Financial Development, Financial Globalization, Energy Consumption, and Environmental Degradation as Long-Run Determinants of Economic Growth: Causal Dynamics, Cointegration, and Distributional Evidence from Panel Data

Authors

DOI:

https://doi.org/10.47743/saeb-2026-0028

Keywords:

economic growth, financial development, financial globalization, energy consumption, environmental degradation.

Abstract

 Using an annual panel of 142 economies over 1993–2020, we estimate long-run elasticities between real income per capita and financial development, financial globalisation, energy consumption, and ecological pressure. Under cross-sectional dependence and slope heterogeneity, CIPS unit-root tests confirm I(1) behaviour; Westerlund bootstrap cointegration tests establish a stable long-run equilibrium; and five heterogeneous panel estimators – MG-AUG, CCE-MG, CCE-GMM, DCCE-MG, and CS-ARDL – provide cross-estimator robustness. All four elasticities are positive: energy use and ecological pressure display the largest long-run associations with income, while finance and globalisation exhibit smaller positive elasticities once global common shocks are controlled for. Method-of-moments quantile regression reveals that finance and globalisation effects are stronger at lower income quantiles and attenuate upward, while energy remains positive throughout the distribution. Dumitrescu–Hurlin (2012) causality tests provide evidence of feedback linkages between GDP per capita and the four drivers, with the strongest bidirectional evidence for ecological pressure and weaker or marginal reverse-causality evidence for finance, energy, and financial globalisation. These results add directional information that cointegration tests alone cannot provide. Policy implications emphasise energy decarbonisation, cautious finance-led growth claims, and directing global capital toward sustainable investment.

Author Biographies

  • Thomas Panagiotou, Aristotle University of Thessaloniki

    Department of Economics

    PhD Researcher 

     

  • Constantinos Katrakilidis, Aristotle University of Thessaloniki

    Department of Economics

    Professor

     

References

Adusei, M. (2013). Financial Development and Economic Growth: Evidence from Ghana. The International Journal of Business and Finance Research, 7(5), 61–76.

Alfaro, L., Chanda, A., Kalemli-Ozcan, S., & Sayek, S. (2004). FDI and Economic Growth: The Role of Local Financial Markets. Journal of International Economics, 64(1), 89–112. http://dx.doi.org/10.1016/S0022-1996(03)00081-3

Apergis, N., & Payne, J. E. (2010). Coal Consumption and Economic Growth: Evidence from a Panel of OECD Countries. Energy Policy, 38(3), 1353–1359. http://dx.doi.org/10.1016/j.enpol.2009.11.016

Avdjiev, S., Hardy, B., McGuire, P., & von Peter, G. (2021). Home Sweet Host: A Cross-Country Perspective on Prudential and Monetary Policy Spillovers Through Global Banks. Review of International Economics, 29(1), 20–36. http://dx.doi.org/10.1111/roie.12504

Azam, M. (2016). Does Environmental Degradation Shackle Economic Growth? A Panel Data Investigation on 11 Asian Countries. Renewable and Sustainable Energy Reviews, 65(C), 175–182. http://dx.doi.org/10.1016/j.rser.2016.06.087

Aziz, N., Sharif, A., Raza, A., & Jermsittiparsert, K. (2021). The Role of Natural Resources, Globalization, and Renewable Energy in Testing the EKC Hypothesis in MINT Countries: New Evidence from Method of Moments Quantile Regression Approach. Environmental Science and Pollution Research International, 28(11), 13454–13468. http://dx.doi.org/10.1007/s11356-020-11540-2

Balsalobre-Lorente, D., Shahbaz, M., Roubaud, D., & Farhani, S. (2018). How Economic Growth, Renewable Electricity and Natural Resources Contribute to CO2 Emissions? Energy Policy, 113(C), 356–367. http://dx.doi.org/10.1016/j.enpol.2017.10.050

Bartolini, L., & Drazen, A. (1997). Capital-Account Liberalization as a Signal. The American Economic Review, 87(1), 138–154.

