Dynamic panel and nonlinear causality analytics of defense and debt in fragile Africa

Authors

  • Nardos Aschalew Economics Department, Jimma University, Jimma, Ethiopia
  • Minyahil Alemu Economics Department, Jimma University, Jimma, Ethiopia

DOI:

https://doi.org/10.31181/jdaic10009072025a

Keywords:

dynamic panel, Granger-causality, modeling fiscal-debt trap, sovereign debt, system-GMM

Abstract

This research integrates several analytical models to examine how rising military spending in fragile African states relates to external indebtedness between 2000 and 2023. A combination of dynamic panel methods—including System-GMM to address endogeneity, Prais-Winsten regression to correct for serial correlation, and panel Granger causality tests—is employed to develop a robust framework for exploring the fiscal-security nexus. The findings reveal a significant nonlinear dynamic: while moderate military spending appears fiscally neutral, surpassing a critical threshold transforms it into a major driver of debt accumulation. Beyond the effects of scale, increased defense spending alone does not reliably reduce conflict. Instead, strong governance, effective regulation, and sustained economic growth emerge as the most decisive factors in building lasting peace. The analysis also identifies a self-reinforcing feedback loop—a “fiscal–security trap”—in which rising debt and defense expenditures mutually reinforce one another over time. By advancing dynamic modeling of fiscal risks in fragile contexts, this research contributes to the broader objective of promoting sustainable debt management and durable peace.

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References

Abou Ltaif, S. F., Mihai-Yiannaki, S., & Thrassou, A. (2024). The Role of Personal Remittances in Economic Development: A Comparative Analysis with Foreign Direct Investment in Lebanon. Risks, 12(11), 176.

AfDB. (2023). African Economic Outlook 2023: Mobilizing Private Sector Financing for Climate and Green Growth in Africa. Annual yearly review study. https://www.afdb.org/sites/default/files/documents/publications/afdb23-01_aeo_main_english_0602.pdf, Accessed 21 April 2023.

AfDB, A. D. B. (2024). Africa’s macroeconomic performance and prospects (pp. 3–32). https://www.afdb.org/en/documents/publications/africas-macro-economic-performance-and-outlook-report.pdf, Accessed 26 October 2024.

Ahmed, S., & Kamran, A. (2017). Impact of military spending on external debt in indebt developing countries: A cross country analysis. Proceedings of the Tenth International Conference on Management Science and Engineering Management. Advances in Intelligent Systems and Computing, Vol 502 (pp. 1505-1515). Singapore: Springer.

Aisen, A., & Veiga, F. J. (2013). How does political instability affect economic growth? European Journal of Political Economy, 29, 151–167.

Appiah-Kubi, S. N. K., Malec, K., Phiri, J., Krivko, M., Maitah, K., Maitah, M., & Smutka, L. (2022). Key Drivers of Public Debt Levels: Empirical Evidence from Africa. Sustainability, 14(3), 1220.

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.

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

Aromí, J. D. (2021). Large Current Account Deficits and Neglected Vulnerabilities. IMF Economic Review, 69(4), 597–623.

Asongu, S. A., & Amankwah-Amoah, J. (2018). Mitigating capital flight through military expenditure: Insight from 37 African countries. Research in International Business and Finance, 45, 38–53.

Asongu, S., Nwachukwu, J., & le Roux, S. (2019). The role of inclusive development and military expenditure in modulating the effect of terrorism on governance. Journal of Economic Studies, 46(3), 681–709.

Baroncelli, E. (2024). Governing Complexity in Complex Times: The HDP Nexus and the Role of the UN, the EU and the World Bank. The International Spectator, 59(3), 21–41.

Barro, R. (1990). Government Spending in a Simple Model of Endogenous Growth. Journal of Political Economy, 98(5), S103–S125.

Becker, J. (2021). Rusty guns and buttery soldiers: unemployment and the domestic origins of defense spending. European Political Science Review, 13(3), 307–330.

Bleaney, M., & Greenaway, D. (2001). The impact of terms of trade and real exchange rate volatility on investment and growth in sub-Saharan Africa. Journal of Development Economics, 65(2), 491–500.

