The Asymmetric Effect of Financial Development on Energy Consumption: NARDL Evidence from 173 Selected Countries
DOI:
https://doi.org/10.47654/v30y2026i3p114-144Keywords:
Financial development, Energy consumption, Financial market development, Financial institution development, Asymmetric effect, NARDLAbstract
Purpose: This study examines the asymmetric relationship between financial development (FD) and energy consumption (EC) across 173 economies from 1990 to 2019. It assesses whether positive and negative FD shocks affect EC differently and how these effects vary by income group, informing decisions that balance financial deepening and sustainable energy use.
Design/methodology/approach: A Nonlinear Autoregressive Distributed Lag (NARDL) framework is applied to a balanced panel of 56 high-income, 45 upper-middle-income, 50 lower-middle-income, and 22 low-income countries. FD is measured using the IMF Financial Development Index and decomposed into financial market development (FMD) and financial institution development (FID), with urbanisation and GDP per capita as controls. Positive and negative FD shocks are modeled via partial-sum processes, and pooled mean group estimators with Wald tests identify short- and long-run asymmetries.
Findings: Globally, positive shocks in overall FD and FMD reduce EC, whereas negative shocks in FD, FMD, and FID increase it. Heterogeneity is substantial: in high- and lower-middle-income economies, both positive and negative shocks to FD, FMD, and FID generally raise EC, while in upper-middle- and low-income economies, FMD tends to reduce EC under both shock types. Asymmetric effects are strongest for FD and FMD, with FID asymmetry concentrated in high-income countries. This income-specific FID asymmetry can be explained by the maturity and depth of financial institutions in advanced economies: in high-income countries, institutional development is sophisticated enough that positive and negative credit shocks transmit asymmetrically into energy investment decisions (Wᴸᴿ = 13.61, p < 0.01). By contrast, in upper-middle-, lower-middle- and low-income economies, financial institutions remain underdeveloped relative to market size, and both positive and negative FID shocks produce broadly symmetric EC responses (Wᴸᴿ values of 0.08, 1.50 and 0.59 respectively, all non-significant), reflecting a more homogeneous credit-transmission mechanism regardless of shock direction.
Research limitations/implications: The estimates may not fully capture recent structural breaks in financial systems, technology, or energy policy. Notably, the dataset ends in 2019 and therefore excludes the substantial disruptions of the COVID-19 pandemic period (2020–2022), including unprecedented credit contractions, energy price volatility, and large-scale green fiscal stimulus packages, which may have altered the FD–EC relationship in important ways. Future work could extend the sample to cover this period and incorporate sectoral EC, green-finance indicators, and higher-frequency financial data.
Practical implications: Results suggest that steady financial deepening can curb EC, whereas contractions in FD may sharply increase it, especially in bank-dominated systems. Income-specific financial and energy policies are needed to manage these asymmetric effects.
Originality/value: This study is among the first to apply a global NARDL framework with the IMF FD index to model positive and negative FD, FMD, and FID shocks across 173 economies, linking asymmetric FD-EC dynamics to decision-relevant policy design.
References
Achuo, E., Kakeu, P., & Asongu, S. (2024). Financial Development, Human Capital and Energy Transition: A Global Comparative Analysis. International Journal of Energy Sector Management, 19(1), 59-80. https://doi.org/10.1108/IJESM-11-2023-0004
Adeneye, Y., Rasheed, S., & Ooi, S. K. (2023). Does Financial Inclusion Spur Co2 Emissions? The Marginal Effects of Financial Sustainability. IIMBG Journal of Sustainable Business and Innovation, 1(2), 77-97. https://doi.org/10.1108/IJSBI-02-2023-0004