Beck, T., Demirgüç-Kunt, A., & Levine, R. (2010). Financial Institutions and Markets Across Countries and over Time: The updated Financial Development and Structure Database. The World Bank Economic Review, 24(1), 77–92. http://dx.doi.org/10.1093/wber/lhp016

Beck, T., Levine, R., & Loayza, N. (2000). Finance and the Sources of Growth. Journal of Financial Economics, 58(1–2), 261–300. http://dx.doi.org/10.1016/S0304-405X(00)00072-6

Bekaert, G., Ehrmann, M., Fratzscher, M., & Mehl, A. (2014). The Global Crisis and Equity Market Contagion. The Journal of Finance, 69(6), 2597–2649. http://dx.doi.org/10.1111/jofi.12203

Belke, A., Dobnik, F., & Dreger, C. (2011). Energy Consumption and Economic Growth: New Insights into the Cointegration Relationship. Energy Economics, 33(5), 782–789. http://dx.doi.org/10.1016/j.eneco.2011.02.005

Belloumi, M. (2009). Energy Consumption and GDP in Tunisia: Cointegration and Causality Analysis. Energy Policy, 37(7), 2745–2753. http://dx.doi.org/10.1016/j.enpol.2009.03.027

Bencivenga, V. R., & Smith, B. D. (1993). Some Consequences of Credit Rationing in an Endogenous Growth Model. Journal of Economic Dynamics & Control, 17(1–2), 97–122. http://dx.doi.org/10.1016/S0165-1889(06)80006-0

Bernanke, B. S., Gertler, M., & Gilchrist, S. (1999). The Financial Accelerator in a Quantitative Business Cycle Framework. In J. B. Taylor & M. Woodford (Eds.), Handbook of Macroeconomics (Vol. 1, Part C, pp. 1341–1393): Elsevier Science B.V. http://dx.doi.org/10.1016/S1574-0048(99)10034-X

Bersvendsen, T., & Ditzen, J. (2021). Testing for Slope Heterogeneity in Stata. The Stata Journal, 21(1), 51–80. http://dx.doi.org/10.1177/1536867X211000004

Bilgili, F., Koçak, E., & Bulut, Ü. (2016). The Dynamic Impact of Renewable Energy Consumption on CO2 Emissions: A Revisited Environmental Kuznets Curve Approach. Renewable and Sustainable Energy Reviews, 54(C), 838–845. http://dx.doi.org/10.1016/j.rser.2015.10.080

Blomquist, J., & Westerlund, J. (2013). Testing Slope Homogeneity in Large Panels with Serial Correlation. Economics Letters, 121(3), 374–378. http://dx.doi.org/10.1016/j.econlet.2013.09.012

Blomquist, J., & Westerlund, J. (2016). Panel Bootstrap Tests of Slope Homogeneity. Empirical Economics, 50(4), 1359–1381. http://dx.doi.org/10.1007/s00181-015-0978-z

Borensztein, E., De Gregorio, J., & Lee, J. W. (1998). How Does Foreign Direct Investment Affect Economic Growth? Journal of International Economics, 45(1), 115–135. http://dx.doi.org/10.1016/S0022-1996(97)00033-0

Borucke, M., Moore, D., Cranston, G., Gracey, K., Iha, K., Larson, J., . . . Galli, A. (2013). Accounting for Demand and Supply of the Biosphere’s Regenerative Capacity: The National Footprint Accounts’ Underlying Methodology and Framework. Ecological Indicators, 24(January), 518–533. http://dx.doi.org/10.1016/j.ecolind.2012.08.005

Breusch, T. S., & Pagan, A. R. (1980). The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics. The Review of Economic Studies, 47(1), 239–253. http://dx.doi.org/10.2307/2297111

Broner, F., Didier, T., Erce, A., & Schmukler, S. L. (2013). Gross Capital Flows: Dynamics and Crises. Journal of Monetary Economics, 60(1), 113–133. http://dx.doi.org/10.1016/j.jmoneco.2012.12.004

Broner, F., Didier, T., Schmukler, S. L., & von Peter, G. (2023). Bilateral International Investments: The Big Sur? Journal of International Economics, 145(2024), 103795. http://dx.doi.org/10.1016/j.jinteco.2023.103795

Buffie, E. F. (1984). Financial Repression, the New Structuralists, and Stabilization Policy in Semi-Industrialized Economies. Journal of Development Economics, 14(3), 305–322. http://dx.doi.org/10.1016/0304-3878(84)90061-0

