory trade which is basically buying and selling of ivory (tusks of elephants). Is there any explanation between a French speaking personality comparable to the attributes and features of an English speaking personality? Think of the number of Ghanaian communities and towns in the three countries named or registered above. So assuming a gold production business is set up; both human gold and mineral gold with the current rate of migration from Burkina Faso, Ivory Coast and Togo, who benefits? Who benefits from a well-crafted gold mining business establishment and takeover by these three neighbouring countries in Ghana with their huge numbers and representation in terms of population and manipulation? Assuming Dr Kwame Nkrumah is from Burkina and decides with Ivory Coast, Togo and other Francophone African countries leaders to set up such a business through Ghana, who benefits? Can you imagine how some graduates in Ghana do not get jobs or gets employed in gold mines and state institutions after tertiary educations? These are all questionable acts and behaviours of some secrets, actions and inactions in Ghana when talking about 21st century development in Ghana, mineral gold and human gold production worldwide. Assuming this was a creation from Burkina Faso or corperation and collaboration between the two or more countries and bombing at Burkina Faso for execution of the next intelligence creation direction as discussed by some schools of thoughts or at Kulungugu by another school of thought.
2.4 Forward Ever, Backwards Never
The main objective statement which is the center stage of Dr Kwame Nkrumah’s led leadership and government is ‘Forward Ever Backwards Never’. But a big question we all Ghanaians and a world ought to ask is the meaning, the intelligence and motive in this statement and hence the struggle and battle for freedom and liberation from the governance and rulership of the British. Some are of the assertions that if the British had ruled Ghana and no need for change or the Nkrumah’s fight, Ghana would have been better off. It would have been competition in the direction of greatness in terms of beauty and development among other countries. Can you look at the current state of development in Ghana in terms of everything? And the current destruction if possible all resources coupled with corruption among leaders and the youth. Then again, the generation of a country who thinks and believes complete allegiance to God in terms of song and prayer builds a beautiful country. Everybody in Ghana wants to travel not thinking and knowing that Ghana is someone’s or another countries abroad. Therefore the need to think and create an abroad or country of international status comparable to other countries to attract tourist and develop. Then build a country that will train good scientist and engineers to grow and propagate the country to the next level. Just like we have Ghanaians and other countries nationals in USA working and paying allegiance towards the goodwill and welfare of the USA, other people are in Ghana doing same for their own welfare and countries or nations of origin greatness. And hence Ghanaians needs to think alike or in the same direction. It is possible the Dr Nkrumah’s leadership and government generated a world in the direction of current Dubai to revolve round the world towards greatness and development and hence Forward Ever, backwards Never. Therefore, it’s the time of Ghanaians to learn, think, create and generate a world in that direction. This is after serious work for Ghanaians and the world. OR it could mean Dr Nkrumah embarked on a selfish and greedy ambition for the welfare of other countries or a world to the detriment of the common Ghanaian. Simply because he wasn’t from Ghana and do not wants the welfare and greatness of Ghana but need the gold for his people. Therefore the intelligent creation of a gold mining business for his welfare and good people. A justification for telling Ghanaians I, Dr Kwame Nkrumah will go forward it terms of countries greatness and development. Whiles backwards in terms of countries enrichment is for Ghanaian’s Presidents and his people. Therefore a justification for Forward Ever, Backwards Never. Can you think of the current management of all state resources and items coupled with unwillingness to serve one another? The level of corruption and non-allegiance of security forces to government and non-adherence to rules and laws governing a community or country by citizens? All these negative impacts or effects have proven the negative way of forward ever, backwards never! When this is compared to the governance, operation and management of state resources by the white man and in the western world even though to a certain level (not at level of a probability of 1). So we Ghanaians ought to think and probe further into Dr. Kwame’s Nkrumah’s creation and ask serious questions worth researching for answers, the meaning and motive of ‘Forward Ever Backwards Never’. Based on the current state and affairs in Ghana where a degree holder graduates from school, completes mandatory work to country and state then sits home for years looking for job.
2.5 Free Senior High School Government Policy and Political Intelligence
From the first point above, logical reasoning and its implications, this is rightly applicable to FREE SHS education in Ghana led by the Nana Addo Dankwa Akuffo Addo government. Was FREE SHS Akuffo Addo’s main objective or objective by the former Vice President, Alhaji Mahamudu Bawumai as the second in command but a captain and president for another world or tribe propagating political agenda in an intelligent manner? Who enjoys free education in Ghana most? And in which regions are all the Aids and free money given and generating geared towards in Ghana. I for instance have never enjoyed free education in Ghana and most people in the southern sector are in the same position. Can you imagine the number of scholarships that was given to tertiary students during the 2016 – 2024 Akuffo Dankwa led government gave to Ghanaians tertiary students in Ghana? The total sum of money used to spearhead this scholarships can even build three or four international gold mines in Ghana to help build the Ghanaian economy. I am not against given scholarships but ask of the quality human gold products that are being produced towards national and world development. Then all these actions against stealing and syphoning of government money by Headmasters, Administrators, directors, ministers where raw facts proves of a headmaster buying two cars to the detriment of teachers and staff. Avoiding the opportunity of using this money to complete an administration block for a school. And right after the exit of the Akuffo Addo’s led government out of office and into election is the Nkrumah’s wining and victory attitude; Mr Mahama on the right for election and Dr Bawumai on the left for election towards a total or complete northerner led government registration and take off as pilot after a new world creation – COVID 19 period. Is there a possibility for another project or simulation for another Mr Mahama on the right for election and Dr Bawumai on the left for election towards a total or complete northerner led government registration and take off as pilot in the future with current rambling and tangling in NPP presidential elections? These are questionable acts and raw facts before all Ghanaians and world worth looking into with a deeper and microscopic piecing microscope.