Akpanke, T. A., Deka, A., Ozdeser, H., & Seraj, M. (2024). Ecological Footprint in the Oecd Countries: Do Energy Efficiency and Renewable Energy Matter? Environmental Science and Pollution Research, 31(10), 15289-15301. https://doi.org/10.1007/s11356-024-32151-1
Alper, A. E., Alper, F. O., Ozayturk, G., & Mike, F. (2023). Testing the Long-Run Impact of Economic Growth, Energy Consumption, and Globalization on Ecological Footprint: New Evidence from Fourier Bootstrap Ardl and Fourier Bootstrap Toda–Yamamoto Test Results. Environmental Science and Pollution Research, 30(15), 42873-42888. https://doi.org/10.1007/s11356-022-18610-7
Alshagri, R., Alsabhan, T. H., & Binsuwadan, J. (2024). Investigating the Role of Financial Development in Encouraging the Transition to Renewable Energy: A Fractional Response Model Approach. Sustainability, 16(18). https://doi.org/10.3390/su16188153
Anwar, A., Sinha, A., Sharif, A., Siddique, M., Irshad, S., Anwar, W., & Malik, S. (2022). The Nexus between Urbanization, Renewable Energy Consumption, Financial Development, and Co2 Emissions: Evidence from Selected Asian Countries. Environment, Development and Sustainability, 24(5), 6556-6576. https://doi.org/10.1007/s10668-021-01716-2
Bacon, R. W., & Kojima, M. (2016). Energy, Economic Growth, and Poverty Reduction : A Literature Review (104866). http://documents.worldbank.org/curated/en/312441468197382126/Main-report
Baloch, M. A., Danish, & Meng, F. (2019). Modeling the Non-Linear Relationship between Financial Development and Energy Consumption: Statistical Experience from Oecd Countries. Environmental Science and Pollution Research, 26(9), 8838-8846. https://doi.org/10.1007/s11356-019-04317-9
Bello, M. O., Jimoh, S. O., Ch’ng, K. S., & Oyerinola, D. S. (2024). Environmental Sustainability in Asean: What Roles Do Energy Consumption, Economic Growth, and Foreign Direct Investment Play? Environment, Development and Sustainability, Jul(2024). https://doi.org/10.1007/s10668-024-05250-9
Bhutta, U. S., Tariq, A., Farrukh, M., Raza, A., & Iqbal, M. K. (2022). Green Bonds for Sustainable Development: Review of Literature on Development and Impact of Green Bonds. Technological Forecasting and Social Change, 175, 121378. https://doi.org/10.1016/j.techfore.2021.121378
Boufateh, T., & Saadaoui, Z. (2020). Do Asymmetric Financial Development Shocks Matter for Co2 Emissions in Africa? A Nonlinear Panel Ardl–Pmg Approach. Environmental Modeling & Assessment, 25(6), 809-830. https://doi.org/10.1007/s10666-020-09722-w
Charfeddine, L., & Kahia, M. (2019). Impact of Renewable Energy Consumption and Financial Development on Co2 Emissions and Economic Growth in the Mena Region: A Panel Vector Autoregressive (Pvar) Analysis. Renewable Energy, 139, 198-213. https://doi.org/10.1016/j.renene.2019.01.010
Cheng, Y., Hui, Y., McAleer, M., & Wong, W.-K. (2021). Spurious Relationships for Nearly Non-Stationary Series. Journal of Risk and Financial Management, 14(8), 366. https://doi.org/10.3390/jrfm14080366
Chiu, Y.-B., & Lee, C.-C. (2020). Effects of Financial Development on Energy Consumption: The Role of Country Risks. Energy Economics, 90, 104833. https://doi.org/10.1016/j.eneco.2020.104833
Destek, M. A. (2017). Financial Development and Energy Consumption Nexus in Emerging Economies. Energy Sources, Part B: Economics, Planning, and Policy, 13(1), 76-81. https://doi.org/10.1080/15567249.2017.1405106
Esen, Ö., & Bayrak, M. (2017). Does More Energy Consumption Support Economic Growth in Net Energy-Importing Countries? Journal of Economics, Finance and Administrative Science, 22(42), 75-98. https://doi.org/10.1108/JEFAS-01-2017-0015
Farhani, S., & Solarin, S. A. (2017). Financial Development and Energy Demand in the United States: New Evidence from Combined Cointegration and Asymmetric Causality Tests. Energy, 134, 1029-1037. https://doi.org/10.1016/j.energy.2017.06.121
Gahlot, R., & Garg, M. (2024). The Effect of Energy Consumption on Economic Growth: A Scientometric Analysis. Journal of the Knowledge Economy. https://doi.org/10.1007/s13132-024-02048-y
