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Investigating Time-Varying Causality Between Military Spending and Macroeconomic Indicators in the United States

  • Isiaka Akande Raifu ORCID logo and Joshua Adeyemi Afolabi ORCID logo EMAIL logo
Published/Copyright: November 6, 2023

Abstract

Military expenditures constitute a large chunk of the United States’ annual budget and its macroeconomic implications had been modelled using the Granger causality test, which suffers power loss when variables are subjected to structural breaks. This study explored alternative approaches by applying both traditional VAR-based Granger causality and the time-varying causality test techniques to obtain new evidence on the causality between military spending and selected macroeconomic indicators (economic growth, investment, unemployment and inflation rate) in the United States. Relevant data covering 1972Q1–2021Q2 were analysed. The results of the VAR-based Granger Causality test are dominated by a unidirectional causality that runs from macroeconomic variables to military spending and the result are robust to alternative military spending measures. However, the results of the time-varying causality method show that bidirectional causality dominates the relationship between military spending and some macroeconomic indicators, especially economic growth, investment and unemployment. With the variance observed in the causality between military spending and macroeconomic indicators, policymakers need to moderate military spending to achieve desired economic outcomes.

JEL Classification: C29; E62; O40

Corresponding author: Joshua Adeyemi Afolabi, Centre for the Studies of Economies of Africa (CSEA), 1280 Kabir Rabiu Road, Mabushi, FCT, Abuja, Nigeria, E-mail:

  1. Ethics approval and consent to participate: Not applicable.

  2. Consent for publication: Not applicable.

  3. Availability of data and material: All material and dataset are available on request. The data that support the findings of this study are openly available in Bureau of Economic Analysis at http://www.bea.gov/National/nipaweb/Index.asp and the Federal Reserve Bank of St Louis at https://fred.stlouisfed.org/.

  4. Funding: The authors do not receive any financial support for this research.

  5. Authors’ contributions: IAR wrote the introduction, methodology and conclusion, and also generated the estimation results. JAA did the literature review, interpreted the empirical results, proofread the manuscript to ensure consistency and formatted the paper.

  6. Competing interests: No potential competing interest of any form was reported by the authors.

Appendix: Baseline Results: Military Spending (US$)

Time-Varying Causality Between Military Spending and Economic Growth

Time-Varying Causality Between Military Spending and Investment

Time-Varying Causality Between Military Spending and Unemployment

Time-Varying Causality Between Military Spending and Inflation

Robustness: Military Spending (% of GDP)

Time-Varying Causality Between Military Spending and Economic Growth

Time-Varying Causality Between Military Spending and Investment

Time-Varying Causality Between Military Spending and Unemployment

Time-Varying Causality Between Military Spending and Inflation

References

Abell, J. D. 1992. “Defense Spending and Unemployment Rates: An Empirical Analysis Disaggregated by Race and Gender.” American Journal of Economics and Sociology 51 (1): 27–42. https://doi.org/10.1111/j.1536-7150.1992.tb02504.x.Search in Google Scholar

Alptekin, A., and P. Levine. 2012. “Military Expenditure and Economic Growth: A Meta-Analysis.” European Journal of Political Economy 28 (4): 636–50. https://doi.org/10.1016/j.ejpoleco.2012.07.002.Search in Google Scholar

Aminu, A., and J. A. Ogunjimi. 2019. “A Small Macroeconometric Model of the Nigerian Economy.” Economy 6 (2): 41–55. https://doi.org/10.20448/journal.502.2019.62.41.55.Search in Google Scholar

Andrews, D. W. 1993. “Tests for parameter instability and structural change with unknown change point.” Econometrica: Journal of the Econometric Society 821–56.10.2307/2951764Search in Google Scholar

Atesoglu, H. S. 2004. “Defense Spending and Investment in the United States.” Journal of Post Keynesian Economics 27 (1): 163–70.Search in Google Scholar

Atesoglu, H. S. 2009. “Defense Spending and Aggregate Output in the United States.” Defence and Peace Economics 20 (1): 21–6. https://doi.org/10.1080/10242690701775533.Search in Google Scholar

Azam, M. 2020. “Does military spending stifle economic growth? The empirical evidence from non-OECD countries.” Heliyon 6 (12): 1–10.10.1016/j.heliyon.2020.e05853Search in Google Scholar

Balcilar, M., and Z. A. Ozdemir. 2013. “The Export-Output Growth Nexus in Japan: A Bootstrap Rolling Window Approach.” Empirical Economics 44 (2): 639–60. https://doi.org/10.1007/s00181-012-0562-8.Search in Google Scholar

