Skip to main content
Log in

Infrastructure Development and Subjective Well-being in Africa: Linkages and Pathways

  • Published:
Global Social Welfare Aims and scope Submit manuscript

Abstract

Unlike previous studies which focused on the economic effects of infrastructures, this paper contributes to the literature by analysing the contribution of infrastructure development to well-being, considered the aim of all efforts. The paper uses composite infrastructure indexes from the African Development Bank, to capture infrastructure quality and the life ladder index as proxy for subjective well-being on a sample of 29 African countries during the 2007–2018 period. Estimates are done using panel corrected standard errors, Tobit regression, and the generalised method of moments. Results show that infrastructure development boosts the well-being of Africans. Further analysis at the disaggregated level shows that information and communication technology (ICT) and electricity are the main drivers of happiness in the region. After testing for possible mediators, human capital is found to be the main channel through which infrastructure development enhance subjective well-being in Africa. Therefore, policies aiming to promote the well-being of Africans should consider investments in infrastructure development, especially ICT, electricity, transport, water supply, and sanitation services. This would in turn improve the performance of institutions and human capital, contributing to the well-being of Africans.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Source: WHR (2023)

Fig. 2

Source: IRF World Road Statistics (2019)

Fig. 3

Source: ITU based on ICT indicators database

Fig. 4

Source: Author’s construction

Fig. 5

Source: Author’s construction

Fig. 6

Source: Author’s own elaborations

Similar content being viewed by others

Data Availability

The data underlying this article will be shared on request.

Notes

  1. Nevertheless, amidst the observed hurdles, there are still notable improvements in infrastructure development in the region. For example, according to the Africa infrastructure development index (AIDI), all scores pertaining to electricity, transport, ICT, water, and sanitation improved for virtually all countries in Africa between 2016 and 2018 (AfDB, 2018b). Also, relative to other infrastructures, telecommunication infrastructure has not only experienced progress across all income groups in Africa but also doubled total access rates albeit still low relative to South Asia with 55%, Latin America, and the Caribbean and East Asia (above 80%).

  2. The 20 saddest countries are Afghanistan, Lebanon, Sierra Leone, Zimbabwe, Congo, Botswana, Malawi, Comoros, Tanzania, Zambia, Madagascar, India, Liberia, Ethiopia, Jordan, Togo, Egypt, Mali, Gambia, and Bangladesh.

  3. Benin; Botswana; Burkina Faso; Cameroon; Chad; Congo, Dem. Rep.; Congo, Rep.; Egypt, Arab Rep.; Gabon; Ghana; Guinea; Kenya; Liberia; Madagascar; Malawi; Mali; Mauritania; Morocco; Niger; Nigeria; Rwanda; Senegal; Sierra Leone; South Africa; Tanzania; Tunisia; Uganda; Zambia; Zimbabwe.

  4. Variance inflation factors (VIFs) are used to assess multicollinearity. VIF illustrates how multicollinearity causes an estimator’s variance to increase. The collinearity of a variable increases with increasing VIF value. If the average VIF across all variables is higher than 6 and the biggest individual VIF is more than 10 (Enders, 2004), there is evidence of the multicollinearity issue. It appears that the observed VIF values for the model’s variables are accurate. The outcomes show that multicollinearity is not a concern for our variables.

  5. Let us recall that subjective well-being (happiness) as measured by the life ladder index takes values between 0 and 10. See Helliwell et al. (2019) for details on the construction of this index.

  6. Governance is a composite index constructed from principal component analysis (PCA) using the six governance indicators from the Worldwide Governance Indicators database, while secondary school enrolment (% gross) is used as proxy for human capital.

References

  • AfDB. (2018a). African economic outlook, African Development Bank Group, Ivory Coast, Abidjan.

  • AfDB. (2018b). Retrieved, March 18,  2023, from https://dataportal.opendataforafrica.org/AIDI

  • Ahmad, S., Mathai, M. V., & Parayil, G. (2014). Household electricity access, availability and human well-being: Evidence from India. Energy Policy, 69, 308–315.

    Article  Google Scholar 

  • Ali, M. S. B. (2020). Does ICT promote democracy similarily in developed and developing countries? A linear and nonlinear panel threshold framework. Telematics and Informatics, 50, 101382.

    Article  Google Scholar 

  • Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Review of Economics Studies, 58(2), 277–297.

    Article  Google Scholar 

  • Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of econometrics, 68(1), 29–51.