Based on research, investigations from studies areas and Nsutam with illegal gold mining intelligence and motive, I think there is a tribe called Asanteman. Which in terms of phonetics basically looks or literally means; ‘yƐ san ate oman’ – Asanteman. This in English means ‘Establishing another nation or kingdom’ again. This is where one sits down lazily, folds the arms, thinks he/she is smart and intelligent and ask one or the worker to do all the donkey or difficult works with a final take over with guns and intelligence as a thief. Which is one school of thought based on divine creation and Bible and young guys of today’s intelligence and nonsensical insults to business owners and job creators. Think of the current Asanteman explanation and registration at Nsutam in the Eastern Region of Ghana. Where people living in some philosophical world, school of thoughts or regions just gets small scale gold mining certificates from other regions and ends up in Eastern Region for contracts. The contracts are awarded by Newmont Akyem at Abirim with final output for work done to be the destruction of land, water resources, forest reserves, farmlands etc all in the name and philosophy of illegal gold mining. Newmont is where all the nice creation and creative works dealing with gold mining and production are done and completed. Such small scale miners are involved or works in another destruction creators hands justified by the destruction of natural resources and properties worth Billions of Pounds Sterling’s, dollars and cedis with even loss of human lives. This is the case of the COVID – 19 worldwide which is possibly a problem or solution from one philosophical world or school of thought.
3 21ST CENTURY ASSESSMENT OF GHANA
3.1 21st Century Development in Ghana
The 21st century generation, citizens and population in Ghana are bitter and angry at the current state of affairs when talking about job creation, greatness and development of a country. It is on most or all mindset of citizens of Ghana that to make it in life or reach the self-actualization level on the Maslow’s hierarchy of needs, one ought to travel. Citizens do not have faith in the economy, one does not see opportunity when it comes to job creation and accessibility. Even though opportunity comes in different forms, everyone and his knowledge level and hence resultant perception in life. As to whether the opportunity is small or big. I think leaders in Ghana wants graduates and the unemployed to make use of their intelligence and mental capacity towards helping themselves, building the economy and meeting their needs as represented in the Sustainable Development Goals (SDG’s). But I think everyone and his mental development process and hence the attainment of a great intelligence and its application at a stage or point in life. It therefore deems fit for leaders to help the vulnerable in the society or country, educate, train and give jobs as a government. This will help them meet the basic physiological needs in life, help themselves and families. Then think through how to better their lives while working assiduously to climb the Maslow’s’ hierarchy of needs ladder in life and help develop the country.
The rate of development in Ghana isn’t in the right direction as stated by Dr Kwame Nkrumah in his statement of forward ever, backwards never. All developments in Ghana are highly political and party initiated and implemented. An uncompleted project by party A has a lower probability that it will be completed by party B. Fanteakwa South district and Eastern Region of Ghana for instance has a lot of uncompleted projects undergoing deterioting process and extinction from the earth. This motive by government in power leads to wastage in terms of resources, unemployment and financial burden on all at the end of every government tenure. A justification for wastage of graduate’s intelligence and ability, four years wastage in the university in Ghana and other African countries. This is a problem worth investigating and analyzing when it comes to development on participatory approach and not on the basis of party tickets or party lines. Ghana needs development on all fronts; roads constructions, buildings or housing facilities, drainage networks, sewage networks, bioengineering works, hospitals construction, in the education sectors, water resources management, treatments and distribution, afforestation, job creation etc. It’s a basic principle to learn from others and that ought to be the motive of the young generation when it comes to the development and management of the economy. Everyone is a government as anyone can be a president today from the concept of school off thought. The very way one wants to be an assembly man, another member of parliament (MP) and another a Minister towards the presidency as president. The next 50 years president is being admitted at Kindergarten or Primary one (1) today which is a scenario but a reality too. Everyone knows something to the extent of even a mad man knowing something for going through madness school of thought which you, a so called healthy individual has never attended or graduated from before. Therefore, if your mental capacity has developed to the extent of being a leader, never use it to intimidate or bully others. In a nutshell, act responsibly when the duty of responsibility lies on your shoulders. Everyone and his mental capacity development stage in life. Ghana needs to look at the development and country building intelligence by other countries and work on going in that same direction.
3.2 21st Century Management and State institutions Collaboration and partnership in state affairs.
Management of state institution by current generation is very bad with high degree of quest for money first and not offering services for giveaways by clients or customers. Most state institution are in a very bad state and people or managers are not willing to share views, accepts corrections or implement recommendations. Most private and some institutions are not managed in that manner. Money oriented managers and directors operating as group have made the state institutions their own property and not willing to allow the system flow for good controlling and operation by able hands. The state of collaboration that is supposed to exist between state institutions and generate money into government accounts or coffers for projects and initiatives is very poor. This is draining government pocket and accounts on monthly basis as payments for government workers is on monthly basis. Most countries progress and development is basically based on generating of income and money by all state institutions in a collaborative manner. But this is not same in Ghana as most institutions are operated loosely and generating money into individual’s hands and pockets. For instance;
Payment for tariffs (water, electricity) to Ghana Water Company, Water Resources Commission and Electricity Company of Ghana for water and power (electricity) usage. Effective management of accrued money for services offered for all water projects, usage in the water industry and in the power industry.
Payment of road user fee at Tollbooth to Ghana Highway Authority for roads constructions and management of roads.
Generation of revenue through police reports, arrests, illegalities by Ghana Police Services and Security Forces
Fees paying and profits generations from the Ghana Education Service instead of free education (FREE SHS).
Treatment of all illness and disease at a cost by Ghana Health Service professionals to generate funds into government accounts etc.
Revenue generations from the Registrar’s Generals Department through business registrations, certifications, monitoring and quarterly or yearly returns analysis.
Revenues (tax) generation from all state and public bodies and individuals by Ghana Revenue Authority and its Collectors for government projects planting and establishments etc.