Charfeddine, L., & Mrabet, Z. (2017). The Impact of Economic Development and Social-Political Factors on Ecological Footprint: A Panel Data Analysis for 15 MENA Countries. Renewable and Sustainable Energy Reviews, 76(C), 138–154. http://dx.doi.org/10.1016/j.rser.2017.03.031

Chinn, M. D., & Ito, H. (2008). A New Measure of Financial Openness. Journal of Comparative Policy Analysis, 10(3), 309–322. http://dx.doi.org/10.1080/13876980802231123

Chudik, A., & Pesaran, H. (2015a). Large Panel Data Models with Cross-Sectional Dependence: A Survey. In B. H. Baltagi (Ed.), The Oxford Handbook of Panel Data (pp. 3–45): Oxford University Press. http://dx.doi.org/10.1093/oxfordhb/9780199940042.013.0001

Chudik, A., & Pesaran, M. H. (2015b). Common Correlated Effects Estimation of Heterogeneous Dynamic Panel Data Models with Weakly Exogenous Regressors. Journal of Econometrics, 188(2), 393–420. http://dx.doi.org/10.1016/j.jeconom.2015.03.007

Čihák, M., Demirgüç-Kunt, A., Feyen, E., & Levine, R. (2012). Benchmarking Financial Systems around the World Global Financial Development Report 2013 : Rethinking the Role of the State in Finance (pp. 15–43): Worl Bank Group. http://dx.doi.org/10.1596/9780821395035_ch01

Cleveland, C. J., Kaufmann, R. K., & Stern, D. I. (2004). Aggregation of Energy. In C. J. Cleveland (Ed.), Encyclopedia of Energy (1st ed., Vol. 1, pp. 17–28): ScieceDirect. http://dx.doi.org/10.1016/b0-12-176480-x/00231-x

Cole, D. C., & Shaw, E. S. (1974). Financial Deepening in Economic Development. Oxford University Press, 29(2), 1345–1348. http://dx.doi.org/10.2307/2978421

Das, P. K., & Guha-Khasnobis, B. (2008). Finance and Growth: An Empirical Assessment of the Indian Economy. In B. Guha-Khasnobis & G. Mavrotas (Eds.), Financial Development, Institutions, Growth and Poverty Reduction (pp. 120–140). London: Palgrave Macmillan UK. http://dx.doi.org/10.1057/9780230594029_6

De Hoyos, R. E., & Sarafidis, V. (2006). Testing for Cross-Sectional Dependence in Panel-Data Models. The Stata Journal, 6(4), 482–496. http://dx.doi.org/10.1177/1536867X0600600403

Diamond, D. W. (1984). Financial Intermediation and Delegated Monitoring. The Review of Economic Studies, 51(3), 393–414. http://dx.doi.org/10.2307/2297430

Ditzen, J. (2018). Estimating Dynamic Common-Correlated Effects in Stata. The Stata Journal, 18(3), 585–617. http://dx.doi.org/10.1177/1536867x1801800306

Ditzen, J. (2019). Estimating Long-Run Effects and the Exponent of Cross-Sectional Dependence: An Update to xtdcce2. Centre for Energy Economics Research and Policy (CEERP) CEERP Working Paper No. 7. Heriot-Watt University

Edinburgh. Retrieved from https://journals.sagepub.com/doi/abs/10.1177/1536867X211045560

Dong, K., Sun, R., & Hochman, G. (2017). Do Natural Gas and Renewable Energy Consumption Lead to Less CO2 Emission? Empirical Evidence from a Panel of BRICS Countries. Energy, 141(C), 1466–1478. http://dx.doi.org/10.1016/j.energy.2017.11.092

Dong, K., Wang, S., Hu, H., Guan, N., Shi, X., & Song, Y. (2023). Financial Development, Carbon Dioxide Emissions, and Sustainable Development. Sustainable Development (Bradford), 32(1). http://dx.doi.org/10.1002/SD.2649

Dumitrescu, E. I., & Hurlin, C. (2012). Testing for Granger Non-Causality in Heterogeneous Panels. Economic Modelling, 29(4), 1450–1460. http://dx.doi.org/10.1016/j.econmod.2012.02.014

Dunning, J. H. (1993). International Direct Investment Patterns. Paper presented at the The Global Race for Foreign Direct Investment, Berlin, Heidelberg.