Benoit, E. 1978. “Growth and Defence in LDCs.” Economic Development and Cultural Change 26 (2): 271–80. https://doi.org/10.1086/451015.Search in Google Scholar

Blackley, P. R. 2014. “New Estimates of Direct Crowding Out (or in) of Investment and of a Peace Dividend for the US Economy.” Journal of Post Keynesian Economics 37 (1): 67–90. https://doi.org/10.2753/pke0160-3477370106.Search in Google Scholar

Blinder, A. S. 1982. “The Anatomy of Double-Digit Inflation in the 1970s.” In Inflation: Causes and Effects, 261–82. Chicago, USA: University of Chicago Press.Search in Google Scholar

Bolaji, M., J. O. Adeoti, and J. A. Afolabi. 2021. “The Imperative of Research and Development in Nigeria: Lessons from the COVID-19 Pandemic.” International Journal of Technological Learning, Innovation and Development 13 (2): 168–89. https://doi.org/10.1504/ijtlid.2021.10039527.Search in Google Scholar

Boyd, T. 2015. Exploring the Impact of Military Expenditure on Unemployment: A Study Disaggregated by Industry. Department of Economics, the University of Akron. https://www.uakron.edu/economics/academics/senior-projects/2015/Boyd-L-SeniorProject2015.pdf.Search in Google Scholar

Caruso, R., and M. D. Domizio. 2016. “Interdependence Between US and European Military Spending: A Panel Cointegration Analysis (1998–2013).” Applied Economics Letters 23 (4): 302–5. https://doi.org/10.1080/13504851.2015.1071466.Search in Google Scholar

Caruso, R., and M. D. Domizio. 2017. “Military Spending and Budget Deficits: The Impacts of US Military Spending on Public Debt in Europe (1998–2013).” Defence and Peace Economics 28 (5): 534–49. https://doi.org/10.1080/10242694.2016.1228259.Search in Google Scholar

Chuliá, H., C. Koser, and J. M. Uribe. 2020. “Uncovering the Time-Varying Relationship Between Commonality in Liquidity and Volatility.” International Review of Financial Analysis 69: 101466. https://doi.org/10.1016/j.irfa.2020.101466.Search in Google Scholar

Churchill, S. A., and L. Y. Yew. 2018. “The Effect of Military Spending on Growth: An Empirical Analysis.” Empirical Economics 55 (3): 1357–87. https://doi.org/10.1007/s00181-017-1300-z.Search in Google Scholar

Deger, S. 1986. “Economic Development and Defense Expenditure.” Economic Development and Cultural Change 35 (1): 179–96. https://doi.org/10.1086/451577.Search in Google Scholar

Deger, S., and S. Sen. 1983. “Military Expenditure, Spin-Off and Economic Development.” Journal of Development Economics 13 (1–2): 67–83. https://doi.org/10.1016/0304-3878(83)90050-0.Search in Google Scholar

Ditzen, J., Y. Karavias, and J. Westerlund. 2021. Testing and Estimating Structural Breaks in Time Series and Panel Data in Stata. arXiv preprint arXiv:2110.14550.10.1007/978-3-030-73443-5_95-1Search in Google Scholar

Dolado, J. J., and H. Lütkepohl. 1996. “Making Wald Tests Work for Cointegrated VAR Systems.” Econometric Reviews 15 (4): 369–86. https://doi.org/10.1080/07474939608800362.Search in Google Scholar

Drezner, D. W., and N. F. Hite-Rubin. 2016. “Does American Military Power Attract Foreign Investment?” Sustainable Security 51–72, https://doi.org/10.1093/acprof:oso/9780190611477.003.0003.Search in Google Scholar

Economou, E. M. L., and N. A. Kyriazis. 2021. “Spillovers Between Russia’s and Türkiye’s Geopolitical Risk During the Putin Administration.” Peace Economics, Peace Science and Public Policy 28 (1): 29–50. https://doi.org/10.1515/peps-2021-0021.Search in Google Scholar

Fordham, B. O. 2003. “The Political and Economic Sources of Inflation in the American Military Budget.” Journal of Conflict Resolution 47 (5): 574–93. https://doi.org/10.1177/0022002703257126.Search in Google Scholar

Granger, C. W. 1969. “Investigating Causal Relations by Econometric Models and Cross-Spectral Methods.” Econometrica: Journal of the Econometric Society 37: 424–38. https://doi.org/10.2307/1912791.Search in Google Scholar

