Dergiler / Journal of Research in Economics / 2026 / Volume: 10 Issue: 1

THE “AFRICA RISING”: AN EMPIRICAL ANALYSIS OF THE DETERMINANTS OF PER-CAPITA GROWTH

Sayfa
—
Yayın Tarihi
2026-03-26
DOI
—
🏛️Bu makalenin bibliyografik verileri ve tam metin bağlantısı DergiPark üzerinden sağlanmıştır.
DergiPark Kaydı ↗

Abstract

In developing economies, the race toward inclusive development has prompted researchers to reconsider the drivers of growth in view of achieving the Sustainable Development Goals (SDGs). This study aims to explore the determinants of African growth after analysing reference literature to select the explanatory variables. The paper aims to identify the robust drivers of growth of 54 African countries over the period 2010-2019, where the data source is more complete. As a data source, the main international organisations (UN, WB, IMF) have been considered. We employ a fixed-effects (FE) estimator and primarily a system dynamic panel estimator (GMM-sys) without and with added exogenous regressors, the latter as a robustness check. As far as we know, we have not found any studies analysing the determinants of growth in a panel of 54 African countries using GMM estimators with data referring to the last decade. We have used the real per-capita GDP as a dependent variable. Our findings indicate that in addition to the initial conditions of the per-capita GDP, the natural resource rent with one order of lags has emerged as significant and with a negative sign, crowding out the per-capita GDP. On the other hand, the government expenditure with one order of lags is also confirmed as significant with a positive sign, while the terms-of-trade has emerged as not significant, after the robustness check with the instrumental variables. We conclude that institutional and business environments are particularly important in explaining African growth.

Anahtar kelimeler
🔖

Bu Makaleye Atıf Yap

Scalamonti, F. (2026). THE “AFRICA RISING”: AN EMPIRICAL ANALYSIS OF THE DETERMINANTS OF PER-CAPITA GROWTH. Journal of Research in Economics, Volume: 10 Issue: 1. https://ajindex.com/articles/1060274

📄 Tam Metin PDF Okuyucu

Kaynakça (219)

  1. Abdu, M., Jibir, A., Abdullahi, S., et al. (2021). Drivers of manufacturing firms’ productivity: A micro- perspective to industrialization in Nigeria. SN Business & Economics, 1, Article 32. https://doi. org/10.1007/s43546.020.00026-5
  2. Abdu, M., Musa, B. M., & Jibir, A. (2022). Firm-level study of the drivers of internationalization of small – and medium-scale enterprises in Sub-Saharan Africa. SN Business & Economics, 2, Article 52. https://doi.org/10.1007/s43546.022.00227-0
  3. Aboubacar, B., & Xu, D. (2017). The impact of health expenditure on economic growth in Sub-Saharan Africa. Theoretical Economics Letters, 7(3), 615–622. https://doi.org/10.4236/tel.2017.73046
  4. Acemoglu, D., & Robinson, J. A. (2012). Why nations fail: The origins of power, prosperity, and poverty. Crown.
  5. Acemoglu, D., Naidu, S., Restrepo, P., & Robinson, J. A. (2019). Democracy does cause growth. Journal of Political Economy, 127(1), 47–100. https://doi.org/10.1086/700936
  6. Addison, T., Ghoshray, A., & Stamatogiannis, M. P. (2016). Agricultural commodity price shocks and their effect on growth in Sub-Saharan Africa. Journal of Agricultural Economics, 67(1), 47–61. https://doi. org/10.1111/1477-9552.12129
  7. Adusah-Poku, F. (2016). Which form of foreign capital inflows enhance economic growth? Empirical evidence in Sub-Saharan Africa. Asian Economic and Financial Review, 6(10), 557–570. https://doi. org/10.18488/journal.aefr/2016.6.10/102.10.557.570
  8. Africa, K. (2025). Assessing five years of the African Continental Free Trade Area (AfCFTA): Proposals on potential amendments (South Centre Research Paper No. 215, pp. 1–36). South Centre.
  9. Ahlerup, P., Baskaran, T., & Bigsten, A. (2016). Government impartiality and sustained growth in Sub- Saharan Africa. World Development, 83, 54–69. https://doi.org/10.1016/j.worlddev.2016.03.006
  10. Ahmed, A. D. (2012). Debt burden, military spending and growth in Sub-Saharan Africa: A dynamic panel data analysis. Defence and Peace Economics, 23(5), 485–506. https://doi.org/10.1080/10242.694.201 1.627163
  11. Ahodode, B. G. (2023). Evolution of innovation systems, economic growth, and sustainable competitiveness in Africa. African Journal of Science, Technology, Innovation and Development, 15(3), 362–375. https://doi.org/10.1080/20421.338.2022.2115605
  12. Ajayi, T. A. (2024). Mineral rents, conflict, population and economic growth in selected economies: Empirical focus on Sub-Saharan Africa. Journal of Economic Development, 26(1), 19–35. https://doi. org/10.1108/JED-04-2023-0075
  13. Akhmat, G., Zaman, K., Shukui, T., et al. (2014). Social health indicators and economic growth: Evidence from East Asia and Pacific, Middle East and North Africa, South Asia, and Sub-Saharan Africa. Social Indicators Research, 119(2), 663–686. https://doi.org/10.1007/s11205.013.0538-x
  14. Akobeng, E. (2016). Growth and institutions: A potential medicine for the poor in Sub-Saharan Africa. African Development Review, 28(1), 1–17. https://doi.org/10.1111/1467-8268.12163
  15. Alemu, A. M., & Lee, J. S. (2015). Foreign aid and economic growth in Africa: A comparison of low – and middle-income countries. South African Journal of Economic and Management Sciences, 18(4), 449– 462. https://doi.org/10.17159/2222-3436/2015/v18n4a1
  16. Amir, M. Z., & Amir, M. K. (2024). Impact of remittances on economic growth in Africa: An econometric analysis. International Journal of Economics and Financial Issues, 14(1), 64–72. https://doi. org/10.32479/ijefi.14867
  17. Anetor, F. O. (2020). Human capital threshold, foreign direct investment and economic growth: Evidence from Sub-Saharan Africa. International Journal of Development Issues, 19(3), 323–337. https://doi. org/10.1108/IJDI-01-2020-0014
  18. Anoruo, E., & Elike, U. (2015). Human capital–economic growth nexus in Africa: Heterogeneous panel causality approach. International Journal of Economics and Financial Issues, 5(4), 1017–1023.