Eberhardt, M., & Teal, F. (2010). Productivity Analysis Global Manufacturing Production (Vol. Discussion Paper 515, pp. 1–32): University of Oxford

Eberhardt, M., & Teal, F. (2011). Econometrics for Grumblers: A New Look at the Literature on Cross-Country Growth Empirics. Journal of Economic Surveys, 25(1), 109–155. http://dx.doi.org/10.1111/j.1467-6419.2010.00624.x

Eichengreen, B. (2001). Capital Account Liberalization: What Do Cross-Country Studies Tell Us? The World Bank Economic Review, 15(3), 341–365. http://dx.doi.org/10.1093/wber/15.3.341

Fan, J., Liao, Y., & Yao, J. (2015). Power Enhancement in High Dimensional Cross-Sectional Tests. Econometrica, 83(4), 1497–1541. http://dx.doi.org/10.3982/ECTA12749

Frees, E. W. (1995). Assessing Cross-Sectional Correlation in Panel Data. Journal of Econometrics, 69(2), 393–414. http://dx.doi.org/10.1016/0304-4076(94)01658-M

Friedman, M. (1937). The Use of Ranks to Avoid the Assumption of Normality Implicit in the Analysis of Variance. Journal of the American Statistical Association, 32(200), 675–701. http://dx.doi.org/10.1080/01621459.1937.10503522

Gourinchas, P., & Jeanne, O. (2005). Capital Mobility and Reform. . Retrieved from https://www.academia.edu/download/30738140/arcpaperoct2505.pdf

Greenwood, J., & Jovanovic, B. (1990). Financial Development, Growth, and the Distribution of Income. Journal of Political Economy, 98(5, Part 1), 1076–1107. http://dx.doi.org/10.1086/261720

Grossman, G. M., & Krueger, A. B. (1995). Economic Growth and the Environment. The Quarterly Journal of Economics, 110(2), 353–377. http://dx.doi.org/10.2307/2118443

Gygli, S., Haelg, F., Potrafke, N., & Sturm, J. E. (2019). The KOF Globalisation Index – revisited. The Review of International Organizations, 14(3), 543–574. http://dx.doi.org/10.1007/s11558-019-09344-2

He, Z., & You, Y. (2024). Convergence in Financial Development and Growth. Open Economies Review, 35(4), 779–799. http://dx.doi.org/10.1007/s11079-024-09767-4

Hicks, J. R. (1969). A Theory of Economic History (Vol. 163): Oxford University Press.

Ibrahim, R. L., Alomair, A., & Al Naim, A. S. (2024). How Financial Development Is Driving the Growth and Environmental Dimensions of Sustainable Development in Africa: Heterogeneous Analyses. Sustainability (Basel), 16(21), 9284. http://dx.doi.org/10.3390/su16219284

Ike, G. N., Usman, O., & Sarkodie, S. A. (2020). Testing the Role of Oil Production in the Environmental Kuznets Curve of Oil Producing Countries: New Insights from Method of Moments Quantile Regression. The Science of the Total Environment, 711(10), 135208. http://dx.doi.org/10.1016/j.scitotenv.2019.135208

IMF. (2022). IMF Data, Access to Microeconomic Financial Data. from IMF https://data.imf.org/?sk=388DFA60-1D26-4ADE-B505-A05A558D9A42sId=1479329132316

Jaunky, V. C. (2011). The CO2 Emissions-Income Nexus: Evidence from Rich Countries. Energy Policy, 39(3), 1228–1240. http://dx.doi.org/10.1016/j.enpol.2010.11.050

Jeanne, O., & Rancière, R. (2011). The Optimal Level of International Reserves for Emerging Market Countries: A New Formula and Some Applications. Economic Journal (London), 121(555), 905–930. http://dx.doi.org/10.1111/j.1468-0297.2011.02435.x

Kahia, M., Ben Aïssa, M. S., & Charfeddine, L. (2016). Impact of Renewable and Non-Renewable Energy Consumption on Economic Growth: New Evidence from the MENA Net Oil Exporting Countries (NOECs). Energy, 116(P1), 102–115. http://dx.doi.org/10.1016/j.energy.2016.07.126

King, R. G., & Levine, R. (1993). Finance, Entrepreneurship and Growth. Journal of Monetary Economics, 32(3), 513–542. http://dx.doi.org/10.1016/0304-3932(93)90028-E

Klein, M. W., & Olivei, G. (2008). Capital Account Liberalization, Financial Depth, and Economic Growth. Journal of International Money and Finance, 27(6), 861–875. http://dx.doi.org/10.1016/j.jimonfin.2008.05.002

Kose, M., & Prasad, E. (2007). Liberalizing Capital Account Restrictions. In E. Diehl & J. Clift (Eds.), Finance globalization: The impact on trade, policy, labor, and capital flows (pp. 90): IMF.