Gaies, B., Kaabia, O., Ayadi, R., Guesmi, K., & Abid, I. (2019). Financial Development and Energy Consumption: Is the Mena Region Different? Energy Policy, 135, 111000. https://doi.org/10.1016/j.enpol.2019.111000
Gershon, O., Asafo, J. K., Nyarko-Asomani, A., & Koranteng, E. F. (2024). Investigating the Nexus of Energy Consumption, Economic Growth and Carbon Emissions in Selected African Countries. Energy Strategy Reviews, 51, 101269. https://doi.org/10.1016/j.esr.2023.101269
Gómez, M., & Rodríguez, J. C. (2019). Energy Consumption and Financial Development in Nafta Countries, 1971–2015. Applied Sciences, 9(2), 302. https://doi.org/10.3390/app9020302
Hamilton, J. D. (1994). Time Series Analysis. Princeton University Press. https://doi.org/10.2307/j.ctv14jx6sm
Himawan, N., Saputri, H. A., & Sari, A. C. (2024). Prediction on Gdp Per Capita Position Using Energy Data. Procedia Computer Science, 245, 1030-1039. https://doi.org/10.1016/j.procs.2024.10.331
Hui, Y., Wong, W.-K., Bai, Z., & Zhu, Z.-Z. (2017). A New Nonlinearity Test to Circumvent the Limitation of Volterra Expansion with Application. Journal of the Korean Statistical Society, 46(3), 365-374. https://doi.org/10.1016/j.jkss.2016.11.006
IEA. (2023). World Energy Outlook 2023. https://www.iea.org/reports/world-energy-outlook-2023
Imran, M., Liu, X., Saud, S., Akhtar, M. H., Haseeb, A., Wang, R., & Azam, K. (2023). The Non-Linear Relationship between Globalization, Financial Development and Energy Consumption: Evidence from Brics Economies. PloS one, 18(12), e0293890-e0293890. https://doi.org/10.1371/journal.pone.0293890
Jia, H., Fan, S., & Xia, M. (2023). The Impact of Renewable Energy Consumption on Economic Growth: Evidence from Countries Along the Belt and Road. Sustainability, 15(11). https://doi.org/10.3390/su15118644
Liu, G., Khan, M. A., Haider, A., & Uddin, M. (2022). Financial Development and Environmental Degradation: Promoting Low-Carbon Competitiveness in E7 Economies’ Industries. International journal of environmental research and public health, 19(23). https://doi.org/10.3390/ijerph192316336
Ma, X., & Fu, Q. (2020). The Influence of Financial Development on Energy Consumption: Worldwide Evidence. International journal of environmental research and public health, 17(4), 1428. https://doi.org/10.3390/ijerph17041428
Ma, Y., Zhao, Y., Jia, R., Wang, W., & Zhang, B. (2022). Impact of Financial Development on the Energy Intensity of Developing Countries. Heliyon, 8(8), e09904-e09904. https://doi.org/10.1016/j.heliyon.2022.e09904
Mahalik, M. K., Babu, M. S., Loganathan, N., & Shahbaz, M. (2017). Does Financial Development Intensify Energy Consumption in Saudi Arabia? Renewable and Sustainable Energy Reviews, 75, 1022-1034. https://doi.org/10.1016/j.rser.2016.11.081
McCloud, N., Delgado, M. S., & Jin, M. (2024). Foreign Capital Inflows, Exchange Rates, and Government Stability. Empirical Economics, 66(3), 945-977. https://doi.org/10.1007/s00181-023-02490-y
Meriläinen, J.-M. (2016). Lending Growth During the Financial Crisis and the Sovereign Debt Crisis: The Role of Bank Ownership Type. Journal of International Financial Markets, Institutions and Money, 41, 168-182. https://doi.org/10.1016/j.intfin.2015.12.011
Mitić, P., Fedajev, A., Radulescu, M., & Rehman, A. (2023). The Relationship between Co2 Emissions, Economic Growth, Available Energy, and Employment in See Countries. Environmental Science and Pollution Research, 30(6), 16140-16155. https://doi.org/10.1007/s11356-022-23356-3
Ng, P., Wong, W.-K., & Xiao, Z. (2017). Stochastic Dominance Via Quantile Regression with Applications to Investigate Arbitrage Opportunity and Market Efficiency. European Journal of Operational Research, 261(2), 666-678. https://doi.org/10.1016/j.ejor.2017.02.047
Nguyen, C. P., Schinckus, C., Su, T. D., & Chong, F. H. L. (2022). The Energy Consumption: The Global Contributions from Financial Development and Institutions. Environmental Science and Pollution Research, 29(13), 18721-18740. https://doi.org/10.1007/s11356-021-17134-w