  19. Antràs, P. (2020). Conceptual aspects of global value chains. The World Bank Economic Review, 34(3), 551– 574. https://doi.org/10.1093/wber/lhaa006
  20. Arellano, M. (2003). Panel data econometrics. Oxford University Press.
  21. Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297. https://doi. org/10.2307/2297968
  22. Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51. https://doi.org/10.1016/0304-4076(94)01642-D
  23. Arizala, F., Gonzalez-Garcia, J., Tsangarides, C. G., & Yenice, M. (2021). The impact of fiscal consolidations on growth in Sub-Saharan Africa. Empirical Economics, 61, 1–33. https://doi.org/10.1007/ s00181.020.01863-x
  24. Arjun, & Mishra, B. R. (2024). External debt and economic growth: Does the role of governance matter in emerging countries? SAGE Open, 14(2). https://doi.org/10.1177/215.824.40241243254
  25. Asamoah, L., Mensah, E. K., & Bondzie, E. (2019). Trade openness, FDI and economic growth in Sub- Saharan Africa: Do institutions matter? Transnational Corporations Review, 11(1), 65–79. https:// doi.org/10.1080/19186.444.2019.1585272
  26. Asante, G. N., Takyi, P. O., & Mensah, G. (2023). The impact of financial development on economic growth in Sub-Saharan Africa: Does institutional quality matter? Development Studies Research, 10(1). https://doi.org/10.1080/21665.095.2022.2156904
  27. Asongu, S. A. (2014). Does money matter in Africa? New empirics on long – and short-run effects of monetary policy on output and prices. Indian Growth and Development Review, 7(2), 142–180. https://doi.org/10.1108/IGDR-12-2012-0048
  28. Autor, D. H., Dorn, D., & Hanson, G. H. (2016). The China shock: Learning from labor-market adjustment to large changes in trade. Annual Review of Economics, 8, 205–240. https://doi.org/10.1146/annurev- economics-080.315.015041
  29. Awolusi, O. D., Adeyeye, O., & Pelser, T. G. (2017). Foreign direct investment and economic growth in Africa: A comparative analysis. International Journal of Sustainable Economy, 9(2), 183–198. https:// doi.org/10.1504/IJSE.2017.084788
  30. Babajide, A., Ahmad, A. H., & Coleman, S. (2021). Violent conflicts and state capacity: Evidence from Sub- Saharan Africa. Journal of Government and Economics, 3, Article 100019. https://doi.org/10.1016/j. jge.2021.100019
  31. Bacchiocchi, A., & Bischi, G. I. (2022). An evolutionary game to model offshoring and reshoring of production between developed and developing countries. International Journal of Applied Behavioral Economics, 11(1), 1–29. https://doi.org/10.4018/IJABE.302137
  32. Bah, M., & Kpognon, K. (2020). Public investment and economic growth in ECOWAS countries: Does governance matter? African Journal of Science, Technology, Innovation and Development, 13(6), 713– 726. https://doi.org/10.1080/20421.338.2020.1796051
  33. Barro, R. J. (2014). Determinants of economic growth: A cross-country empirical study. MIT Press.
  34. Batuo, M. E. (2015). The role of telecommunications infrastructure in the regional economic growth of Africa. The Journal of Developing Areas, 49(1), 313–330. https://doi.org/10.1353/jda.2015.0005
  35. Baum, C. F., Schaffer, M. E., & Stillman, S. (2003). Instrumental variables and GMM: Estimation and testing. The Stata Journal, 3(1), 1–31. https://doi.org/10.1177/1536867X030.030.0101
  36. Becker, B., & Dulay, D. (2024). Between God and nation: The colonial origins of democracy support in British Africa. Studies in Comparative International Development. https://doi.org/10.1007/ s12116.024.09450-2
  37. Becker, B., & Ricart-Huguet, J. (2024). Colonial legacies of social policy. In The Oxford handbook of social policies in the developing world. Oxford University Press.
  38. Beekman, G., Bulte, E. H., & Nillesen, E. (2013). Corruption and economic activity: Micro-level evidence from rural Liberia. European Journal of Political Economy, 30, 70–79. https://doi.org/10.1016/j. ejpoleco.2013.01.005
  39. Benati, G., & Guerriero, C. (2020). The origins of the state: Technology, cooperation and institutions. Journal of Institutional Economics, 18(1), 29–43. https://doi.org/10.1017/S174.413.7420000569
  40. Benati, G., & Guerriero, C. (2021). Climate change and state evolution. Proceedings of the National Academy of Sciences, 118(14). https://doi.org/10.1073/pnas.202.089.3118
  41. Benati, G., Guerriero, C., & Zaina, F. (2022). The origins of political institutions and property rights. Journal of Comparative Economics, 50(4), 946–968. https://doi.org/10.1016/j.jce.2022.07.002
  42. Bernard, A. B., Jensen, J. B., Redding, S. J., & Schott, P. K. (2018). Global firms. Journal of Economic Literature, 56(2), 565–619. https://doi.org/10.1257/jel.20160792
  43. Bertocchi, G., & Guerzoni, A. (2012). Growth, history, or institutions: What explains state fragility in Sub-Saharan Africa? Journal of Peace Research, 49(6), 769–783. https://doi. org/10.1177/002.234.3312452420
  44. Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. https://doi.org/10.1016/S0304-4076(98)00009-8
  45. Bond, S. A., Hoeffler, A., & Temple, J. R. (2001). GMM estimation of empirical growth models (Economics Papers 2001-W21). University of Oxford.
  46. Boranbay, S., & Guerriero, C. (2019). Endogenous (in)formal institutions. Journal of Comparative Economics, 47(4), 921–945. https://doi.org/10.1016/j.jce.2019.07.004
  47. Borgi, H., Mabrouk, F., Bousrih, J., & Mekni, M. (2023). Environmental change and inclusive finance: Does governance quality matter for African countries? Sustainability, 15(4), Article 3533. https://doi. org/10.3390/su15043533
  48. Borojo, D. G., & Jiang, Y. (2016). The impact of Africa–China trade openness on technology transfer and economic growth for Africa: A dynamic panel data approach. Annals of Economics and Finance, 17(2), 403–431.