Kose, M. A., Prasad, E., Rogoff, K., & Wei, S. J. (2006a). Financial Globalization: A Reappraisal. IMF Working Paper, 2006(189), 94. http://dx.doi.org/10.5089/9781451864496.001

Kose, M. A., Prasad, E., Rogoff, K., & Wei, S. J. (2010). Financial Globalization and Economic Policies. In D. Rodrik & M. Rosenzweig (Eds.), Handbook of Development Economics (Vol. 5, pp. 4283–4359): Elsevier. http://dx.doi.org/10.1016/B978-0-444-52944-2.00003-3

Kose, M. A., Prasad, E. S., & Terrones, M. E. (2006b). How Do Trade and Financial Integration Affect the Relationship Between Growth and Volatility? Journal of International Economics, 69(1 (SPEC ISS)), 176–202. http://dx.doi.org/10.1016/j.jinteco.2005.05.009

Kuznets, S. (1955). Economic Growth and Income Inequality. In M. A. Seligson (Ed.), The Gap Between Rich and Poor: Contending Perspectives On The Political Economy of Development (Vol. 45, pp. 25–38). New York: Routledge. http://dx.doi.org/10.4324/9780429311208-4

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. http://dx.doi.org/10.1057/s41308-017-0048-y

Levine, R. (1997). Financial Development and Economic Growth: Views and Agenda. Journal of Economic Literature, 35(2), 688–726.

Levine, R. (2005). Finance and Growth: Theory and Evidence. In P. Aghion & S. Durlauf (Eds.), Handbook of Economic Growth (1st ed., Vol. 1, No. 1, pp. 865–934): Elesevier. http://dx.doi.org/10.1016/S1574-0684(05)01012-9

Levine, R., Loayza, N., & Beck, T. (2000). Financial intermediation and Growth: Causality and Causes. Journal of Monetary Economics, 46(1), 31–77. http://dx.doi.org/10.1016/S0304-3932(00)00017-9

Levine, R., & Zervos, S. (1998). Capital Control Liberalization and Stock Market Development. World Development, 26(7), 1169–1183. http://dx.doi.org/10.1016/S0305-750X(98)00046-1

Lopez, L., & Weber, S. (2017). Testing for Granger Causality in Panel Data. The Stata Journal, 17(4), 972–984. http://dx.doi.org/10.1177/1536867x1801700412

Lucas, R. E. (1988). On the Mechanics of Economic Development. Journal of Monetary Economics, 22(1), 3–42. http://dx.doi.org/10.1016/0304-3932(88)90168-7

Luzzati, T., & Orsini, M. (2009). Investigating the Energy-Environmental Kuznets Curve. Energy, 34(3), 291–300. http://dx.doi.org/10.1016/j.energy.2008.07.006

Ma, M., & Cai, W. (2019). Do Commercial Building Sector-Derived Carbon Emissions Decouple from the Economic Growth in Tertiary Industry? A Case Study of four Municipalities in China. The Science of the Total Environment, 650(P1), 822–834. http://dx.doi.org/10.1016/j.scitotenv.2018.08.078

Machado, J. A. F., & Santos Silva, J. M. C. (2019). Quantiles Via Moments. Journal of Econometrics, 213(1), 145–173. http://dx.doi.org/10.1016/j.jeconom.2019.04.009

Maddala, G. S., & Wu, S. (1999). A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test. Oxford Bulletin of Economics and Statistics, 61(S1), 631–652. http://dx.doi.org/10.1111/1468-0084.0610s1631

McKinnon, R. I. (1974). Money and Capital in Economic Development. International Journal, 29(4), 200. http://dx.doi.org/10.2307/40201473