Bloom, D. E., Canning, D., & Fink, G. (2008). Urbanization and the Wealth of Nations. Science, 319(5864), 772–775.

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

Bond, S. R. (2002). Dynamic panel data models: a guide to micro data methods and practice. Portuguese Economic Journal, 1(2), 141–162.

Caruso, R., & Di Domizio, M. (2017). Military spending and budget deficits: the impact of US military spending on public debt in Europe (1988–2013). Defence and Peace Economics, 28(5), 534–549.

Chachu, D. O., & Nketiah-Amponsah, E. (2022). The Fiscal resource curse: What’s China’s natural resource appetite got to do with it? International Review of Applied Economics, 36(1), 129–146.

Chandia, K. E., Iqbal, M. B., & Bahadur, W. (2022). An analysis of the linkages among fiscal vulnerability, financial stress and macroeconomic policies: an econometric study. Fulbright Review of Economics and Policy, 2(1), 35-60.

Charbonneau, B. (2012). War and Peace in Côte d’Ivoire: Violence, Agency, and the Local/International Line. International Peacekeeping, 19(4), 508–524.

Çolak, O., & Özkaya, M. H. (2021). The Nexus between External Debts and Military Expenditures for the Selected Transition Economies: A Panel Threshold Regression Approach. Defence and Peace Economics, 32(7), 882–898.

Collier, P., & Hoeffler, A. (2004). Aid, policy and growth in post-conflict societies. European Economic Review, 48(5), 1125–1145.

Collier, P., & Hoeffler, A. (2009). Testing the neocon agenda: Democracy in resource-rich societies. European Economic Review, 53(3), 293–308.

Costa, L. F., & Miranda, S. M. (2023). Reputational recovery under political instability: Public debt in Portugal, 1641–83. The Economic History Review, 76(3), 871–891.

Croissant, A., & Lorenz, P. (2018). Myanmar: The Challenging Transition from Military to Democratic Government. In Comparative Politics of Southeast Asia (pp. 177–211). Cham: Springer.

Diks, C., & Panchenko, V. (2006). A new statistic and practical guidelines for nonparametric Granger causality testing. Journal of Economic Dynamics and Control, 30(9–10), 1647–1669.

Dilip, R., Vandana, C, Ju, K. E., Akhtar, M., & Sonia, P. (2023). Remittances Slowed in 2023, Expected to Grow Faster in 2024 (English). Migration and development brief; KNOMAD Trust Fund Washington, D.C. : World Bank Group. http://documents.worldbank.org/curated/en/099714008132436612, Accessed 13 August 2024.

Dimitraki, O., & Kartsaklas, A. (2018). Sovereign debt, deficits and defence spending: the case of Greece. Defence and Peace Economics, 29(6), 712–727.

Dube, O., & Vargas, J. F. (2013). Commodity Price Shocks and Civil Conflict: Evidence from Colombia. The Review of Economic Studies, 80(4), 1384–1421.

Dumitrescu, E.-I., & Hurlin, C. (2012). Testing for Granger non-causality in heterogeneous panels. Economic Modelling, 29(4), 1450–1460.

Dunne, J. P., Nikolaidou, E., & Chiminya, A. (2019). Military Spending, Conflict and External Debt in Sub-Saharan Africa. Defence and Peace Economics, 30(4), 462–473.

Eichengreen, B., & Mody, A. (2000). Lending booms, reserves and the sustainability of short-term debt: inferences from the pricing of syndicated bank loans. Journal of Development Economics, 63(1), 5–44.

Ekouala, U. M. (2023). The role of socio‐political factors in public debt accumulation: Evidence from CEMAC countries. International Studies of Economics, 18(3), 306–325.

Ferguson, N. T. N., Nillesen, E., & Brück, T. (2019). Can employment build peace? A pseudo-meta-analysis of employment programmes in Africa. Economics Letters, 180, 99–101.

Fiordelisi, F., Monferrà, S., & Sampagnaro, G. (2014). Relationship Lending and Credit Quality. Journal of Financial Services Research, 46(3), 295–315.