  49. Bouvet, F., Bower, R., & Jones, J. C. (2022). Currency devaluation as a source of growth in Africa: A synthetic control approach. Eastern Economic Journal, 48(3), 367–389. https://doi.org/10.1057/ s41302.022.00211-4
  50. Bruckner, M. (2012). Economic growth, size of the agricultural sector, and urbanization in Africa. Journal of Urban Economics, 71(1), 26–36. https://doi.org/10.1016/j.jue.2011.08.004
  51. Brueckner, M., & Lederman, D. (2015). Trade openness and economic growth: Panel data evidence from Sub-Saharan Africa. Economica, 82(328), 1302–1323. https://doi.org/10.1111/ecca.12160
  52. Cai, J., Zheng, Z., Hu, R., et al. (2018). Has international aid promoted economic growth in Africa? African Development Review, 30(2), 239–251. https://doi.org/10.1111/1467-8268.12333
  53. Calderon, C., & Boreux, S. (2016). Citius, altius, fortius: Is growth in Sub-Saharan Africa more resilient? Journal of African Economies, 25(4), 502–528. https://doi.org/10.1093/jae/ejw006
  54. Carmody, P. R. (2017). The new scramble for Africa. London, UK: Wiley.
  55. Carmody, P. R. (2025). Great power competition in Africa: Toward a new cold war? E-International Relations, 1.
  56. Castellani, D., Mancusi, M. L., Santangelo, G. D., & Zanfei, A. (2015). Exploring the links between offshoring and innovation. Economy and Industrial Policy, 42(1), 1–7. https://doi.org/10.1007/ s40812.014.0008-8
  57. Chang, C. C., & Mendy, M. (2012). Economic growth and openness in Africa: What is the empirical relationship? Applied Economics Letters, 19(18), 1903–1907. https://doi.org/10.1080/13504.851.20 12.676728
  58. Chavula, H. K. (2013). Telecommunications development and economic growth in Africa. Information Technology for Development, 19(1), 23–41. https://doi.org/10.1080/02681.102.2012.751567
  59. Chomen, M. T. (2022). Institutions–economic growth nexus in Sub-Saharan Africa. Heliyon, 8(12), e12251. https://doi.org/10.1016/j.heliyon.2022.e12251
  60. Collier, P. (2014). Attracting international private finance for African infrastructure. Journal of African Trade, 1(1), 37–44. https://doi.org/10.1016/j.joat.2014.09.002
  61. Coulibaly, D., Gnimassoun, B., & Mignon, V. (2018). Growth-enhancing effect of openness to trade and migrations: What is the effective transmission channel for Africa? Journal of African Economies, 27(3), 369–404. https://doi.org/10.1093/jae/ejy009
  62. Coveri, A., & Pianta, M. (2022). Drivers of inequality: Wages vs. profits in European industries. Structural Change and Economic Dynamics, 60, 230–242. https://doi.org/10.1016/j.strueco.2021.11.016
  63. Coveri, A., & Zanfei, A. (2023). The virtues and limits of specialization in global value chains: Analysis and policy implications. Journal of Industrial and Business Economics, 50(1), 73–90. https://doi. org/10.1007/s40812.022.00247-9
  64. Coveri, A., Cozza, C., Nascia, L., & Zanfei, A. (2020). Supply chain contagion and the role of industrial policy. Journal of Industrial and Business Economics, 47(3), 467–482. https://doi.org/10.1007/ s40812.020.00167-6
  65. Coveri, A., Paglialunga, E., & Zanfei, A. (2024). Global value chains and within-country inequality: The role of functional positioning. Structural Change and Economic Dynamics, 70, 382–397. https://doi. org/10.1016/j.strueco.2024.05.001
  66. Cowling, K., & Tomlinson, P. (2011). Post the ‘Washington Consensus’: Economic governance and industrial strategies for the twenty-first century. Cambridge Journal of Economics, 35(5), 831–852. https://doi. org/10.1093/cje/ber003
  67. D’Agostino, G., Dunne, J. P., & Pieroni, L. (2016). Corruption and growth in Africa. European Journal of Political Economy, 43, 71–88. https://doi.org/10.1016/j.ejpoleco.2016.03.002
  68. D’Amelio, M., Garrone, P., & Piscitello, L. (2016). Can multinational enterprises light up developing countries?: Evidences from the access to electricity in sub-Saharan Africa. World Development, 88(12), 12-32. https://doi.org/10.1016/j.worlddev.2016.06.018
  69. Dallago, B., & Casagrande, S. (Eds.). (2023). The Routledge handbook of comparative economic systems. Routledge.
  70. Dao, A. T. (2015). Trade openness and economic growth. The Park Place Economist, 23(1), 46–62. https:// digitalcommons.iwu.edu/parkplace/vol23/iss1/11
  71. Dao, M., Das, M., & Koczan, Z. (2019). Why is labour receiving a smaller share of global income? Economic Policy, 34(100), 723–759. https://doi.org/10.1093/epolic/eiaa004
  72. David, O. O. (2019). Powering economic growth and development in Africa: Telecommunication operations. Applied Economics, 51(32), 3583–3607. https://doi.org/10.1080/00036.846.2019.1578852
  73. David, O. O., & Grobler, W. (2020). Information and communication technology penetration level as an impetus for economic growth and development in Africa. Ekonomska Istraživanja, 33(1), 1394– 1418. https://doi.org/10.1080/1331677X.2020.174.5661