Nguyen, T. T. H., Le, T. A., Le-Dinh, T., Pham, T. H. a., Phan, G. Q., Vuu, T. M., & Bui, H. M. (2024). Nexus of Globalization and Environmental Quality: Investigating Heterogeneous Effects through Quantile Regression Analysis. Polish Journal of Environmental Studies, 33(1), 767-779. https://doi.org/10.15244/pjoes/172042
Nguyen, T. T. H., Phan, G. Q., Tran, T. K., & Bui, H. M. (2023). The Role of Renewable Energy Technologies in Enhancing Human Development: Empirical Evidence from Selected Countries. Case Studies in Chemical and Environmental Engineering, 8, 100496. https://doi.org/10.1016/j.cscee.2023.100496
Nusair, S. A. (2016). The Effects of Oil Price Shocks on the Economies of the Gulf Co-Operation Council Countries: Nonlinear Analysis. Energy Policy, 91, 256-267. https://doi.org/10.1016/j.enpol.2016.01.013
Ozcan, B., Tzeremes, P. G., & Tzeremes, N. G. (2020). Energy Consumption, Economic Growth and Environmental Degradation in Oecd Countries. Economic Modelling, 84, 203-213. https://doi.org/10.1016/j.econmod.2019.04.010
Pesaran, M. H. (2004). General Diagnostic Tests for Cross Section Dependence in Panels. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.572504
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. https://doi.org/10.1002/jae.951
Pesaran, M. H., & Shin, Y. (1999). An Autoregressive Distributed-Lag Modelling Approach to Cointegration Analysis. In S. Strøm (Ed.), Econometrics and Economic Theory in the 20th Century: The Ragnar Frisch Centennial Symposium (pp. 371-413). Cambridge University Press. https://doi.org/10.1017/cbo9781139052221.011
Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds Testing Approaches to the Analysis of Level Relationships. Journal of Applied Econometrics, 16(3), 289-326. https://doi.org/10.1002/jae.616
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. https://doi.org/10.1080/01621459.1999.10474156
Qamruzzaman, M., & Jianguo, W. (2020). The Asymmetric Relationship between Financial Development, Trade Openness, Foreign Capital Flows, and Renewable Energy Consumption: Fresh Evidence from Panel Nardl Investigation. Renewable Energy, 159, 827-842. https://doi.org/10.1016/j.renene.2020.06.069
Quang, P. T., & Thao, D. P. (2022). Analyzing the Green Financing and Energy Efficiency Relationship in Asean. The Journal of Risk Finance, 23(4), 385-402. https://doi.org/10.1108/JRF-02-2022-0046
Rehman, S., Ullah, S., Azim, F., & Khan, H. U. R. (2023). Impact of Financial Development, Energy Consumption and Urbanization on Co2 Emissions from Buildings Using Quantile Ardl Model. Journal of Infrastructure, Policy and Development, 7(3). https://doi.org/10.24294/jipd.v7i3.2166
Sadorsky, P. (2011). Financial Development and Energy Consumption in Central and Eastern European Frontier Economies. Energy Policy, 39(2), 999-1006. https://doi.org/10.1016/j.enpol.2010.11.034
Salisu, A. A., & Isah, K. O. (2017). Revisiting the Oil Price and Stock Market Nexus: A Nonlinear Panel Ardl Approach. Economic Modelling, 66, 258-271. https://doi.org/10.1016/j.econmod.2017.07.010
Sarwar, A., Khan, M. A., Sarwar, Z., & Khan, W. (2021). Financial Development, Human Capital and Its Impact on Economic Growth of Emerging Countries. Asian Journal of Economics and Banking, 5(1), 86-100. https://doi.org/10.1108/AJEB-06-2020-0015
Shahbaz, M., Hoang, T. H. V., Mahalik, M. K., & Roubaud, D. (2017). Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis. Energy Economics, 63, 199-212. https://doi.org/10.1016/j.eneco.2017.01.023
Shahbaz, M., Khan, S., & Tahir, M. I. (2013). The Dynamic Links between Energy Consumption, Economic Growth, Financial Development and Trade in China: Fresh Evidence from Multivariate Framework Analysis. Energy Economics, 40, 8-21. https://doi.org/10.1016/j.eneco.2013.06.006
Shahbaz, M., Song, M., Ahmad, S., & Vo, X. V. (2022). Does Economic Growth Stimulate Energy Consumption? The Role of Human Capital and R&D Expenditures in China. Energy Economics, 105, 105662. https://doi.org/10.1016/j.eneco.2021.105662
Sheikh, U. A., Tabash, M. I., & Asad, M. (2020). Global Financial Crisis in Effecting Asymmetrical Co-Integration between Exchange Rate and Stock Indexes of South Asian Region: Application of Panel Data Nardl and Ardl Modelling Approach with Asymmetrical Granger Causility. Cogent Business & Management, 7(1), 1843309. https://doi.org/10.1080/23311975.2020.1843309