    Article  Google Scholar 

  • Aschauer, D. A. (1989). Is public expenditure productive? Journal of Monetary Economics, 23(2), 177–200.

    Article  Google Scholar 

  • Asongu, S. A., & Le Roux, S. (2017). Enhancing ICT for inclusive human development in Sub-Saharan Africa. Technological Forecasting and Social Change, 118, 44–54.

    Article  Google Scholar 

  • Augsburg, B., & Rodriguez-Lesmes, P. A. (2018). Sanitation and child health in India. World Development, 107, 22–39.

    Article  Google Scholar 

  • Azolibe, C. B., & Okonkwo, J. J. (2020). Infrastructure development and industrial sector productivity in Sub-Saharan Africa. Journal of Economics and Development, 22(1), 91–109.

    Article  Google Scholar 

  • Balkin, J. M. (2017). Digital speech and democratic culture: A theory of freedom of expression for the information society In Paul Schiff Berman (Eds) Law and Society Approaches to Cyberspace. Routledge, pp. 325–382.

  • Barron, M., & Torero, M. (2017). Household electrification and indoor air pollution. Journal of Environmental Economics and Management, 86, 81–92.

    Article  Google Scholar 

  • Baum, C. F., Schaffer, M. E., & Stillman, S. (2003). Instrumental variables and GMM: Estimation and testing. Symposium (international) on Combustion, 3(1), 1–31.

    Google Scholar 

  • Beck, N., & Katz, J. N. (1995). What to do (and not to do) with time-series cross-section data. American Political Science Review, 89(3), 634–647.

    Article  Google Scholar 

  • Belasen, A. R., & Hafer, R. W. (2013). Do changes in economic freedom affect well-being. Journal of Regional Analysis & Policy, 43(1), 56–64.

    Google Scholar 

  • Bhattacherjee, A., & Shrivastava, U. (2018). The effects of ICT use and ICT Laws on corruption: A general deterrence theory perspective. Government Information Quarterly, 35(4), 703–712.

    Article  Google Scholar 

  • Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143.

    Article  Google Scholar 

  • Bond, J. (2016). Infrastructure in Africa. Global Journal of Emerging Market Economies, 8(3), 309–333.

    Article  Google Scholar 

  • Buccafusco, C., & Masur, J. S. (2020). Drugs, patents, and well-being. Washington University Law Review, 98, 1403.

    Google Scholar 

  • Calderón, C., & Chong, A. (2004). Volume and quality of infrastructure and the distribution of income: An empirical investigation. Review of Income and Wealth, 50(1), 87–106. https://doi.org/10.1111/j.0034-6586.2004.00113.x

    Article  Google Scholar 

  • Calderón, C., & Servén, L. (2010). Infrastructure and economic development in Sub-Saharan Africa. Journal of African Economies19(suppl_1), i13-i87. https://doi.org/10.1093/jae/ejp022

  • Cameron, L., Chase, C., & Suarez, D. C. (2021). Relationship between water and sanitation and maternal health: Evidence from Indonesia. World Development, 147, 105637.

    Article  Google Scholar 

  • Castriota, S. (2006). Education and happiness: A further explanation to the Easterlin Paradox. Unpublished paper.

  • Chakamera, C., & Alagidede, P. (2018). The nexus between infrastructure (quantity and quality) and economic growth in Sub Saharan Africa. International Review of Applied Economics, 32(5), 641–672. https://doi.org/10.1080/02692171.2017.1355356

    Article  Google Scholar 

  • Charlier, D., & Legendre, B. (2022). Fuel poverty and health: A shared agenda for policy. Revue d’économie politique32(2), 245-272.

  • Danna, K., & Griffin, R. W. (1999). Health and well-being in the workplace: A review and synthesis of the literature. Journal of Management, 25(3), 357–384.

    Article  Google Scholar 

  • Di Tella, R., MacCulloch, R. J., & Oswald, A. J. (2001). Preferences over inflation and unemployment: Evidence from surveys of happiness. American Economic Review, 91(1), 335–341.

    Article  Google Scholar 

  • Donaubauer, J., Glas, A., Meyer, B., & Nunnenkamp, P. (2018). Disentangling the impact of infrastructure on trade using a new index of infrastructure. Review of World Economics, 154, 745–784. https://doi.org/10.1007/s10290-018-0322-8

    Article  Google Scholar 

  • Easterlin, R. A. (2001). Income and happiness: Towards a unified theory. The Economic Journal, 111(473), 465–484.