  74. De Jong, E. (2009). Culture and economic. Routledge.
  75. Debrah, Y. A., Olabode, O. E., Olan, F., & Nyuur, R. B. (2024). The African Continental Free Trade Area (AfCFTA): Taking stock and looking ahead for international business research. Journal of International Management, 30(2), 101120. https://doi.org/10.1016/j.intman.2024.101120
  76. Dedrick, J., Kraemer, K., & Linden, G. (2010). Who profits from innovation in global value chains?: A study of the iPod and notebook PCs. Industrial and Corporate Change, 19(1), 81–116. https://doi. org/10.1093/icc/dtp032
  77. Diaw, D., & Lessoua, A. (2013). Natural resources exports, diversification and economic growth of CEMAC countries: On the impact of trade with China. African Development Review, 25(2), 189–202. https:// doi.org/10.1111/j.1467-8268.2013.12026.x
  78. Diop, M., Ka, M. M., Gueye, A. S., & Sène, B. (2025). Financial development and economic growth in Sub- Saharan Africa revisited: Disentangling the role of banks and stock markets. International Journal of Financial Studies, 13(2), 92. https://doi.org/10.3390/ijfs13020092
  79. Doku, I., Akuma, J., & Owusu-Afriyie, J. (2017). Effect of Chinese foreign direct investment on economic growth in Africa. Journal of Chinese Economic and Foreign Trade Studies, 10(2), 162–171. https://doi. org/10.1108/JCEFTS-06-2017-0014
  80. Donou-Adonsou, F., Lim, S., & Mathey, S. A. (2016). Technological progress and economic growth in Sub-Saharan Africa: Evidence from telecommunications infrastructure. International Advances in Economic Research, 22(1), 65–75. https://doi.org/10.1007/s11294.015.9559-3
  81. Ehigiamusoe, K. U., & Lean, H. H. (2020). The role of deficit and debt in financing growth in West Africa. Journal of Policy Modeling, 42(1), 216–234. https://doi.org/10.1016/j.jpolmod.2019.08.001
  82. Eichengreen, B. (2018). The populist temptation: Economic grievance and political reaction in the modern era. Oxford University Press.
  83. Elhiraika, A. B., Aboubakar, O., & Muhammad, K. (2014). Promoting manufacturing to accelerate economic growth and reduce growth volatility in Africa. The Journal of Developing Areas, 48(6), 1–20. http:// www.jstor.org/stable/23723963
  84. Epaphra, M., & Amin, J. (2022). The relationship between trade liberalization, growth and balance of payments in Sub-Saharan Africa: Insights from dynamic panel data analysis. African Journal of Economic Review, 10(4), 20–42. https://doi.org/10.22004/ag.econ.330367
  85. Epaphra, M., & Kombe, A. H. (2017). Institutions and economic growth in Africa: Evidence from panel estimation. Business and Economic Horizons, 13(3), 570–590. https://doi.org/10.22004/ ag.econ.285110
  86. Farahane, M., & Heshmati, A. (2020). Trade and economic growth: Theories and evidence from the Southern African Development Community. IZA Discussion Paper No. 13679, 1–27.
  87. Fayissa, B., & Nsiah, C. (2013). The impact of governance on economic growth in Africa. The Journal of Developing Areas, 47(1), 91–108. https://doi.org/10.1353/jda.2013.0009
  88. Ferrucci, L., Gigliotti, M., & Runfola, A. (2018). Italian firms in emerging markets: Relationships and networks for internationalization in Africa. Journal of Small Business and Entrepreneurship, 30(3), 375–395. https://doi.org/10.1080/08276.331.2017.1412611
  89. Festré, A. (2021). Michael Polanyi’s vision of government and economics: Spanning Hayek and Keynes. Journal of Government and Economics, 4, 100026. https://doi.org/10.1016/j.jge.2021.100026
  90. Frankema, E., & Van Waijenburg, M. (2018). Africa rising? A historical perspective. African Affairs, 117(469), 543–568. https://doi.org/10.1093/afraf/ady022
  91. Franses, P. H., & Welz, M. (2022). Forecasting real GDP growth for Africa. Econometrics, 10(1), 3. https:// doi.org/10.3390/econometrics10010003
  92. Gaibulloev, K., & Sandler, T. (2011). The adverse effect of transnational and domestic terrorism on growth in Africa. Journal of Peace Research, 48(3), 355–371. https://doi.org/10.1177/002.234.3310395798
  93. Gereffi, G., & Korzeniewicz, M. (Eds.). (1994). Commodity chains and global capitalism. Praeger.
  94. Gereffi, G., Humphrey, J., & Sturgeon, T. (2018). The governance of global value chains. In G. Gereffi (Ed.), Global value chains and development (pp. 108–137). Cambridge University Press.
  95. Glegg, C., Harris, O., Ngo, T., & Susnjara, J. (2021). Having the government as a client: Does this reduce earnings management of the firm? Journal of Government and Economics, 4, 100022. https://doi. org/10.1016/j.jge.2021.100022
  96. Grabowski, R., & Self, S. (2025). Sub-Saharan Africa’s development pattern. Applied Economics, 1–11. https://doi.org/10.1080/00036.846.2025.2545016
  97. Haftu, G. G. (2019). Information communications technology and economic growth in Sub-Saharan Africa: A panel data approach. Telecommunications Policy, 43(2), 88–99. https://doi.org/10.1016/j. telpol.2018.03.010
  98. Hagan, E., & Amoah, A. (2019). Foreign direct investment and economic growth nexus in Africa: New evidence from the new financial fragility measure. African Journal of Economic and Management Studies, 11(1), 1–17. https://doi.org/10.1108/AJEMS-05-2019-0180
  99. Helpman, E. (2017). Globalisation and wage inequality. Journal of the British Academy, 5(7), 125–162. https://doi.org/10.5871/jba/005.125
  100. Heshmati, A. (Ed.). (2017). Economic transformation for poverty reduction in Africa. Routledge. Heshmati, A. (Ed.). (2018). Determinants of economic growth in Africa. Palgrave.
  101. Heshmati, A., & Lee, S. (2010). The relationship between globalization, economic growth and income inequality. Journal of Globalization Studies, 1(1), 87–117.