Shin, Y., Yu, B., & Greenwood-Nimmo, M. (2014). Modelling Asymmetric Cointegration and Dynamic Multipliers in a Nonlinear Ardl Framework. In R. C. Sickles & W. C. Horrace (Eds.), Festschrift in Honor of Peter Schmidt: Econometric Methods and Applications (pp. 281-314). Springer New York. https://doi.org/10.1007/978-1-4899-8008-3_9
Sun, Z., Zhang, X., & Gao, Y. (2023). The Impact of Financial Development on Renewable Energy Consumption: A Multidimensional Analysis Based on Global Panel Data. International journal of environmental research and public health, 20(4), 3124. https://doi.org/10.3390/ijerph20043124
Svirydzenka, K. (2016). Introducing a New Broad-Based Index of Financial Development. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2754950
Syed, A. A., Kamal, M. A., Grima, S., & Ullah, A. (2022). The Impact of Financial Development and Macroeconomic Fundamentals on Nonperforming Loans among Emerging Countries: An Assessment Using the Nardl Approach. Computation, 10(10). https://doi.org/10.3390/computation10100182
Tang, P., Ma, H., Sun, Y., & Xu, X. (2024). Exploring the Role of Fintech, Green Finance and Natural Resources Towards Environmental Sustainability: A Study on Asean Economies. Resources Policy, 94, 105115. https://doi.org/10.1016/j.resourpol.2024.105115
Thebuho, W., Opperman, P., & Steenkamp, L.-A. (2022). The Asymmetric Effect of Financial Development on Energy Consumption in Sub-Saharan Africa. Cogent Economics & Finance, 10(1). https://doi.org/10.1080/23322039.2022.2095770
Tran, T. K. (2023). Financial Development and Environmental Quality: Differences in Renewable Energy Use and Economic Growth. Polish Journal of Environmental Studies. https://doi.org/10.15244/pjoes/157652
Ullah, A., Kui, Z., Pinglu, C., & Sheraz, M. (2022). Effect of Financial Development, Foreign Direct Investment, Globalization, and Urbanization on Energy Consumption: Empirical Evidence from Belt and Road Initiative Partner Countries [Original Research]. Frontiers in Environmental Science, Volume 10 - 2022. https://doi.org/10.3389/fenvs.2022.937834
Wang, Q., & Dong, Z. (2021). Does Financial Development Promote Renewable Energy? Evidence of G20 Economies. Environmental Science and Pollution Research, 28(45), 64461-64474. https://doi.org/10.1007/s11356-021-15597-5
Wang, Y., & Gong, X. (2020). Does Financial Development Have a Non-Linear Impact on Energy Consumption? Evidence from 30 Provinces in China. Energy Economics, 90, 104845. https://doi.org/10.1016/j.eneco.2020.104845
Wenhui, L., Wong, W.-K., Wei, S.-Y., Shamansurova, Z., Albasher, G., & mansor, A. (2025). Decarbonizing East China's Energy Landscape: The Role of Geothermal Energy in the Energy-Water-Food Nexus. Energy Strategy Reviews, 62, 101961. https://doi.org/10.1016/j.esr.2025.101961
Wong, W.-K. (2007). Stochastic Dominance and Mean–Variance Measures of Profit and Loss for Business Planning and Investment. European Journal of Operational Research, 182(2), 829-843. https://doi.org/10.1016/j.ejor.2006.09.032
Wong, W.-K., Cheng, Y., & Yue, M. (2024). Could Regression of Stationary Series Be Spurious? Asia-Pacific Journal of Operational Research, 2440017. https://doi.org/10.1142/S0217595924400177
Wong, W.-K., & Yue, M. (2024). Could Regressing a Stationary Series on a Non-Stationary Series Obtain Meaningful Outcomes? Annals of Financial Economics, 19(03), 2450011. https://doi.org/10.1142/S2010495224500118
Wooldridge, J. M. (2012). Introductory Econometrics: A Modern Approach (J. Sabatino, Ed. Fifth Edition ed.). Cengage Learning.
Yu, X., Zhou, Y., & Liu, X. (2022). Impact of Financial Development on Energy Consumption in China: A Spatial Spillover Analysis. Energy Strategy Reviews, 44, 100975. https://doi.org/10.1016/j.esr.2022.100975
Published
Issue
Section
License
Copyright (c) 2026 Manh Pham Hong (Corresponding Author)

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

Scientific and Business World