Researches and investigations by security forces like immigration services, Ghana Navy, Ghana Military and gives results like from Natural Resources Conservation Services in hydrology and hydraulics. Results and outputs generated from such institutions becomes data that can be sold and money generated into government coffers or is used by the state institutions. For instance, climate data and rainfall data from Meteorological services Department etc.
From the above assertions, it’s well justified that state institutions are supposed to work by coordinating and collaborating with each other. Then generate money through partnership and collaboratively for the running of the institution and into government accounts for picking and planting jobs for the unemployed graduates in Ghana and worldwide.
3.3 The 21st Century Forward Ever, Backwards Never Ghana
If another Ghana is to be built to justify the positive side and direction of forward ever backwards never comparable to Ghana in 2025 as said by Dr Kwame Nkrumah! Then the leaders and siting government need to work collaboratively and not on tribal basis or on tribal grounds. It looks like Ghana is deterioting simply because of the concept of ownership and leadership in Ghana. Every tribe wants to prove to be the owners of the land and hence comparably the same motive in the minds of leaders of the country in every regard. But Ghana needs to develop and generate a beautiful wealthy country through participatory approach and collaboration. In this way the following recommendations and points can be analyzed or probed, reviewed further and applied if applicable;
Build a beautiful modern city like a university, estate or institution with all facilities with modern intelligence and engineering eg is University of Environment and Sustainable Development under construction at Bunso in the Eastern Region of Ghana. A possible change in university name but with same building concept and intelligence as a model for the new Ghana.
The modern intelligence and engineering will includes, good tall buildings, good housing buildings and facilities, good roads, good electrification system, beautiful drainage networks, proper sewage systems, beautiful bioengineering works, well-constructed and coordinated state institutions, good management and collaborative way of making money into government accounts by all state institutions, creating a system where the education system purposely trains children and the young to take over and operate such a project or country development.
The above deliberation will constitute the accoutrements or components of a whole one catchment area even though there might be small catchments within this catchment.
This catchment will be comparable to one complete zone within a town or city with meeting roads around it.
Then building a complete town or city made up of several catchments will be by picking the architectural design and mounting it catchment by catchment with little or some modifications. This is simply because engineering deals with real time simulation based on feasibility studies of geographical location, associated characteristics of project area, seasons of siting of project and other factors.
Then simulation of the project over the whole town, city, region and country.
There will be the building of big malls, entertainment places with some monuments and edifices of beauty for entertainments and happy moods generations during holidays and weekends.
The whole water resources sector will be worked on regionally by engineers towards generating a pure quality clean water to meet the SDG’s. Then obtain water flowing under high pressures for hydropower projects and those with large surface areas that can allow boats and ships to move one as learning and entertainment sources.
There will be waste management sector to manage all wastages and generated wastes in the country towards obtaining a clean towns, cities and country comparable to some western countries like UK, USA, and Dubai, Germany etc. Since waste management and usage is problem, one can employ lecturers in the waste management sector to hold the process together. This intelligence will be applied to cover various sectors of the economy as a clean and beautiful city and country is generated for the now and future generations.
Generation of such a project will be through collaborative approach and engineered. A whole catchment project will constitute a team led by an experienced engineer supervisor. And working under the engineer supervisor will be all kinds of workers or experts that can handle a whole estate building project. A good example is the modelled University of Environment and Sustainable Development project at Bunso in the Eastern Region of Ghana. Such a project is a big employment industry for the unemployed graduate and all. And with this, migrating to abroad will be on lesser note or with a different motive.
Such a project will generate a beautiful country for Ghana and with a possibility of simulating for the whole world. Simulating for the whole wide world is regardless. It simply means taking it to the ends of the world where it doesn’t exist.
3.4 World Development and impacts from Real time Political Intelligence
3.4.1 Establishment of Ministry of Goldway Worldwide
Money is the first and foremost important parameter and symbol which quantifies anything on planet earth whenever one is talking about buying and selling worldwide. Money is a gold which means a real precious mineral (or figure) when dealing with buying and selling in terms of exchange of goods and services. Everyone on planet earth talks and deals with money basically meaning we are all involved with money issues or problems one way or the other. The government talks about money, the government worker talks and deals with money, the estate developer deals with money, the scientist, the engineer, the pilot, the mechanic, the trader or seller at the market, the banker and the common citizen in the society. So in summary, everyone deals and talks about money with the only difference being the particular currency at any point in time. That is either the pounds sterling’s, the dollar, Euro, the cedis, CFA, yen, Naira. These are all money with different symbols of authority based on country, history, allegiance, geographical locations, features, determining factors and finally a weighting factor highly dependent on countries development and impact on the world and its development. And this currency or money is what is moving and developing a country based on inflows and outflows into individual hands, business, home, job or business. But in all these assertions, there is one important group or categories who are dealing with money at any time ‘t’ when talking about buying and selling in real life. And that is the trader or the market man/woman. The beans seller, the meat seller, that rice and flour supplier and any other person at the market. The cashier at the bank or banker deals with money but not in terms of direct selling and buying of goods. Why am I interested in the trader or seller at the market when it comes to money, national development and world development in Ghana? Most countries have all kinds of institutions playing different roles and these institutions have been classified as one body contributing to the welfare and development of oneself, country and world. For instance is the Ministry of Education, Ministry of Défense, Ministry of Finance, Ministry of Water Resources, Ministry of Health, Ministry of Gender, Ministry of Roads and Highways, Ministry of Agriculture, Ministry of Communication, Ministry of Foreign Affairs, Ministry of Sports, Ministry of Energy etc. Most of these ministries are common among countries worldwide with some being different from the other. But possibly with the same roles and responsibilities in a country’s management or world development. This is a clear indication of landing spot that is either as a world controller or country control room operator. So basically this is a reason for some ministries having the same name, the same representation and responsibility in all countries worldwide. The same with different names and less representation worldwide. In totality, it means it’s possible some don’t know how a ministry in government is formed or established while others may have been on that difficult road which leads to a beautiful destination in real life before.