  102. Hofstede, G., Hofstede, G. J., & Minkov, M. (2010). Cultures and organizations. McGraw Hill.
  103. Hussen, M. S. (2023). Institutional quality and economic growth in Sub-Saharan Africa: A panel data approach. Journal of Economic Development, 25(4), 332–348. https://doi.org/10.1108/JED-11-2022- 0231
  104. Ibrahim, M. (2018). Interactive effects of human capital in finance–economic growth nexus in Sub-Saharan Africa. Journal of Economic Studies, 45(6), 1192–1210. https://doi.org/10.1108/JES-07-2017-0199
  105. Ibrahim, R. L., Alomair, A., & Al-Naim, A. S. (2024). How financial development heterogeneity, macroeconomic volatility, domestic investment, and digital economy are driving sustainable economic growth in Africa. Sustainability, 16(21), 9281. https://doi.org/10.3390/su16219281
  106. Ibrahimov, Z., Hajiyeva, S., Seyfullayev, İ., Mehdiyev, U., & Aliyeva, Z. (2023). The impact of infrastructure investments on the country’s economic growth. Problems and Perspectives in Management, 21(2), 415–425. https://doi.org/10.21511/ppm.21(2).2023.39
  107. Idun, A. A.-A. (2021). Does finance lead to economic growth convergence in Africa? The Journal of Developing Areas, 55(1), 23–55. https://doi.org/10.1353/jda.2021.0051
  108. Iheonu, C. O., & Ichoku, H. E. (2021). Terrorism and economic growth in Africa: Understanding the role of military expenditure. Behavioral Sciences of Terrorism and Political Aggression, 15(4), 448–462. https://doi.org/10.1080/19434.472.2021.1987967
  109. IMF. (2019). World economic outlook: Global manufacturing downturn, rising trade barriers. International Monetary Fund.
  110. IMF. (2020). World economic outlook: A long and difficult ascent. International Monetary Fund.
  111. IMF. (2021). World economic outlook: Recovery during a pandemic. International Monetary Fund.
  112. IMF. (2022). World economic outlook: Countering the cost-of-living crisis. International Monetary Fund.
  113. Irwin, D. (2020). Free trade under fire. Princeton University Press.
  114. Islam, S. (2025). A systematic review of public budgeting strategies in developing economies: Tools for transparent fiscal governance. American Journal of Advanced Technology and Engineering Solutions, 1(1), 602–635. https://doi.org/10.63125/wm547117
  115. Jacobsz, T. (2020). Rules of origin: Notes on challenges for the African Continental Free Trade Area (AfCFTA). Global Trade and Customs Journal, 15(3/4), 159–163. https://doi.org/10.54648/gtcj2020031
  116. Jaumotte, F., Lall, S., & Papageorgiou, C. (2013). Rising income inequality: Technology, or trade and financial globalization? IMF Economic Review, 61(2), 271–309. https://doi.org/10.1057/imfer.2013.7
  117. Jaunky, V. C. (2013). Democracy and economic growth in Sub-Saharan Africa: A panel data approach. Empirical Economics, 45(3), 987–1008. https://doi.org/10.1007/s00181.012.0633-x
  118. Jeong, S., Lee, Y., & Kang, S. H. (2020). Government spending and sustainable economic growth: Based on first – and second-level COFOG data. Public Money and Management, 40(2), 140–148. https://doi. org/10.1080/09540.962.2019.1651035
  119. Jima, M. D., & Makoni, P. L. (2023). Causality between financial inclusion, financial stability and economic growth in Sub-Saharan Africa. Sustainability, 15(2), 1152. https://doi.org/10.3390/su15021152
  120. Kagochi, J. M., Nasser, O. M. A., & Kebede, E. (2013). Does financial development hold the key to economic growth? The case of Sub-Saharan Africa. The Journal of Developing Areas, 47(1), 61–79. https://doi. org/10.1353/jda.2013.0035
  121. Kayaoglu, A., & Naval, J. (2017). Urbanisation, education and the growth backlog of Africa. Journal of African Economies, 26(5), 584–606. https://doi.org/10.1093/jae/ejx019
  122. Kedir, A., Elhiraika, A., Chinzara, Z., & Sandjong, D. (2017). Growth and development finance required for achieving sustainable development goals (SDGs) in Africa. African Development Review, 29(S1), 15– 26. https://doi.org/10.1111/1467-8268.12230
  123. Khyareh, M. M., & Amini, H. (2021). Governance quality, entrepreneurship and economic growth. Journal of Competitiveness, 13(2), 41–64. https://doi.org/10.7441/joc.2021.02.03
  124. Kiiza, B., Omiat, G., & Pederson, G. (2022). Export quality and growth in Sub-Saharan Africa: The role of public institutions. Journal of Developing Areas, 56(4), 107–119. https://doi.org/10.1353/ jda.2022.0067
  125. Kim, S. N., & Heshmati, A. (Eds.). (2019). Panel data econometrics: Empirical applications. Elsevier.
  126. Kodzi-Jr, E. T. (2023). Inclusive growth in Africa: Are Chinese investment and local industry participation compatible? International Journal of Emerging Markets, 18(9), 2581–2598. https://doi.org/10.1108/ IJOEM-06-2020-0609
  127. Koomson-Abekah, I., & Nwaba, E. C. (2018). Africa-China investment and growth link. Journal of Chinese Economic and Foreign Trade Studies, 11(2), 132–150. https://doi.org/10.1108/JCEFTS-11-2017-0034
  128. Kuada, J. (2014). Economic growth and poverty alleviation in Africa – Linking hard and soft economics. African Journal of Economic and Management Studies, 5(1), 2–8. https://doi.org/10.1108/ AJEMS-03-2014-0016
  129. Kumar, A., & Saleh, O. (2021). Foreign aid and sectoral growth in Sub-Saharan Africa. The Journal of Developing Areas, 55(1), 14. https://doi.org/10.1353/jda.2021.0033
  130. Kurtishi-Kastrati, S. (2013). The effects of foreign direct investments for host country’s economy. European Journal of Interdisciplinary Studies, 5, 26–38.