    Article  Google Scholar 

  • Easterlin, R. A. (2005). Building a better theory of well-being. In L. Bruni & P. Porta (Eds.), Economics and happiness: Framing the analysis (pp. 29–64). Oxford University Press.

    Chapter  Google Scholar 

  • Ellison, C. W., & Smith, J. (1991). Toward an integrative measure of health and well-being. Journal of Psychology and Theology, 19(1), 35–45.

    Article  Google Scholar 

  • Enders, W. (2004). Applied econometric time series (2nd ed.). John Wiley and Sons.

    Google Scholar 

  • Fambeu, A. H. (2023). Do information and communication technologies (ICTs) make Africans happy?. Canadian Journal of Development Studies/Revue canadienne d'études du développement, 1–16. https://doi.org/10.1080/02255189.2023.2182765

  • Fay, M., Toman, M., Benitez, D., et al. (2011). Infrastructure and sustainable development. In: Fardoust S, Kim Y and Sepúlveda CP (eds.). Postcrisis growth and development: A development agenda for the G-20. pp 329–382. Washington, DC, USA: World Bank.

  • Fernández-Gutiérrez, M., Gimenez, G., & Calero, J. (2020). Is the use of ICT in education leading to higher student outcomes? Analysis from the Spanish Autonomous Communities. Computers & Education, 157, 103969.

    Article  Google Scholar 

  • Frey, B. S. (2018). Happiness and religion. In Economics of Happiness, pages 59–62. Springer.

  • Frey, B. S., & Stutzer, A. (2002). What can economists learn from happiness research? Journal of Economic Literature, 40(2), 402–435.

    Article  Google Scholar 

  • Frey, B. S., & Stutzer, A. (2005). Beyond outcomes: measuring procedural utility. Oxford Economic Papers, 57(1), 90–111. https://doi.org/10.1093/oep/gpi002

  • Frijters, P., Clark, A. E., Krekel, C., & Layard, R. (2019). A happy choice: Well-being as the goal of government. Behavioural Public Policy, 4(2), 126–165.

    Article  Google Scholar 

  • Ganju, K. K., Pavlou, P. A., & Banker, R. D. (2016). Does information and communication technology lead to the well-being of nations? A Country-Level Empirical Investigation. MIS Quarterly, 40(2), 417–430.

    Google Scholar 

  • Ginja, S., Coad, J., Bailey, E., Kendall, S., Goodenough, T., Nightingale, S., ... & Lingam, R. (2018). Associations between social support, mental wellbeing, self-efficacy and technology use in first-time antenatal women: data from the BaBBLeS cohort study. BMC pregnancy and childbirth18, 1–11. Springer.

  • Graham, C., & Nikolova, M. (2013). Does access to information technology make people happier?: Insights from well-being surveys from around the world. The Journal of Socio-Economics, 44, 126–139. https://doi.org/10.1016/j.socec.2013.02.025

    Article  Google Scholar 

  • GSMA. (2019). L’Economie Mobile Afrique Subsaharienne rapport 2019. Groupe Spécial Mobile association.

    Google Scholar 

  • Helliwell, J. F. (2003). How’s life? Combining individual and national variables to explain subjective well-being. Economic Modelling, 20(2), 331–360.

    Article  Google Scholar 

  • Helliwell, J. F., Huang, H., Grover, S., & Wang, S. (2018). Empirical linkages between good governance and national well-being. Journal of Comparative Economics, 46(4), 1332–1346.

  • Helliwell, J. F., Huang, H., & Wang, S. (2019). Changing World Happiness. World Happiness Report, 2019, 11–46.

    Google Scholar 

  • Hoogerbrugge, M. M., & Burger, M. J. (2019). The urban happiness paradox. Evidence from the United Kingdom. Working Paper, 56(1), 75–86.

  • IEA. (2019). World Energy Outlook. IEA, Paris. https://www.iea.org/reports/world-energy-outlook-2019

  • Internet World Statistics. (IWS, 2021). Usage and population statistics. Retrieved https://www.internetworldstats.com/stats1.htm

  • IRF. (2019). World Road Statistics 2019: Assessing the global road network. Switzerland: International Road Federation.

  • ITU. (2019). World Telecommunication/ICT Indicators database. http://www.itu.int/en/ITU-D/Statistics/. Accessed on 10 April 2023.