Hammoudeh, S., A. N. Ajmi, and K. Mokni. 2020. “Relationship Between Green Bonds and Financial and Environmental Variables: A Novel Time-Varying Causality.” Energy Economics 92: 104941. https://doi.org/10.1016/j.eneco.2020.104941.Search in Google Scholar

Hansen, B. E. 1992. “Testing for parameter instability in linear models.” Journal of policy Modeling 14 (4): 517–33.10.1016/0161-8938(92)90019-9Search in Google Scholar

Heo, U. 2010. “The relationship between defense spending and economic growth in the United States.” Political Research Quarterly 63 (4): 760–70.10.1177/1065912909334427Search in Google Scholar

Herrera, R., and E. Gentilucci. 2013. “Military Spending, Technical Progress, and Economic Growth: A Critical Overview on Mainstream Defense Economics.” Journal of Innovation Economics 12 (2): 13–35. https://doi.org/10.3917/jie.012.0013.Search in Google Scholar

Kalyoncu, H., and F. Yucel. 2006. “An analytical approach on defense expenditure and economic growth: The case of Türkiye and Greece.” Journal of Economic Studies 33 (5): 336–43.10.1108/01443580610706564Search in Google Scholar

Khalid, M. A., and M. A. J. A. Razaq. 2015. “The Impact of Military Spending on Economic Growth: Evidence from the US Economy.” Catalyst 6 (7): 183–90.Search in Google Scholar

Kollias, C., S. M. Paleologou, and P. Tzeremes. 2020. “Defence Spending and Unemployment in the USA: Disaggregated Analysis by Gender and Age Groups.” Peace Economics, Peace Science and Public Policy 26 (2): 20180052. https://doi.org/10.1515/peps-2018-0052.Search in Google Scholar

Kyriazis, N. A., and E. M. L. Economou. 2021. “The Impacts of Geopolitical Uncertainty on Turkish Lira during the Erdoğan Administration.” Defence and Peace Economics 33 (6): 731–50. https://doi.org/10.1080/10242694.2021.1904200.Search in Google Scholar

Manchester, C. 2017. The Relationship Between Defense Expenditures and Economic Growth: A Granger Causality Approach. Business/Business Administration, University at Albany, State University of New York. https://scholarsarchive.library.albany.edu/honorscollege_business/37.Search in Google Scholar

Michael, C., and R. Stelios. 2017. “Defense spending and unemployment. Evidence from southern European countries.” Peace Economics, Peace Science and Public Policy 23 (1): 1–36.10.1515/peps-2016-0026Search in Google Scholar

Mustafa, Ş. İ. T. 2018. “Macroeconomic Effects of Defense Expenditures in Türkiye.” Savunma Bilimleri Dergisi 17 (2): 93–114. https://doi.org/10.17134/khosbd.477236.Search in Google Scholar

Ogunjimi, J. A. 2019. “Impact of Public Debt on Investment: Evidence from Nigeria.” DBN Journal of Economics and Sustainable Growth 2 (2): 1–28.Search in Google Scholar

O’Hanlon, M. E. 2010. Defense Budgets and American Power. Foreign Policy at Brookings Policy Paper No. 24. https://www.brookings.edu/research/defense-budgets-and-american-power/.Search in Google Scholar

Oji, C. E., and J. A. Afolabi. 2022. “Economic and Peace Effects of Terrorism in the 21st Century.” International Journal of Public Law and Policy 8 (2): 144–57. https://doi.org/10.1504/ijplap.2022.122127.Search in Google Scholar

Olanrewaju, B. U., and J. A. Afolabi. 2022. “Digitizing Education in Nigeria: Lessons from COVID-19.” International Journal of Technology Enhanced Learning 14 (4): 402–19. https://doi.org/10.1504/ijtel.2022.125857.Search in Google Scholar

Phillips, P. C., S. Shi, and J. Yu. 2015. “Testing for Multiple Bubbles: Historical Episodes of Exuberance and Collapse in the S&P 500.” International Economic Review 56 (4): 1043–78. https://doi.org/10.1111/iere.12132.Search in Google Scholar

Raifu, I. A., and J. A. Afolabi. 2023. “Military Expenditure and Unemployment in South Africa: Evidence from Linear and Nonlinear ARDL With and Without Structural Break.” Economic Alternative 29 (3): 321–43.10.37075/EA.2023.2.06Search in Google Scholar