In Ghana for instance which is the research area and main country of focus for data, analysis and scenario generations, there are all kinds of classifications forming a ministry in Government. Examples includes the above listed ministries worldwide which gives thousands of jobs and wages and salaries to employees on monthly basis with associated taxes . These taxes ends up in government account or coffers for various activities towards job creation and world development. But ask yourself if the market woman selling eggs, beans, distributing rice and flour, the factory worker, the graphic designer, the wakye seller in that corner of the street is effectively taxed on monthly basis and contributing to country and world development? The Ghana Revenue Authority (GRA) and revenue collectors have been given this responsibility, but how effective is the collection and taxing system? Compare this to a medical Doctor Husband and accountant wife forming a family who are taxed before payment at the end of the month or salary or wages hitting the personal bank account. Think of this scenario for instance, taxing two families where family A is working for the government and family B are traders not paying taxes or being taxed effectively at the end of the month. All the analyzed figures are applicable in all currencies worldwide.
Table 1: Two family taxing system analysis (Gh₵ or ₵)
Family A
Family B
Husband(Doctor)
Wife(Accountant)
Husband(Mechanic)
Wife(Rice Distributor)
Monthly Salary
Gh₵10,000
Gh₵8,000
Gh₵7,500
Gh₵6,000
Monthly Tax (10%)
Gh₵1000
Gh₵800
Gh₵750
Gh₵600
Yearly Tax
Gh₵12,000
Gh₵9,600
Gh₵9,000
Gh₵7,200
Total Contribution by Family per Year
Gh₵108,000
Gh₵16,200
Ten Years Contribution Effect
Gh₵1,080,000
Gh₵162,000
Research findings establishes the salary or wages for husband Doctor and wife accountant payable by the government on monthly basis. But then, there is a procedure which justifies the ₵10,000 for husband and ₵8,000 for wife monthly wages based on work input on daily basis. Let assume the husband mechanic saves ₵250 on daily basis for 30days average for all months in a year. Then also into daily savings of ₵200 for 30 days average for the wife for the whole year round. Then for a monthly salary for the husband mechanic is ₵7,500 and ₵6000 for the Rice distributor and the corresponding taxing analysis above. This is on a lower scale or level. But what of on a higher scale or level as in the case of distributing point shops or factory where a seller a trader picks good and pays ₵2000 upfront? In such a situation, a business owner or trader can pay or save ₵5000 per day. This is analyzed in the Table 2 below comparable to a government earner in that category.
Table 2: Two family taxing system analysis on a higher level (Gh₵ or ₵)
Family A
Family B
Husband(Director)
Wife(Accountant)
Husband(Car Dealer)
Wife(Goods Distributor)
Monthly Salary
Gh₵60,000
Gh₵40,000
Gh₵1,000,000
Gh₵1,500,000
Monthly Tax (10%)
Gh₵6,000
Gh₵4,000
Gh₵100,000
Gh₵150,000
Yearly Tax
Gh₵72,000
Gh₵48,000
Gh₵1,200,000
Gh₵1,800,000
Total Contribution by Family per Year
Gh₵120,000
Gh₵3,000,000
Ten Years Contribution Effect
Gh₵1,200,000
Gh₵30,000,000
Analysis from Table 1 and Table 2 gives a clear indication that the government of Ghana is losing huge sums of money on monthly, yearly and decade basis for the trader or seller who is not taxed. And it is possibly same in countries or regions where the tax collecting system in that country is not well regulated in the market sector or in the buying and selling business sector. Think of the two families having three wards each who graduates in the university in years to come with undergraduate degrees to doctor of philosophy level and to be employed by the government of Ghana or the government. One can ask himself or herself. What is the contribution by the two families towards tax generation or income for the government, job creation in the country, national development and world development? These and many more reasons for the MINISTRY OF GOLWAY establishment in Ghana, other countries and if possible worldwide. This is where all traders will be classified under one body or institution (MINISTRY OF GODWAY) and under it is a business entity or company called GLORY SUSU and other departments. This will be a company or business entity that will be employed to generate monthly income for all traders, sellers, drivers, fashion designers, and other professionals not classified under one umbrella in government. It will be simply generating a monthly salary, wages or income around whatever business one is running, spearheading or involved in. But it is subject to all kinds of conditions with the poor trader in mind because of sustainability of business, family he or she is running, daily earnings and the inflows and outflows of money in business. And out of the generated monthly salary for the trader will be a percentage for income tax for government comparable to the percentage income tax from government workers in Ghana and worldwide into government account on monthly basis. The percentage for tax will depend on all kinds of factors used to generate income tax for the worker in government and will be the same for the government worker. In Ghana for instance is 16.6% as according to my payslip. This MINISTRY OF GOLDWAY is applicable to all countries worldwide who have difficulty when it comes to the collection and accountability for income tax from the trader or seller in the market. The currency (Gh₵) used here (Table 1 & 2) as a scenario is also applicable to all currencies worldwide like the dollar ($), pound sterling’s (£), CFA France, Euro (€) etc.
3.4.2 Establishment of Ministry of Management and Maintenance Worldwide
Management and maintenance issue especially in the case of state owned institutions facilities and buildings is a major problem in Ghana and possibly same in other countries worldwide. With this under discussion, it is of utmost importance in this 21st century to have a body or institution that works in that direction as all and everybody on earth is now concern with beauty and aesthetics at all levels. It is necessary to have a body that will give or generate a structure or system that will keep these institutions anew and fresh always. Assuming Ghana decides to build modern towns, cities and country to international standards with everything in place. How do we keep the beauty, aesthetics and freshness always? There is therefore the need for another ministry that will basically look at how or ensures the renovation of state institutions, roads, sewage system, government projects, private projects etc through self-financing intelligence (by the ministry itself) and money generation process towards beauty of the system, country and for sustainability. There is therefore the need for the establishment of MINISTRY OF MANAGEMENT AND MAINTENANCE to cater for all management and how to maintain the well-built or generated town, city or country always anew all year round. By this declaration, I mean there will be a fund generation process to cater for the paintings, bioengineering works and little addition or modifications of all state institutions, housing systems, private structures, projects and other areas deemed fit and appropriate. Think of this simple simulation to generate money internally for this ministry on monthly basis and major maintenances works done within 6 months or on yearly basis. The scenario is applicable in all other currencies worldwide and highly dependent on population. Populations living in housing system is by estimation and hence subject to real time research and investigations in every country. But there is a high degree of confidence in estimating population size in this research work as detailed in Table 3.