Mishkin, F. S. (2009). The Next Great Globalization: How Disadvantaged Nations Can Harness their Financial Systems to Get Rich. In F. S. Mishkin (Ed.), The Next Great Globalization: How Disadvantaged Nations Can Harness Their Financial Systems to Get Rich. http://dx.doi.org/10.2307/j.ctt7t55r

Narayan, P. K., & Narayan, S. (2010). Carbon Dioxide Emissions and Economic Growth: Panel Data Evidence from Developing Countries. Energy Policy, 38(1), 661–666. http://dx.doi.org/10.1016/j.enpol.2009.09.005

Narayan, P. K., & Smyth, R. (2008). Energy Consumption and Real GDP in G7 Countries: New Evidence from Panel Cointegration with Structural Breaks. Energy Economics, 30(5), 2331–2341. http://dx.doi.org/10.1016/j.eneco.2007.10.006

Nasse, E. (2016). V. Lombardstreet: A Description of the Money Market by Walter Bagehot. Jahrbücher für Nationalökonomie und Statistik, 22(1), 38–43. http://dx.doi.org/10.1515/jbnst-1874-0108

Neal, B. T. (2015a). Estimating Heterogeneous Coefficients in Panel Data Models with Endogenous Regressors and Common Factors. Working Paper.

Neal, T. (2015b). XTCCE: Stata Module to Implement the Common Correlated Effects Estimator. Statistical Software Components.

Nguyen, Q. K. (2023). Macroeconomic Determinants of Economic Growth in Low- and Mid-Income Countries: New Evidence Using a Non-Parametric Approach. Applied Economics Letters, 32(1), 680–685. http://dx.doi.org/10.1080/13504851.2023.2283774

Obstfeld, M. (2020). Globalization Cycles. Italian Economic Journal, 6(1), 1–12. http://dx.doi.org/10.1007/s40797-020-00121-4

Obstfeld, M. (2021). Trilemmas and Tradeoffs: Living with Financial Globalization. In C. Raddatz, D. Saravia, & J. Ventura (Eds.), Global Liquidity, Spillovers to Emerging Markets and Policy Responses (1 ed., Vol. 20, pp. 013–078): World Scientific.

Obstfeld, M., Ostry, J. D., & Qureshi, M. S. (2021). A Tie that Binds: Revisiting the Trilemma in Emerging Market Economies. IMF Working Paper 17(130). http://dx.doi.org/10.5089/9781484302620.001

Odhiambo, N. M. (2023). Financial Development and Economic Growth: A Review of International Evidence. Research in Globalization, 12, 100123.

Omri, A. (2013). CO2 Emissions, Energy Eonsumption and Economic Growth Nexus in MENA Countries: Evidence from Simultaneous Equations Models. Energy Economics, 40(C), 657–664. http://dx.doi.org/10.1016/j.eneco.2013.09.003

Ozturk, I. (2010). A Literature Survey on Energy-Growth Nexus. Energy Policy, 38(1), 340–349. http://dx.doi.org/10.1016/j.enpol.2009.09.024

Paceskovski, V. G. S. K. N. V. (2013, 30 Dec 2013). Positive and Negative Effects of Financial Globalization on Developing and Emerging Economies. Paper presented at the International Scientific Conference “Regional Economic Cooperation in the Process of Globalization".

Padilla, E., & Serrano, A. (2006). Inequality in CO2 Emissions Across Countries and its Relationship with Income Inequality: A Distributive Approach. Energy Policy, 34(14), 1762–1772. http://dx.doi.org/10.1016/j.enpol.2004.12.014

Pao, H. T., & Tsai, C. M. (2010). CO2 Emissions, Energy Consumption and Economic Growth in BRIC Countries. Energy Policy, 38(12), 7850–7860. http://dx.doi.org/10.1016/j.enpol.2010.08.045

Pesaran, M. H. (2004). General Diagnostic Tests for Cross-Sectional Dependence in Panels. SSRN Electronic Journal, 69(7), 13–50. http://dx.doi.org/10.2139/ssrn.572504

Pesaran, M. H. (2006). Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure. Econometrica, 74(4), 967–1012. http://dx.doi.org/10.1111/j.1468-0262.2006.00692.x