Raifu, I. A., J. A. Afolabi, and O. J. OguntimehinJr. 2023. “Revisiting the Terrorism–Tourism Nexus in Nigeria: The Moderating Role of Military Spending.” Journal of Hospitality and Tourism Insights 6 (3): 1270–89. https://doi.org/10.1108/jhti-05-2022-0164.Search in Google Scholar

Raifu, I. A., E. O. Obijole, and O. O. Nnadozie. 2022. “The Role of Institutional Quality in Military Spending and Unemployment Nexus in Nigeria.” Peace Economics, Peace Science and Public Policy 28 (2): 155–94. https://doi.org/10.1515/peps-2022-0006.Search in Google Scholar

Rooney, B., G. Johnson, and M. Priebe. 2021. How Does Defense Spending Affect Economic Growth? Santa Monica, CA: RAND Corp.Search in Google Scholar

Sablik, T. 2013. “Recession of 1981–82.” Federal Reserve Bank of St Loius 22, https://www.federalreservehistory.org/essays/recession-of-1981-82.Search in Google Scholar

Sanso-Navarro, M., & Vera-Cabello, M. 2015. The causal relationship between military spending and unemployment in the EU15. Available at: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2550136.10.2139/ssrn.2550136Search in Google Scholar

Saunders, N. C. 1990. “Defense Spending in the 1990’s – The Effect of Deeper Cuts.” Monthly Labor Review 113: 3.Search in Google Scholar

Shi, S., P. C. Phillips, and S. Hurn. 2018. “Change Detection and the Causal Impact of the Yield Curve.” Journal of Time Series Analysis 39 (6): 966–87. https://doi.org/10.1111/jtsa.12427.Search in Google Scholar

Shi, S., S. Hurn, and P. C. Phillips. 2020. “Causal Change Detection in Possibly Integrated Systems: Revisiting the Money–Income Relationship.” Journal of Financial Econometrics 18 (1): 158–80. https://doi.org/10.1093/jjfinec/nbz004.Search in Google Scholar

Starr, H., F. W. Hoole, J. A. Hart, and J. R. Freeman. 1984. “The Relationship Between Defense Spending and Inflation.” Journal of Conflict Resolution 28 (1): 103–22. https://doi.org/10.1177/0022002784028001006.Search in Google Scholar

Su, C., Y. Xu, H. L. Chang, O. R. Lobont, and Z. Liu. 2020. “Dynamic Causalities Between Defense Expenditure and Economic Growth in China: Evidence from Rolling Granger Causality Test.” Defence and Peace Economics 31 (5): 565–82. https://doi.org/10.1080/10242694.2018.1505583.Search in Google Scholar

Swanson, N. R. 1998. “Money and Output Viewed Through a Rolling Window.” Journal of Monetary Economics 41 (3): 455–74. https://doi.org/10.1016/s0304-3932(98)00005-1.Search in Google Scholar

Thoma, M. A. 1994. “Subsample Instability and Asymmetries in Money-Income Causality.” Journal of Econometrics 64 (1–2): 279–306. https://doi.org/10.1016/0304-4076(94)90066-3.Search in Google Scholar

Toda, H. Y., and T. Yamamoto. 1995. “Statistical Inference in Vector Autoregressions with Possibly Integrated Processes.” Journal of Econometrics 66 (1–2): 225–50. https://doi.org/10.1016/0304-4076(94)01616-8.Search in Google Scholar

Wang, Y. 2022. “Defense Budget Growth and Inflation: A Wavelet-Based Study of the US and Britain.” Political Studies Review 21: 260–84. https://doi.org/10.1177/14789299211068407.Search in Google Scholar

World Bank. 2021. World Development Indicators. Washington DC, USA: World Bank. https://databank.worldbank.org/source/world-development-indicators.Search in Google Scholar

Xu, Y., C. W. Su, and R. Tao. 2020. “Is Defense Spending Inflationary? Time–Frequency Evidence from China.” Defence and Peace Economics 31 (3): 361–75. https://doi.org/10.1080/10242694.2018.1457197.Search in Google Scholar

Zhao, L., L. Zhao, and B. F. Chen. 2017. “The interrelationship between defence spending, public expenditures and economic growth: evidence from China.” Defence and Peace Economics 28 (6): 703–18.10.1080/10242694.2015.1111603Search in Google Scholar

Received: 2023-08-07
Accepted: 2023-10-18
Published Online: 2023-11-06

© 2023 Walter de Gruyter GmbH, Berlin/Boston

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