Determining factors upon which population size in housing system depends includes;
Development status of country
Size of economy, job creation and accessibility potential
Migrations
Education levels
Languages
Housing system and accessibility etc.
And upon critical consideration and examination of these factors carefully, the percentage population that are living in housing system and will be able to pay Gh₵20 ranges from 50% – 60%. This is the case for Ghana but is applicable to all population countries worldwide at possibly the same rate but different currency interpretations.
Table 3: Monthly and Yearly estimation of Total amount generated to feed the Ministry of Management and Maintenance in its operation
Country
Amount Per head/ Family Size (Per Month)
Total Population Per Each Country
Population in Housing System (Per Estimate)
Total Amount per Month
Total Amount per Year
Ghana
Gh₵20
34.43Million
18Million
Gh₵360Million
Gh₵43.2Billion
UK
£20
68.2Million
34Million
£680Million
£8.16Billion
United States of America
$20
339.8Million
200Million
$4Billion
$48Billion
3.4.3 Establishment of Ministry of Lotteries and Bettings
The lotteries institution or organization has been in existence over several decades with the inception of the technological betting industry (sporting industry for instance). With modern intelligence and interest in the sporting industry, the lotteries industry and betting industry is a big sector worth considering and taking to the next level in government. Especially in the case of analyzing the quantum of money generated on daily, weekly, monthly and yearly basis from the lotteries and betting industry. With new creation intelligence, formation and its associated establishment of new ministries in government, it deems fit to add more ministries which have an impact parameter or factor. The Lotteries and betting industry has huge quantum of money in its coffers or accounts comparable to other newly formed ministries in Government in Ghana for instance. This is especially in the case of Ghana’s government like the ministry of Tourism, Ministry of Fisheries and aquaculture (This is same Ministry of Agriculture), Ministry of Communication (same as Ministry of Information). The above-mentioned ministries have been worked on and classified already with Ministry of Tourism for instance in Ghana money generation for ministry operations and impact on Ghana’s economy and development on a minimal level. But think and ask of the impacts of the Lotteries and Betting industry in Ghana in terms of wealth generation, country and world development, keeping faith and hope alive in the life’s of the unemployed graduate, the common citizen, the monthly income level of lottery and betting lovers, tax into government coffers, projects, the happy mode generation philosophy around the lottery, betting and sporting games in Ghana and worldwide and finally the employment industry created or generated? It’s worth to be classified to another level in Ghana and given international recognition in government. These are few reasons for the need for the establishment of MINISTRY OF LOTTERIES AND BETTINGS in Ghana and worldwide. Under the ministry will be the National Lottery Authority (NLA) which is operational in Ghana, the National Betting Authority (NBA) and other departments under them playing pivotal roles. Then at the University level will be the School of Lotteries and Bettings as a school of thought worth teaching and learning, understanding by students for country and world development. Because the lottery Sheet/book in Ghana for instance is a big mathematics manual worth understanding and analyzing. It comprises subjects or topics like permutation (perm) as used by lotto lovers, combinations, additions, subtractions, factorials, week endings (used by teachers for lesson plans preparations), dates in the month, dates or years of events etc. This is a whole school of thought whose manual is released on weekly basis (Mondays for the week) in Ghana for study and getting the five lotto numbers (as answers) after vigorous study and analysis then stamping final authority on it with money for a price or fee or winning amount according to marking scheme, which is the five numbers to be released by the lotto machines. This is the old lotto system in Ghana with results released on Saturdays at 5pm according to research and findings. The concept of Bettings also comprises of additons, subtractions, logical reasoning, graphs analysis, odds determinations, fractions, weigh factors determination, teams’ history, achievement levels, computer programming’s and a whole mathematical concept and philosophies. And these are all university courses and various schools of thoughts worth investigations and researching into. It’s again a good way of learning everything about a sporting game or activity (Football, Basketball, Volleyball, Rugby, Cricket etc) and keeping the data or records for history and unborn generations.
Someone might ask as to whether Lottery and Bettings is worth but according to the biblical books, ‘Jesus cloth was used for this same purpose towards proving a school of thought or investigating something after being hanged on the cross of Calvary’. Where the Roman officials threw a dice on his cloth for a cause, reason or to find out the next person to investigate the issue at hand – as a scenario and possibility for dying on the cross of calvary. According to the first four books of the New Testament ‘Then the soldiers nailed him to the cross. They divided his clothes and threw dice* to decide who would get each piece’. These are mysteries and secrets associated with the Biblical books and life which justifies the various schools of thoughts and philosophical world of intelligence. This is a clear justification for the creation of the School of Lotteries and Bettings and its impacts on world development. The betting industry as a school is dealing with contents such as Fractional odds, algorithms, programming languages etc as indicated above . These are schools of thoughts worth teaching and learning which gives a justification for its representation in the university. Every concept or argument is subject to a lot of assessment, validation and correction before acceptance by all. It is not everything that is consumable can be eaten by all as has been read in the biblical books. Where God asked peter to kill it and eat since everything is cleansed and acceptable unto God. But even that, everything is subject to our own will even though God recommends allowing His will to be done in our lives as can be seen in the books of Moses.