  • Ketu, I. (2023). Achieving the “zero hunger” goal in Africa: Beyond the direct effects of infrastructure development. World Food Policy, 1–24. https://doi.org/10.1002/wfp2.12062

  • Ketu, I., & Ningaye, P. (2023). Sectoral employment shares shape economic complexity: Empirical evidence from African countries. Global Journal of Emerging Market Economies, 1–20. https://doi.org/10.1177/09749101231169857

  • Khandker, S. R., Barnes, D. F., & Samad, H. A. (2012). The welfare impacts of rural electrification in Bangladesh. The Energy Journal, 33(1), 187–206.

    Article  Google Scholar 

  • Kislev, E. (2018). Happiness, post-materialist values, and the unmarried. Journal of Happiness Studies, 19(8), 2243–2265.

    Article  Google Scholar 

  • Kouladoum, J. C., Ngouhouo, I., & Miamo, C. W. (2023). Wellbeing in Africa: The role of technology transfer. Technology in Society, 73, 102238.

    Article  Google Scholar 

  • Kumar, S., & Rauniyar, G. (2018). The impact of rural electrification on income and education: Evidence from Bhutan. Review of Development Economics, 22(3), 1146–1165.

    Article  Google Scholar 

  • Law, M., Steinwender, S., & Leclair, L. (1998). Occupation, health and well-being. Canadian Journal of Occupational Therapy, 65(2), 81–91.

    Article  Google Scholar 

  • Lawrence, E. M., Rogers, R. G., Zajacova, A., & Wadsworth, T. (2019). Marital happiness, marital status, health, and longevity. Journal of Happiness Studies, 20(5), 1539–1561.

    Article  Google Scholar 

  • Livingstone, S. (2012). Critical reflections on the benefits of ICT in education. Oxford Review of Education, 38(1), 9–24.

    Article  Google Scholar 

  • Luo, X., & Xu, X. (2018). Infrastructure, value chains, and economic upgrades. World Bank Policy Research Working Paper, (8547).

  • Malah Kuété, F. Y., Mignamissi, D., & Kuete, B. N. (2022). Political decentralization and subjective well-being: Evidence from propensity score matching estimates. Revue D’économie Politique, 132(4), 583–613.

    Article  Google Scholar 

  • Mason, H. D. (2023). Hope and its relation to grit and subjective well-being among first-year South African university students. Journal of Psychology in Africa, 33(2), 99–105.

    Article  Google Scholar 

  • Maurseth, P. B. (2020). ICT, growth and happiness. In D. Maiti, F. Castellacci, & A. Melchior (Eds.), Digitization and development (pp. 31–86). Springer.

    Google Scholar 

  • Mignamissi, D., & Malah Kuete, Y. F. (2020). What makes Africans happy? Economics Bulletin, 40(4), 2741–2754.

    Google Scholar 

  • Minkov, M., Welzel, C., & Schachner, M. (2020). Cultural evolution shifts the source of happiness from religion to subjective freedom. Journal of Happiness Studies, 21, 2873–2888.

    Article  Google Scholar 

  • Nchofoung, T. N., Asongu, S. A., Njamen Kengdo, A. A., & Achuo, E. D. (2022). Linear and non-linear effects of infrastructures on inclusive human development in Africa. African Development Review, 34(1), 81–96. https://doi.org/10.1111/1467-8268.12619

    Article  Google Scholar 

  • Nickell, S. (1981). Biases in dynamic models with fixed effects. Econometrica, 49(6), 1417–1426. https://doi.org/10.2307/1911408

  • Nie, P., Li, Q., & Sousa-Poza, A. (2021). Energy poverty and subjective well-being in China: New evidence from the China Family Panel Studies. Energy Economics, 103, 105548.

    Article  Google Scholar 

  • Nikolaev, B., & Rusakov, P. (2016). Education and happiness: An alternative hypothesis. Applied Economics Letters, 23(12), 827–830.

    Article  Google Scholar 

  • Ningaye, P., & Ketu, I. (2023). Does infrastructure development matter for the shadow economy in African countries? International Review of Applied Economics, 37(3), 290–310. https://doi.org/10.1080/02692171.2023.2197642

    Article  Google Scholar 

  • Njangang, H. (2019). Governance and happiness in African countries. Economic Bulletin, 39(2), 1546–1555.

    Google Scholar 

  • North, D. C. (1990). Institution, institutional change and economic performance. Cambridge University Press.