Gaiya, B. A., Akintola, A. A., Akpan, U., Abel, A., & Etudaiye, I. M. (2024). External debt, institutions, and economic growth: new evidence from emerging markets and low-income countries. Journal of Social and Economic Development. https://doi.org/10.1007/s40847-024-00363-3.

Ghulam, Y., & Saunby, B. (2024). Does Increase in Defence Spending Lead to More Risk of Sovereign Debt Defaults? Defence and Peace Economics, 35(7), 846–864.

Haile, M. A., M.K., J., & Mulugeta, W. (2025). Does regulatory convergence shape banking resilience in Africa? Heliyon, 11(1), e41347.

Hakvåg, U. (2017). Russian defense spending after 2010: the interplay of personal, domestic, and foreign policy interests. Post-Soviet Affairs, 33(6), 496–510.

Hendrix, C. S. (2010). Measuring state capacity: Theoretical and empirical implications for the study of civil conflict. Journal of Peace Research, 47(3), 273–285.

Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115(1), 53–74.

IMF. (2019). IMF Annual Report 2019: Our Connected World. https://www.imf.org/external/pubs/ft/ar/2019/eng/assets/pdf/imf-annual-report-2019.pdf, Accessed 1 August 2023.

Isaacs-Martin, W. (2021). Central African Republic: The Contagion of Identity-Linked Sectarian Violence, Internally Displaced Populations (IDPs) and Small Arms Proliferation. In Tar, U.A., & Onwurah, C.P. (Eds.), The Palgrave Handbook of Small Arms and Conflicts in Africa (pp. 681–705). Cham: Palgrave Macmillan.

Judson, R. A., & Owen, A. L. (1999). Estimating dynamic panel data models: a guide for macroeconomists. Economics Letters, 65(1), 9–15.

Kaya, H. O. (2021). Debt Crisis in Africa and Imperialism. In Ness, I., & Cope, Z. (Eds.), The Palgrave Encyclopedia of Imperialism and Anti-Imperialism (pp. 560–569). Cham: Palgrave Macmillan.

Khan, L., Arif, I., & Waqar, S. (2021). The Impact of Military Expenditure on External Debt: The Case of 35 Arms Importing Countries. Defence and Peace Economics, 32(5), 588–599.

Knight, M., Loayza, N., & Villanueva, D. (1996). The Peace Dividend: Military Spending Cuts and Economic Growth. Staff Papers - International Monetary Fund, 43(1), 1-37.

Kpodar, K., Mlachila, M., Quayyum, S., & Gammadigbe, V. (2023). Defying the Odds: Remittances during the COVID-19 Pandemic. The Journal of Development Studies, 59(5), 673–690.

Lane, P. R., & Milesi-Ferretti, G. M. (2018). The External Wealth of Nations Revisited: International Financial Integration in the Aftermath of the Global Financial Crisis. IMF Economic Review, 66(1), 189–222.

Levin, A., Lin, C.-F., & James Chu, C.-S. (2002). Unit root tests in panel data: asymptotic and finite-sample properties. Journal of Econometrics, 108(1), 1–24.

Maeshiro, A. (1976). Autoregressive Transformation, Trended Independent Variables and Autocorrelated Disturbance Terms. The Review of Economics and Statistics, 58(4), 497-500.

Makun, K. (2024). An Asymmetric Analysis of Public Debt and Defence Expenditure in Fiji. Journal of the Knowledge Economy, 16, 9161-9176.

Matallah, S. (2024). Dynamics of Military Spending in the GCC Countries: A Deeper Insight into the Role of Oil Revenues, Geopolitical Risks, Enmities, and Alliances. Journal of the Knowledge Economy. https://doi.org/10.1007/s13132-024-02319-8

Montegary, L. (2015). An Army of Debt: Financial readiness and the military family. Cultural Studies, 29(5–6), 652–668.

Moran, M., & Pitcher, A. (2004). The ‘basket case’ and the ‘poster child’: explaining the end of civil conflicts in Liberia and Mozambique. Third World Quarterly, 25(3), 501–519.