3.5 Mineral gold production coupled with Human Gold Production and Theological Exploration besides Political applications
3.5.1 Mineral Gold Production
Gold as a precious mineral is very expensive when it comes to exploration, discovery, mining and refining to obtain a pure quality mineral for exploits. For exploits is looking at where it can be sold for millions of pounds (M£) towards enrichment of oneself or towards greatness attainment in life. In terms of the enrichment in life is where the gold is quantified in monetary terms after selling and obtained money is used to buy or build mansions, buy cars, establish big companies, help the needy or poor in society, meet the SDG’s, help build a better country or world. It is also used as ornaments for decoration and beauty especially in the case of ancient chiefs and rich men and women. It is been used in this direction but on a lower level due to its huge price tag in this 21st century, difficulty in accessing the mineral and the needed input or effort against cost of investments. It is easy to access with machines but can the common illegal gold miner afford the price or buy one earth moving machine for illegal gold mining in Ghana?
Mineral gold production is accessed through rock mining, surface mining, or on water bodies. Rock mining is where pure gold is accessed from rocks by crushing rocks and embarking on due processing for the real gold in high purity of Karat. This gold is either accessed legally through standard operating procedures like at Newmont Akyem, Newmont Ahafo, Anglogold Ashanti, Persues Mines, Tarkwa Mines, Bogoso Mines etc. But a big question to ask is Anglo-gold comparable to Anlo – gold? (Volta land ‘Anlo’ – gold or? This is a big question worth analyzing from the perspective of tribalism, politics and creation intelligence. It’s a research question worth further investigating and probing. The above listed gold mining companies are all involved in legal gold mining business and operations generating several gold bars per week, per month and yearly towards town development, region development, country and world development. All development are towards enrichment and greatness attainment but in different dimensions. A good example is in meeting the Sustainable Development Goals (SGD’s) of the United Nations and embarking on World Bank projects for the goodwill of all citizens and people worldwide. This same gold is also accessed illegally in Ghana and Nsutam is no exception. The illegal gold mining business in Ghana always comes with a repercussion. The consequences here is the destroying of land resources, water resources, forest reserves, destruction of animals and aquatic habitats and finally the loss of human lives. This is seen on a lighter note on the part of the International gold mining companies due to standardization and the use of standard operating procedures (SOP’s). This is what entails in mineral gold production. That is gold obtained from rocks, soil and in water bodies and refined to a high purity state for enrichment, greatness attainment and meeting SDG’s worldwide by the UN.
But one shouldn’t just be interested in the precious mineral but the difficult and troubling journey towards attainment and final purity in karate or state. Anything worth much in life is worth suffering and acquiring and this is great philosophy associated with gold production worldwide. And this is the case for the mineral gold production worldwide by all legal gold mining companies or from the illegal gold miner (Galamseyers).
3.5.2 Human Gold Production
Gold status attainment and analysis highly depends on view point in life. Everyone and his/her perception, view point in life and understanding level based on the school of thought under consideration. Everything in life or reality boils down to how one sees or perceives it. There is what is called human gold production in life which is another school of thought. This is in two folds; human gold production through the education system and biblical grounds human gold production. The biblical human gold production basically deals with once faith and believe and ability to anchor and struggle through that faith towards greatness or richness attainment in society or country. This will be expatiated in the next sub topic. The human gold production through the education system or educating oneself in school structures or buildings is also explained here.
3.5.2.1 Human gold production through the education system
The human gold production through the education system according to Danquah and Amposah (2024), is explained in this way. The human gold production looks at how one identifies academia or learning in school structures/buildings as the ultimate path and root towards greatness or enrichment in life (refined real gold status). And hence justifies it by climbing the academic ladder from kindergarten to doctor of philosophy (PHD) level and beyond. The basic concept here is seeing a cell as the basic unit of life. Again viewing that, the basic unit of a building or house is a block or brick. The justification here is sowing a seed into the soil in good faith and allowing it to germinate under favorable or unfavorable conditions. Then nurturing it through weeding, mulching, irrigation, pruning, fertilization etc into a giant tree that feeds all with thousand birds playing and laying in it unto the next generation. In this case, one goes through a series or all kinds of learning (about 85% books usage), courses and programs after a well-defined choice of program, profession, career or a school of thought. The student or individual goes through all the pressures, the hustles, struggles, money issues (sika asem) associated with education and mid night burning of candles for several years. This is what one goes through and in doing so, builds a very strong foundation and faith in a chosen field or path through academia with associated spirituality level. All in the name of being refined into pure gold medal, bar or refined individual or personality for greater works or to impact generations in the future. This is where real gold products in the form of graduates are obtained in various fields to help build the nation and world. This research work is justified in doing same for now and future generations through well-defined school building structures that meets the demands of this technological age. With this engineers, lawyers, agriculturists, scientists, artist, business men and women, footballers and other professionals will be trained, refined and obtained as pure gold bars products to serve mankind and future generations. The pure gold products has the potential of serving town, region, and nation or being boxed and shipped to other countries to help build a beautiful world for all. We or most people are finding themselves on the international stage to help build a country or impact the world through this process. Since there are different schools of thoughts and motive for actions and inactions. For instance, another school of thought can be thinking of working on the human penis as a gold production business. These are all schools of thoughts and philosophical intelligent world of creation motives identified through investigations and research. Where one thinks to be seen as man or real man is highly dependent on manhood largeness and size. Where another world of creation thinks real man is highly dependent on intelligence or knowledge level and to another is the quantum of money in the pocket and wealth. These are all human gold production intelligent creations and schools of thoughts.