    Book  Google Scholar 

  • Nussbaum, M. (2000). Women’s capabilities and social justice. Journal of Human Development, 1(2), 219–247.

    Article  Google Scholar 

  • Ott, J. C. (2011). Government and happiness in 130 nations: Good governance fosters higher level and more equality of happiness. Social Indicators Research, 102(1), 3–22.

    Article  Google Scholar 

  • Ott, J. (2013). Greater happiness for a greater number: Some non-controversial options for governments. In The Exploration of Happiness, pages 321–340. Springer.

  • Reed, W. R., & Webb, R. (2010). The PCSE estimator is good--just not as good as you think. Journal of Time Series Econometrics2(1). https://doi.org/10.2202/19411928.1032

  • Richaud, C., Sekkat, K., & Varoudakis, A. (1999). Infrastructure and growth spillovers: A case for a regional infrastructure policy in Africa. manuscript, University of Brussels.

  • Robeyns, I. (2017). Wellbeing, freedom and social justice: The capability approach re-examined (p. 266). Open Book Publishers.

  • Roodman, D. (2009). A note on the theme of too many instruments. Oxford Bulletin of Economics and Statistics, 71(1), 135–158.

    Article  Google Scholar 

  • Sen, A. (1993). Capability and well-being73. The Quality of Life, 30, 270–293.

    Google Scholar 

  • Sobel, M. (1982). The mediating roles of disgust sensitivity and danger expectancy in relation to hand washing behaviour. Sociological Methodology, 13, 290–312. https://doi.org/10.2307/270723

    Article  Google Scholar 

  • Song, J., Ngnouwal Eloundou, G., & Ayang Mimbang, J. (2023). Is access to electricity a relevant determinant of happiness in developing countries?. The Journal of Energy and Development. https://ssrn.com/abstract=4390075

  • Spencer, M. K. (2007). Full human flourishing: The place of the various virtues in the quest for happiness in Aristotle’s ethics. Proceedings of the American Catholic Philosophical Association, 81, 193–204. https://doi.org/10.5840/acpaproc20078127

    Article  Google Scholar 

  • Stronge, S., Overall, N. C., & Sibley, C. G. (2019). Gender differences in the associations between relationship status, social support, and wellbeing. Journal of Family Psychology, 33(7), 819.

    Article  Google Scholar 

  • Stutzer, A., & Frey, B. S. (2006). Does marriage make people happy, or do happy people get married? The Journal of Socio-Economics, 35(2), 326–347.

    Article  Google Scholar 

  • The Economist. (2019). More than half of sub-Saharan Africans lack access to electricity. Available at: https://www.economist.com/graphic-detail/2019/11/13/more-than-half-of-sub-saharan-africans-lack-access-to-electricity. Accessed on February, 2023.

  • UNICEF & WHO. (2019). Progress on household drinking water, sanitation and hygiene, 2000–2017. https://www.who.int/water_sanitation_health/publications/jmp-report-2019/en/. Accessed 12 April 2023.

  • Waddell, G., & Burton, A. K. (2006). Is work good for your health and well-being? The Stationary Office.

    Google Scholar 

  • Wheeler, D., & Mody, A. (1992). International investment location decisions: The case of US firms. Journal of International Economics, 33(1–2), 57–76.

    Article  Google Scholar 

  • WHR. (2023). Retrieved June 05, 2023, from https://worldhappiness.report/ed/2023/

  • Wirajing, M. A. K., & Nchofoung, T. N. (2023). The role of education in modulating the effect of ICT on governance in Africa. Education and Information Technologies, 1–34. https://doi.org/10.1007/s10639-023-11631-w

  • Wirajing, M. A. K., Nchofoung, T. N., & Nanfosso, R. T. (2023). Revisiting the inequality-well-being Nexus: The case of developing countries. Global Social Welfare, 1–14. https://doi.org/10.1007/s40609-023-00278-7

Download references

Funding

No funds, grants, or other support was received.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Isaac Ketu.

Ethics declarations

Ethics Approval

This article does not contain any studies with human participants performed by any of the author(s).

Competing Interests

The author declares no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix

Appendix

Table 8 Variance inflation factor (VIF) analysis
Table 9 Cross-sectional dependence test

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ketu, I. Infrastructure Development and Subjective Well-being in Africa: Linkages and Pathways. Glob Soc Welf (2023). https://doi.org/10.1007/s40609-023-00322-6

Download citation

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s40609-023-00322-6

Keywords

Navigation