Mutascu, M. (2016). A bootstrap panel Granger causality analysis of energy consumption and economic growth in the G7 countries. Renewable and Sustainable Energy Reviews, 63, 166–171.

Nagou, M., Bayale, N., & Kouassi, B. K. (2021). On the robust drivers of public debt in Africa: Fresh evidence from Bayesian model averaging approach. Cogent Economics and Finance, 9(1). https://doi.org/10.1080/23322039.2020.1860282

Nguyen, T. A. N., & Luong, T. T. H. (2021). Fiscal Policy, Institutional Quality, and Public Debt: Evidence from Transition Countries. Sustainability, 13(19), 10706.

Nickell, S. (1981). Biases in Dynamic Models with Fixed Effects. Econometrica, 49(6), 1417-1426.

Okwoche, P., & Nikolaidou, E. (2024). Determinants of External, Domestic, and Total Public Debt in Nigeria: The Role of Conflict, Arms Imports, and Military Expenditure. Defence and Peace Economics, 35(2), 227–242.

Pierson, P. (1998). Irresistible forces, immovable objects: post-industrial welfare states confront permanent austerity. Journal of European Public Policy, 5(4), 539–560.

Queralt, D. (2019). War, International Finance, and Fiscal Capacity in the Long Run. International Organization, 73(4), 713–753.

Ratha, D. (2013). The Impact of Remitances on Economic Growth and Poverty Reduction. Policy brief, (8), 1-12. https://www.migrationpolicy.org/sites/default/files/publications/Remittances-PovertyReduction.pdf, Accessed 26 September 2013.

Reinhart, C. M., & Rogoff, K. S. (2010). Growth in a Time of Debt. American Economic Review, 100(2), 573–578.

Rohatgi, D., & Syrgkanis, V. (2022). Robust Generalized Method of Moments: A Finite Sample Viewpoint. Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS 2022). New Orleans: Neural Information Processing Systems Foundation. https://openreview.net/pdf?id=prKLyXwzIW, 18 October 2022.

Roodman, D. (2009). How to do Xtabond2: An Introduction to Difference and System GMM in Stata. The Stata Journal, 9(1), 86–136.

Saba, C. S., & Ngepah, N. (2019). A cross-regional analysis of military expenditure, state fragility and economic growth in Africa. Quality & Quantity, 53(6), 2885–2915.

Sapre, A. A., & Singh, S. (2024). Between war and peace: Exploring the role of refugee law in the context of Sudan political conflict. International Migration, 62(4), 41–56.

Sarpong-Kumankoma, E., Abor, J. Y., Aboagye, A. Q. Q., & Amidu, M. (2021). Economic freedom, competition and bank stability in Sub-Saharan Africa. International Journal of Productivity and Performance Management, 70(7), 1510–1527.

Sfakianakis, G., Grigorakis, N., Galyfianakis, G., & Katharaki, M. (2020). The impact of macro-fiscal factors and private health insurance financing on public health expenditure: evidence from the OECD countries for the period 2000–2017. EuroMed Journal of Business, 16(1), 1–24.

Shahbaz, M., Shabbir, M. shahbaz, & Butt, M. sabihuddin. (2016). Does Military Spending Explode External Debt in Pakistan? Defence and Peace Economics, 27(5), 718–741. https://doi.org/10.1080/10242694.2012.724878

Solarin, S. A. (2017). Disaggregated military expenditure and the debt level in Nigeria. Quality and Quantity, 51(4), 1687–1705.

Troster, V. (2018). Testing for Granger-causality in quantiles. Econometric Reviews, 37(8), 850–866.

Vougas, D. V. (2021). Prais–Winsten Algorithm for Regression with Second or Higher Order Autoregressive Errors. Econometrics, 9(3), 32.

Wayne Nafziger, E., & Auvinen, J. (2002). Economic Development, Inequality, War, and State Violence. World Development, 30(2), 153–163.

Published

09.07.2025

How to Cite

Aschalew, N., & Alemu, M. (2025). Dynamic panel and nonlinear causality analytics of defense and debt in fragile Africa. Journal of Decision Analytics and Intelligent Computing, 5(1), 122–147. https://doi.org/10.31181/jdaic10009072025a