With a justification for mineral gold production as explained above which balances human gold production, refined man is able to explore, engineer and mine real gold as a refined gold product on planet earth. And then initiate the use of real mineral gold to address needs such as SDG’s of the United Nations (UN) and for World Bank projects. The gold is used as real gold or quantified in terms of monetary languages usable by all. This helps to address all the Sustainable Development Goals (SDG’s) as there will be eradication of poverty, hunger, promote good health and well-being, give quality education (quality human gold production), address gender equality, provide water and electricity for all. From the sustainable development goals (SDG’s) is also peace and justice establishment among citizens and finally, ensures partnership, collaboration and coordination among all the Sustainable Development Goals (SDG’s) for the United Nations and embark on World Bank projects for the good will of all mankind worldwide.
3.5.2.2 Human Gold Production and theological foundations from the Christian perspective
The Bible is made up of books which contains inspirational words from the highest being (God) and meant for correction, nurturing, training and pruning mankind into a refined gold products acceptable unto God himself. This refined human gold products becomes tools or instruments to be used for glorification and accomplishing tasks and missions in His vineyard. This biblical books talks or deals in human gold production but not directly written in the scriptures. But from the concept of schools of thought is a justification for this. The whole concept of the great commission task by Jesus in the Bible is the foundation or basis for human gold production in the Bible. ‘Jesus came and told his disciples, I have been given all authority in heaven and on earth. Therefore go and make disciples of all the nations, baptizing them in the name of the Father and the son and the Holy Spirit. Teach these new disciples to obey all the commands I have given you. And be sure of this; I am with you always, even to the end of the age’. This is the ‘Great Commission’ task from Jesus to his disciples (11 disciples comparable to 11 players forming a football team?) before ascension into the heavens after his salvation work on planet earth. This forms the foundational message and basis for the Christian gospel and family. After the acceptance of Christ into once life and being baptized into the Christian family is the process for work input for once own salvation with fear and trembling at any point in time throughout the Christian journey on earth. This comes with reading the Bible, prayers, fasting, meditations, fellowship and all kinds of religious sacrifices, rituals and activities. All these rituals are geared toward obtaining a good Christian in the vineyard of God and for the work of God. This is also coupled with teachings, correction, counselling’s, help and support from Christians or believers who are at the level of chewing bones as such a person will still be breastfeeding in the vineyard of God. This is seeing life as a dependent and independent figure towards a refined human gold product. The implication here is the mature Christian offering help and support to the new or young believer or babe Christian. Such a young believer or Christian is subject to all kinds of trails, tribulations, fights, hunger, torcher, anguish and all kinds of unnecessary conditions and wilderness from the accuser or enemy. And such a Christian should be willing to pass the examination here through personal hardwork and fight with some support from the mature Christian. The final justification after going through the trials, anguish, torcher and standing tall and strong in the Christian faith to pass the examination is a refined human gold product. That will be formed and fashioned for good use in the vineyard of God towards good works and glorification. This is comparable to refinement of mineral gold by passing it through fire and obtaining refined real gold with high purity and karat. This is summarized in the book of 1 Peter as ‘So be truly glad, there is a wonderful joy ahead even though you have to endure many trials for a little while. The trials will show that your faith is genuine. It is being tested as fire test and purifies gold – though your faith is far more precious than mere gold. So when your faith remains strong through many trials, it will bring you much praise and glory and honour on the day when Jesus Christ is revealed to the whole world’. These are the words of Apostle Peter to the church or Christian’s family concerning trails, tribulation, pain, anguish etc which are legal or illegal gold mining associated issues. These issues are repercussions one does goes through in real life, in the Christian faith or as a gold mining engineer to obtain real mineral gold legally or illegally (Galamsey). This is what the whole church doctrine, concept and process is about. In summary is shown below;
It all begins with the identification of a need, problem, sin factor and hence a salvation hand or man
After this is the confession for sins and inactions;
Then accepting Jesus Christ as Lord and personal savior;
Baptism with flowing water (comparable to Jesus baptism in River Jordan) – Cleansing of oneself with water from dirt as detailed in Danquah (2026) paper.
Then baptism of the Holy Ghost; That is baptism of the Spirit to commune and communicate with God and that is Baptism of the spirit by the Holy Ghost;
Working out of once own salvation with fear and trembling coupled with additions, subtractions, protections, counselling’s and monitoring from mature believers in the Christendom or Christian family; The whole concept of faith, trials, tribulations and gold refinement and processing stages in the human gold production business is seen here;
At the maturity level in the Christian journey will be the final refined human gold products for greater works in God’s vineyard and world development to propagate the gospel unto future generations.
This final refined human gold product is the treasure to propagate the gospel to the ends of the world. Such a human gold product is the new leader to lead the next generation through the same church gold mining or religious gold mining process. These refined human gold products are embedded with spiritual gifts and justified as Apostles, Prophets, Pastors, Teachers, Miracle workers, etc for the edification of the church. The basic spiritual gift unto all is a teacher as everyone on earth is seen teaching in various ways. So everyone has a spiritual gift as can be seen in the book of 1 Corinthians. This is comparable to a lecturer, engineer, Dentist or Doctor who is now a human gold product from another school of thought to help build a better world and leave it in the hands of the next generation. This will be towards meeting the United Nations Sustainable Development Goals (UN SDG’s) and Working out World Bank projects to help the most vulnerable in society. This most vulnerable person is comparable to a sinner who doesn’t know God and needs to accept Christ as Lord and personal saviour and taking through the human gold production process like a clay in potter’s hand. This clay is worked on and taking through several processes towards obtaining a final product with defined quality and beauty for glorification and enrichment in life. This is the human gold production in the direction of the Christian faith and is possibly same in other religious bodies or doctrines like the Moslem, the Buddhist, Traditionalist or idol worshipper etc. A good example explaining this three gold mining concepts and philosophy elaborated above are Newmont Akyem at Abirim (Now Zijin Golden Ridge Limited), the University of Environment and Sustainable Development (UESD) under construction at Bunso and the Church of Pentecost in Eastern Region salvation work. The current state of water resources in the Eastern Region is very bad as all water bodies have been destroyed due to illegal gold mining activities and business in the region. These water bodies are a function and foundation stones when it comes to Christian faith, usage and importance in the human gold production in the direction of the Christian perspective and theological backgrounds. This is can be seen in another paper as written by Danquah (2026). These water resources needs to be worked on for a balance between water on land, water above and water underground in order to protect and conserve the hydrological cycle. A whole school of thought worth probing further in this 2025/2026 under the NDC government.