  131. Kwilinski, A., Lyulyov, O., & Pimonenko, T. (2023). Inclusive economic growth: Relationship between energy and governance efficiency. Energies, 16(6), 2511. https://doi.org/10.3390/en16062511
  132. Lakner, C., & Milanovic, B. (2016). Global income distribution: From the fall of the Berlin Wall to the Great Recession. The World Bank Economic Review, 30, 203–232. https://doi.org/10.1093/wber/lhv039
  133. Larsen, M. M., Namatovu, R., & Narula, R. (2025). An actor-based perspective on informal cross-border trading. The Journal of Development Studies, 1-21. https://doi.org/10.1080/00220.388.2025.2569391
  134. Lassou, P. J., Ostojic, M., Barboza, J. U., & Moses, O. (2024). Participatory budgeting in francophone Africa: A comparative perspective between Benin and Niger. Journal of Public Budgeting, Accounting & Financial Management, 36(1), 81–104.
  135. Lin, J. Y. (2021). New structural economics: A framework of studying government and economics. Journal of Government and Economics, 2, 100014. https://doi.org/10.1016/j.jge.2021.100014
  136. Marelli, E., & Signorelli, M. (Eds.). (2025). Economic policy: Policies in Times of Great Shocks and Geopolitical Instabilities. Giappichelli.
  137. Mariotti, S. (2022). A warning from the Russian-Ukrainian war: Avoiding a future that rhymes with the past. Journal of Industrial and Business Economics, 49, 761–782. https://doi.org/10.1007/ s40812.022.00219-z
  138. Mariotti, S. (2024). “Win-lose” globalization and the weaponization of economic policies by nation- states. Critical Perspectives on International Business, 20, 638–659. https://doi.org/10.1108/ cpoib-09-2023-0089
  139. Mariotti, S., & Meacci, S. (2025). Africa in the global economy: development challenges and investment opportunities for Europe. Journal of Industrial and Business Economics, 1-27. https://doi.org/10.1007/ s40812.025.00377-w
  140. Mazorodze, B. T. (2024). Exports, government debt and economic growth in Sub-Saharan Africa. Cogent Economics & Finance, 12(1). https://doi.org/10.1080/23322.039.2024.2426534
  141. Mazrui, A. A., & Wiafe-Amoako, F. (Eds.). (2015). African institutions: Challenges to political, social, and economic foundations of Africa’s development. Rowman & Littlefield.
  142. Mbate, M. (2013). Domestic debt, private sector credit and economic growth in Sub-Saharan Africa. African Development Review, 25, 434–446. https://doi.org/10.1111/1467-8268.12040
  143. Mbogela, C. S. (2019). An empirical examination on trade openness and economic growth nexus in Africa. Asian Journal of Economics and Empirical Research, 6(1), 1–15. https://doi.org/10.20448/ journal.501.2019.61.1.15
  144. McMillan, M., & Rodrik, D. (2011). Globalization, structural change and productivity growth. In M. Bacchetta & M. Jansen (Eds.), Making globalization socially sustainable (pp. 49–84). International Labour Office and World Trade Organization Publications.
  145. Mensah, L., Allotey, D., Sarpong-Kumankoma, E., & Coffie, W. (2019). What debt threshold hampers economic growth in Africa? International Journal of Development Issues, 19, 25–42. https://doi. org/10.1108/IJDI-03-2019-0056
  146. Menyari, Y. E. (2019). Financial development, foreign banks and economic growth in Africa. African Development Review, 31(1), 70–83. https://doi.org/10.1111/1467-8268.12365
  147. Miao, M., Borojo, D. G., Yushi, J., & Desalegn, T. A. (2021). The impacts of Chinese FDI on domestic investment and economic growth for Africa. Cogent Business & Management, 8, 1–20. https://doi.or g/10.1080/23311.975.2021.1912924
  148. Miao, M., Lang, Q., Borojo, D. G., Yushi, J., & Zhang, X. (2020). The impacts of Chinese FDI and China– Africa trade on economic growth of African countries: The role of institutional quality. Economies, 8(3), 53. https://doi.org/10.3390/economies8030053
  149. Mijiyawa, A. (2013). Africa’s recent economic growth: What are the contributing factors? African Development Review, 25, 289–302. https://doi.org/10.1111/j.1467-8268.2013.12030.x
  150. Mohseni-Cheraghlou, A. (2023). Africa’s economic renaissance. Reimagining the continent’s role in revitalizing the global economy. IMF–World Bank Annual Meetings (pp. 1-23). Marrakesh, MO: 9–13 October.
  151. Mol, M. J., Stadler, C., & Ariño, A. (2017). Africa: The new frontier for global strategy scholars. Global Strategy Journal, 7, 3–9. https://doi.org/10.1002/gsj.1146
  152. Musila, J. W., & Yiheyis, Z. (2025). Intraregional trade, multiregional trade and economic growth: Evidence from Africa’s market integration. International Economics and Economic Policy, 22(2), 1–28. https:// doi.org/10.1007/s10368.025.00654-y
  153. Muthomi, F., & Thurmaier, K. (2020). Participatory transparency in Kenya: Toward an engaged budgeting model of local governance. Public Administration Review, 81(3), 519–531. https://doi.org/10.1111/ puar.13294