Pesaran, M. H. (2007). A Simple Panel Unit Root Test in the Presence of Cross-Section Dependence. Journal of Applied Econometrics, 22(2), 265–312. http://dx.doi.org/10.1002/jae.951

Pesaran, M. H. (2021). General Diagnostic Tests for Cross-Sectional Dependence in Panels. Empirical Economics, 60(1), 13–50. http://dx.doi.org/Empirical Economics

Pesaran, M. H., Shin, Y., & Smith, R. P. (1999). Pooled Mean Group Estimation of Dynamic Heterogeneous Panels. Journal of the American Statistical Association, 94(446), 621–634. http://dx.doi.org/10.1080/01621459.1999.10474156

Pesaran, M. H., Ullah, A., & Yamagata, T. (2008). A Bias-Adjusted LM Test of Error Cross-Section Independence. The Econometrics Journal, 11(1), 105–127. http://dx.doi.org/10.1111/j.1368-423X.2007.00227.x

Pesaran, M. H., & Yamagata, T. (2008). Testing Slope Homogeneity in Large Panels. Journal of Econometrics, 142(1), 50–93. http://dx.doi.org/10.1016/j.jeconom.2007.05.010

Prasad, E. S., Rogoff, K., Wei, S. J., & Kose, M. A. (2007). Financial Globalization, Growth, and Volatility in Developing Countries. In A. Harrison (Ed.), Globalization and Poverty (pp. 457–516): University of Chicago Press. http://dx.doi.org/10.7208/chicago/9780226318004.003.0012

Purewal, K., & Haini, H. (2022). Re-examining the Effect of Financial Markets and Institutions on Economic Growth: Evidence from the OECD Countries. Economic Change and Restructuring, 55(1), 311–333. http://dx.doi.org/10.1007/s10644-020-09316-2

Quinn, D., Schindler, M., & Toyoda, A. M. (2011). Assessing Measures of Financial Openness and Integration. IMF Economic Review, 59(3), 488–522. http://dx.doi.org/10.1057/imfer.2011.18

Saci, K., Giorgioni, G., & Holden, K. (2009). Does Financial Development Affect Growth? Applied Economics, 41(13), 1701–1707. http://dx.doi.org/10.1080/00036840701335538

Sadorsky, P. (2010). The Impact of Financial Development on Energy Consumption in Emerging Economies. Energy Policy, 38(5), 2528–2535. http://dx.doi.org/10.1016/j.enpol.2009.12.048

Sahay, R., Čihák, M., Barajas, A., Bi, R., Ayala, D., Gao, Y., . . . Sommer, M. (2015). Rethinking Financial Deepening: Stability and Growth in Emerging Markets. IMF staff discussion note, 15(8), 73–107. http://dx.doi.org/10.5089/9781498312615.006

Sarafidis, V., Yamagata, T., & Robertson, D. (2009). A Test of Cross Section Dependence for a Linear Dynamic Panel Model with Regressors. Journal of Econometrics, 148(2), 149–161. http://dx.doi.org/10.1016/j.jeconom.2008.10.006

Sarkodie, S. A., & Ozturk, I. (2020). Investigating the Environmental Kuznets Curve Hypothesis in Kenya: A Multivariate Analysis. Renewable & Sustainable Energy Reviews, 117(January), 109481. http://dx.doi.org/10.1016/j.rser.2019.109481

Sarkodie, S. A., & Strezov, V. (2018). Assessment of Contribution of Australia’s Energy Production to CO2 Emissions and Environmental Degradation Using Statistical Dynamic Approach. The Science of the Total Environment, 639(C), 888–899. http://dx.doi.org/10.1016/j.scitotenv.2018.05.204

Schumpeter, J. (1911). The Theory of Economic Development: An Inquiry into Profits, Capital, Interest, and the Business Cycle: Harvard University Press.

Schumpeter, J. A. (1934). The Theory of Economic Development: An Inquiry into Profits, Capital, Credit, Interest, and the Business Cycle: Harvard University Press.