The Newmont Akyem gold mining project is a project modelled from Newmont Ahafo gold mining project and the current status in terms of legal gold mining business, operation and management in Ghana and worldwide. With this intelligence, model and further work is the current number of gold mining companies like Transeco, BSD, CG Mining, Narawa etc which are to be worked on and elevated to Newmont Akyem at Abirim (now Zijin Golden Ridge Limited) status with pulling and building intelligence (principal/capital or resources). This has raised a lot of interests and concerns after work done and high interest in gold mining business and its operations in the Eastern Region of Ghana. These are worth investigating further with the region as resources are to be protected, managed and kept for now and future generations.
3.5.3 Gold mining business creation coupled with Tribal and Political competition in this 21st Century
Ghana in this 21st Century is seeing a creation around this gold mining intelligence and creation and the major question being asked by all (from all schools of thoughts); which tribe or country is ascribed to this gold mining business in Ghana and worldwide? Or which country worldwide is responsible for this gold mining project or initiating the gold mining business creation intelligence that was done years back and shot into the world to pilot or spearhead the world to today. A justification of gold mining business creation towards a day for another creation to take the next generation or world to another level? Is it the Akwapim man, is it the Ashanti Man, is it the northerner, is it the Fante man, is it the Ewe man, is it the Ga man, is it the Akyem man, is it the Kwahu man, is it the Kyerepong man or is it any other tribe in Ghana. Or is it the British, is it the India man, is it the American man, is the Portuguese, is it the French man, is it the German, is it the man from Burkina Faso or is it any man from another country. Is it from the New Patriotic Party (NPP), is it from the National Democratic Congress (NDC), and is it from the Democrats or from the Republican, or from which political party worldwide?
From research and investigations, the current legal and illegal gold mining activities and impacts in Ghana is a scenario from past creation, activities, actions and inactions when talking about gold mining business on planet earth. Therefore, who is responsible for this creation based on tribal, country or political grounds? And assuming this creation was done 200 years ago and shot to take off or spearhead the world to the next level, to the next generation; where are the creators, implementers and all those who did this hard work? Aren’t they dead and gone with the planet earth or world in place for new creations, inventions, modifications, additions and subtractions for the good will of all? Where is their wealth, riches, greatness, intelligence and contributions to humanity and world development? It is only records in books or internet that can record or talk about such great men dreams, works, dreams and contributions to world creation and development in life. This is what justifies dreams and greatness embedded in books, in the grave and spiritual realms. This is the reason for the Christian faith which believes in spiritual realm operation coupled with physical realm manifestation before God and all mankind for the advancement of the world unto the next generations.
4 CONCLUSIONS
The 21st Century mineral gold and human gold mining business is seeing battling from all angles for justification and validation of ownership and greatness height in world governance and rulership. But if everything is towards the goodwill of humanity and mankind, then the United Nations (one united world composed of different countries with its citizens and having all mankind at will and at heart) Sustainable Development Goals should be the main objective for all towards equitable sharing of resources. The equitable sharing of country or world resources is highly dependent on ability, intelligence level, education level, experience and impact towards country development, world development and greatness. That is the minister of the Gospel and minister in Parliament or governance, the engineer, the scientist, the artist, the security personnel and all schools of thoughts graduates will contribute their parts towards mineral gold and human gold production for the goodwill of all mankind worldwide. The need and importance to know that everyone is important when it talking about impact, effect and world development. And hence a justification for someone to hold just a single match stick at a corner on planet earth towards world development, growth and propagation of the gold mining business worldwide. This will help meet the United Nations Sustainable Development Goals (SDG’s) for the good will and wellbeing of mankind while embarking on World Bank projects in order to meet the financial needs of all.
Acknowledgment
I am grateful to the Almighty God for this Revelational knowledge, ability and strength for this research work on human gold production and mineral gold production in Ghana. I am again thankful to the UNITED NATIONS and WORLD BANK for this opportunity and in serving mankind and the world. I am grateful to His Royal Majesty, Osagyefuo Amoatia Ofori Panin, the king of Abuakwa Traditional Area in the Eastern Region of Ghana for given a consideration to not ‘laying all eggs in one basket’ and also not ‘laying into the basket of the deceiver as it lays outside the basket’. I am again grateful to Osabarima Abeam Brakatu Ofori Aninkrah who is the King of Bunso Traditional Area also in the Eastern Region of Ghana for the opportunity of serving the land, world and for proofreading this research paper. I am again thankful to the people of Nsutam, Osino, Kyebi, Enyiresi, Bepoase, Akyem Tafo, Kukurantumi, Akyem Abirim, Goaso, Kenyasi, Bunso, Koforidua, Accra, Kumasi, Bolgatanga, Wa, Takoradi, the Eastern Region and Ghana as a whole which are study area locations for this political paper. I am again grateful to the Danquah and Gyadu families at Nsutam, Bunso and Bepoase, the Darko and Kissiwa families at Kukurantumi and Kwahu areas all in the Eastern Region of Ghana. I acknowledge the role of my wife, Mrs Rita Abena Darko in my life and my two lovely boys; Gates Odoi Danquah and Michael Darko Danquah. My final gratification goes to my family worldwide as we all strive to work hard in meeting and addressing all the 17 Sustainable Development Goals (SDG’s) collaboratively towards the greatness and goodwill of all mankind worldwide. God bless us all.
References
Danquah, I. O., Amposah, G, 2024, Geotechnical Investigation and Assessment of Modern Building Foundation, Journal for Studies in Management and Planning, India.
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