  154. N’Zue, F. (2020). Rethinking Africa’s development. Generis.
  155. Nafziger, E. W. (2012). Economic development. Cambridge University Press.
  156. Namahoro, J. P., Qiaosheng, W., & Hui, S. (2023). Economic growth, natural resource rents, and business openness nexus in regions and income levels of Africa: Evidence from recent panel estimators. Mineral Economics, 36(4), 583–598. https://doi.org/10.1007/s13563.022.00362-y
  157. Narayan, P. K., Narayan, S., & Smyth, R. (2011). Does democracy facilitate economic growth or does economic growth facilitate democracy? An empirical study of Sub-Saharan Africa. Economic Modelling, 28, 900–910. https://doi.org/10.1016/j.econmod.2010.11.004
  158. Ngameni, J. P., Kemmanang, L. F., & Ngassam, S. B. (2022). Growth gap between China and Africa: Do digital technologies matter? Journal of the Knowledge Economy, 13, 24–43. https://doi.org/10.1007/ s13132.020.00716-3
  159. Nitsche, B., Mensah, H. K., Straube, F., & Barigye, V. (2024). Leveraging the potential of the African Continental Free Trade Area: Logistics challenges and development paths for future value chains in Africa. Logistics, 8(1), 25. https://doi.org/10.3390/logistics8010025
  160. Nsiah, C., Fayissa, B., & Wu, C. (2016). The spatial effects on the rate of economic growth: Evidence from Sub-Saharan Africa. The Journal of Developing Areas, 50, 275–288. https://doi.org/10.1353/ jda.2016.0005
  161. Nwani, S. E. (2021). Human capital interaction on foreign aid-growth nexus: Evidence from South Asia and sub-Saharan Africa. International Journal of Development Issues, 20, 258–279. https://doi. org/10.1108/IJDI-11-2020-0261
  162. Obstfeld, M. (2020). Globalization cycles. Italian Economic Journal, 6, 1–12. https://doi.org/10.1007/ s40797.020.00121-4
  163. Ocran, M., & Biekpe, N. (2011). Primary commodity export and economic growth in Sub-Saharan Africa: Evidence from panel data analysis. South African Journal of Economic and Management Sciences, 11, 465–474. https://doi.org/10.4102/sajems.v11i4.370
  164. Ogbuabor, J. E., Orji, A., Manasseh, C. O., & Anthony-Orji, O. I. (2020). Institutional quality and growth in West Africa: What happened after the great recession? International Advances in Economic Research, 26, 343–361. https://doi.org/10.1007/s11294.020.09805-0
  165. Okoro, A., Ujunwa, A., Umar, F., & Ukemenam, A. I. (2020). Does regional trade promote economic growth? Evidence from the Economic Community of West African States (ECOWAS). Journal of Economic Development, 22, 131–147. https://doi.org/10.1108/JED-01-2020-0002
  166. Olaoye, O. O. (2022). Sub-Saharan Africa’s debt-financed growth: How sustainable and inclusive? African Development Review, 34(4), 443–458. https://doi.org/10.1111/1467-8268.12670
  167. Oluwatayo, I. B., & Ojo, A. O. (2018). Walking through a tightrope: The challenge of economic growth and poverty in Africa. The Journal of Developing Areas, 52, 59–69. https://doi.org/10.1353/jda.2018.0004
  168. Onatunji, O. G. (2024). Achieving sustainable development in Sub‐Saharan Africa: Do human capital and foreign direct investment matter? Managerial and Decision Economics, 45(7), 4464–4482. https:// doi.org/10.1002/mde.4258
  169. Onjala, J., & K’Akumu, O. A. (2016). Relational patterns of urbanization and economic growth in Sub-Saharan Africa. Development Southern Africa, 33, 234–246. https://doi.org/10.1080/0376835X.2015.112.0655
  170. Osei, D. B., Sare, Y. A., & Ibrahim, M. (2019). On the determinants of trade openness in low – and lower- middle-income countries in Africa: How important is economic growth? Future Business Journal, 5, 1–10. https://doi.org/10.1186/s43093.019.0002-8
  171. Osinubi, T., & Simatele, M. (2024). Female economic participation and sustainable development in African countries: The moderating role of governance. Sustainable Development, 33(1), 1212–1230. https:// doi.org/10.1002/sd.3174
  172. Pinkovskiy, M., & Sala-i-Martin, X. (2014). Africa is on time. Journal of Economic Growth, 19, 311–338. https://doi.org/10.1007/s10887.014.9103-y
  173. Prempeh, K. B., Frimpong, J. M., & Yeboah, S. A. (2024). The dynamics of financial development, environmental degradation, economic growth and population health in the Economic Community of West African States. Environmental and Socio-Economic Studies, 12(2), 13–27. https://doi. org/10.2478/environ-2024-0009
  174. Razin, A. (2022). Understanding national-government policies regarding globalization: A trade-finance analysis. Journal of Government and Economics, 8, 100060. https://doi.org/10.1016/j.jge.2023.100060
  175. Rodrik, D. (2016). An African growth miracle? Journal of African Economies, 27, 10–27. https://doi. org/10.1093/jae/ejw027
  176. Roodman, D. (2009a). How to do Xtabond2: An introduction to difference and system GMM in Stata. The Stata Journal, 9, 86–136. https://doi.org/10.1177/1536867x090.090.0106
  177. Roodman, D. (2009b). A note on the theme of too many instruments. Oxford Bulletin of Economics and Statistics, 71, 135–158. https://doi.org/10.1111/j.1468-0084.2008.00542.x
  178. Saccone, D. (2021). Can the Covid-19 pandemic affect the achievement of the ‘Zero Hunger’ goal? Some preliminary reflections. European Journal of Health Economics, 54, 1655–1667. https://doi. org/10.1007/s10198.021.01311-2
  179. Sadik‐Zada, E. R. (2020). Natural resources, technological progress, and economic modernization. Review of Development Economics, 25, 381–404. https://doi.org/10.1111/rode.12716
  180. Sadik-Zada, E. R. (2023). Resource rents, savings behavior, and scenarios of economic development. Resources Policy, 81, 103258. https://doi.org/10.1016/j.resourpol.2022.103258
  181. Scalamonti, F. (2022) Rethinking SMEs’ internationalisation process: Emerging markets and cross-cultural distance. Moldova, Generis.
  182. Scalamonti, F. (2024a). The Chinese economic policy in African markets: An essay based on evidence and perspectives. Frontiers in Management and Business, 5(1), 372–407. http://dx.doi.org/10.25082/ fmb.2024.01.002
  183. Scalamonti, F. (2024b). An Integrated Theoretical Framework of Firms’ Entry Modes in Emerging and Developing Economies: Evidence From African Markets. International Journal of African Studies, 4(2), 16–60. https://doi.org/10.51483/ijafrs.4.2.2024.16-60
  184. Scalamonti, F. (2024c). The Sustainable Development Index: An integration of the ecological framework considering the governance-development nexus. Highlights of Sustainability, 3(4), 354–373. https:// doi.org/10.54175/hsustain3040020
  185. Scalamonti, F. (2025). A proper measurement of the countries’ governance climate with an overall composite index. Global Journal of Emerging Market Economies, OnlineFirst, 1–12. https://doi. org/10.1177/097.491.01251372560