Sencer Atasoy, B. (2017). Testing the Environmental Kuznets Curve Hypothesis Across the U.S.: Evidence from Panel Mean Group Estimators. Renewable and Sustainable Energy Reviews, 77(4), 731–747. http://dx.doi.org/10.1016/j.rser.2017.04.050

Shuai, C., Shen, L., Jiao, L., Wu, Y., & Tan, Y. (2017). Identifying Key Impact Factors on Carbon Emission: Evidences from Panel and Time-Series Data of 125 Countries from 1990 to 2011. Applied Energy, 187(C), 310–325. http://dx.doi.org/10.1016/j.apenergy.2016.11.029

Singh, S., Arya, V., Yadav, M. P., & Power, G. J. (2023). Does Financial Development Improve Economic Growth? The Role of Asymmetrical Relationships. Global Finance Journal, 56(C), 100831. http://dx.doi.org/10.1016/j.gfj.2023.100831

Stern, D. I. (2011). The Role of Energy in Economic Growth. Annals of the New York Academy of Sciences, 1219(1), 26–51. http://dx.doi.org/10.1111/j.1749-6632.2010.05921.x

Stiglitz, J., & Weiss, A. (1983). Incentive Effects of Terminations: Applications to the Credit and Labor Markets. The American Economic Review, 73(5), 912–927.

Stulz, R. M. (2005). The Limits of Financial Globalization. The Journal of Finance, 60(4), 1595–1638. http://dx.doi.org/10.1111/j.1540-6261.2005.00775.x

Svirydzenka, K. (2016). Introducing a New Broad-based Index of Financial Development. IMF Working Paper, 16(5), 1. http://dx.doi.org/10.5089/9781513583709.001

Tang, C. F., & Tan, B. W. (2015). The Impact of Energy Consumption, Income and Foreign Direct Investment on Carbon Dioxide Emissions in Vietnam. Energy, 79(C), 447–454. http://dx.doi.org/10.1016/j.energy.2014.11.033

Toumi, S. (2025). Unveiling Impact of Financial Development, Renewable Energy, and Technological Innovation on Ecological Footprint in Major Remittance-Receiving Economies–A PQARDL Approach. International Journal of Renewable Energy Development, 14(1), 180–199. http://dx.doi.org/10.61435/ijred.2025.60762

University of York. (2022). National Ecological Footprint and Biocapacity Accounts | Ecological Footprint Initiative. from YORKU https://footprint.info.yorku.ca/data/

Van Wijnbergen, S. (1983). Interest Rate Management in LDC’s. Journal of Monetary Economics, 12(3), 433–452. http://dx.doi.org/10.1016/0304-3932(83)90063-6

Wang, J., & Dong, K. (2019). What Drives Environmental Degradation? Evidence from 14 Sub-Saharan African Countries. The Science of the Total Environment, 656(C), 165–173. http://dx.doi.org/10.1016/j.scitotenv.2018.11.354

Wang, Y., Ibrahim, R. L., Oke, D. M., & Al-Faryan, M. A. S. (2024). Investigating Green Energy–Environment Nexus in Post-COP26 Era: Can Technological Innovation, Financial Development and Government Expenditure Deliver Africa’s Targets? International Journal of Finance & Economics, 29(3), 3263–3285. http://dx.doi.org/10.1002/ijfe.2824

Westerlund, J. (2005). New Simple Tests for Panel Cointegration. Econometric Reviews, 24(3), 297–316. http://dx.doi.org/10.1080/07474930500243019

Westerlund, J. (2007). Testing for Error Correction in Panel Data. Oxford Bulletin of Economics and Statistics, 69(6), 709–748. http://dx.doi.org/10.1111/j.1468-0084.2007.00477.x

World Bank. (2021). World Development Indicators (Publication no. 10.4135/9781412952613.n571). (1029-4325). from Sage

Zhou, D., Saeed, U. F., Kongkuah, M., & Wiredu, I. (2024). Examining the Moderating Role of Environmental Regulations on Financial Development and Ecological Footprint in the MENA Region. Environment, Development and Sustainability, 28(5), 11497–11524. http://dx.doi.org/10.1007/s10668-024-05430-7

Downloads

Published

2026-09-15

Issue

Section

Articles

How to Cite

Financial Development, Financial Globalization, Energy Consumption, and Environmental Degradation as Long-Run Determinants of Economic Growth: Causal Dynamics, Cointegration, and Distributional Evidence from Panel Data. (2026). Scientific Annals of Economics and Business, 73(3), 551-575. https://doi.org/10.47743/saeb-2026-0028