  186. Schwab, K. (2014). The global competitiveness report. World Economic Forum Publications.
  187. Schwab, K. (2015). The global competitiveness report. World Economic Forum Publications.
  188. Seetanah, B., & Rojid, S. (2011). Analysing the sources of economic growth in Africa using growth accounting and a panel VAR approach. The Journal of Developing Areas, 367–390. https://doi. org/10.1353/jda.0.0094
  189. Sghaier, I. M. (2021). Trade openness, financial development and economic growth in North African countries. International Journal of Finance and Economics. https://doi.org/10.1002/ijfe.2434
  190. Shaaba, S. C., & Ngepah, N. (2018). Military expenditure, industrialisation, and economic growth in Africa: Evidence from a panel causality analysis. African Journal of Business and Economic Research, 13, 29– 48. https://doi.org/10.31920/1750-4562/2018/v13n3a2
  191. Shittu, W. O., Yusuf, H. A., El Houssein, A. E. M., & Hassan, S. (2020). The impacts of foreign direct investment and globalization on economic growth in West Africa: Examining the role of political governance. Journal of Economic Studies, 47, 1733–1755. https://doi.org/10.1108/JES-09-2019-0446
  192. Signé, L. (2020). Unlocking Africa’s business potential. Bloomsbury.
  193. Signé, L., Leke, A., Kuyoro, M., & Kassiri, O. (2025). Leveraging Africa’s inner strength to realize its full economic potential. Washington, DC: Brookings.
  194. Sinervo, L. M., Bartocci, L., Lehtonen, P., & Ebdon, C. (2024). Toward sustainable governance with participatory budgeting. Journal of Public Budgeting, Accounting and Financial Management, 36(1), 1–19. https://doi.org/10.1108/jpbafm-11-2023-0205
  195. Sore, A. G., Ayana, I. D., & Demissie, W. M. (2024). On the fiscal deficit and economic growth in Sub- Saharan Africa: A new evidence from system GMM. PLoS One, 19(7), e0303825. https://doi. org/10.1371/journal.pone.0303825
  196. Stansbury, A., & Summers, L. (2020). The declining worker power hypothesis: An explanation for the recent evolution of the American economy. Brookings Papers on Economic Activity, 1(Spring), 1–96. https:// doi.org/10.1353/eca.2020.0000
  197. Stiglitz, J. E. (2021). The proper role of government in the market economy: The case of the post-COVID recovery. Journal of Government and Economics, 1, 100004. https://doi.org/10.1016/j.jge.2021.100004
  198. Timmer, M., Erumban, A., Los, B., Stehrer, R., & De Vries, G. (2014). Slicing up global value chains. Journal of Economic Perspectives, 28(2), 99–118. https://doi.org/10.1257/jep.28.2.99
  199. Timmer, M., Miroudot, S., & De Vries, G. (2019). Functional specialisation in trade. Journal of Economic Geography, 19(1), 1–30. https://doi.org/10.1093/jeg/lby056
  200. Togati, T., & Visaggio, M. (2016). Lucas Island model: A “case study” for improving students’ skill in interpreting macroeconomic models. Journal of Economics and Economic Education Research, 17, 118–142.
  201. Toh, K. (2016). Emerging growth economies in sub-Saharan Africa. The American Economist, 61, 229–244.
  202. Trebilcock, M. (2015). Between theories of trade and development: The future of the world trading system. The Journal of World Investment & Trade, 16, 122–140. https://doi.org/10.1163/22119.000.01601004
  203. Udeagha, M. C., & Ngepah, N. (2021). The asymmetric effect of trade openness on economic growth in South Africa: A nonlinear ARDL approach. Economic Change and Restructuring, 54, 491–540. https://doi.org/10.1007/s10644.020.09285-6
  204. Valli, V. (2018). The American economy from Roosevelt to Trump. Palgrave.
  205. Valli, V. (2025). Europe and the world economy. OEET Press.
  206. Van Bergeijk, P. (2018). On the brink of deglobalisation…again. Cambridge Journal of Regions, Economy and Society, 11(1), 59–72. https://doi.org/10.1093/cjres/rsx023
  207. Van Bergeijk, P. (2024). On the inaccuracies of economic observations: Why and how we could do better. Edward Elgar.
  208. Walle, Y. M. (2014). Revisiting the finance–growth nexus in Sub-Saharan Africa: Results from error correction-based panel cointegration tests. African Development Review, 26, 310–321. https://doi. org/10.1111/1467-8268.12083
  209. Wampler, B., McNulty, S., McNulty, S. L., & Touchton, M. (2021). Participatory budgeting in global perspective. Oxford University Press.
  210. Wang, W., Ning, Z., Shu, Y., Riti, J. S., & Riti, M. K. (2023). Natural resource rents and public debts nexus in African resource-rich and most indebted nations: Issues with aggregation bias. Resources Policy, 82, 103409. https://doi.org/10.1016/j.resourpol.2023.103409
  211. Wiafe-Amoako, F. (Ed.). (2021). Africa 2020-2022. Rowman & Littlefield.
  212. Windmeijer, F. (2005). A finite sample correction for the variance of linear efficient two-step GMM estimators. Journal of Econometrics, 126, 25–51. https://doi.org/10.1016/j.jeconom.2004.02.005
  213. Wirajing, M. A., Nchofoung, T. N., & Etape, F. M. (2023). Revisiting the human capital-economic growth nexus in Africa. SN Business & Economics, 3. https://doi.org/10.1007/s43546.023.00494-5
  214. Wolf, M. (2015). The shifts and the shocks: What we have learned and have still to learn from the financial crisis. Penguin.
  215. World Bank. (2020). World development report: Trading for development in the age of global value chains. World Bank.
  216. World Bank. (2022). World development report: Finance for an equitable recovery. World Bank.
  217. World Economic Forum. (2023). AfCFTA: A new era for global business and investment in Africa. WEF.
  218. Yang, Z., Vitenu-Sackey, P. A., Hao, L., & Tao, Y. (2023). Economic freedom, inclusive growth, and financial development: A heterogeneous panel analysis of developing countries. PLoS One, 18(7), e0288346. https://doi.org/10.1371/journal.pone.0288346
  219. Yeboua, K. (2025). An investigation of sectoral growth’s impact on income inequality in Africa. Journal of the Knowledge Economy, 16(2), 8007–8036. https://doi.org/10.1007/s13132.023.01720-z