From GDP to Green Energy: Asymmetric Impacts of Environmental, Economic, and Energy on Pakistan's Per-Capita Energy Consumption
DOI:
https://doi.org/10.62843/jrsr/2025.4d146Keywords:
Asymmetrical Effects, NARDL, Green Energy, Foreign InvestmentAbstract
Developing economies demonstrate nonlinear responses in energy and environmental studies owing to challenges in development and day-to-day economic demands. This study employs asymmetric short- and long-run relationships among per capita energy consumption, energy intensity, open trade, renewable energy, and foreign investment for Pakistan for the period–1970-2023. Using the NARDL framework, regressors are divided into positive and negative observations to enable differential treatment of positive and negative shocks on the dependent variable, per capita energy consumption. The results indicate that energy intensity demonstrates symmetrical long-run effects with a coefficient of −2.05, reducing per-capita energy consumption and confirming the energy conservation hypothesis. Foreign investment inflows and outflows have asymmetric long-run effects. Renewable energy shows significant positive effects only in the short run, indicating that infrastructure development is in its earliest phase, where energy intensity initially increases before declining in later phases. Open trade shows no statistically significant short- or long-term effects. These findings demonstrate that nonlinear analysis approaches contradict the linear modeling methods currently employed. Policy recommendations are provided to address asymmetrical positive and negative economic responses, improve green energy transitions, and optimize FDI allocation for sustainable development in cleaner technologies.
References
Ahmed, M., Huan, W., Ali, N., Shafi, A., Ehsan, M., Abdelrahman, K.,…Fnais, M. S. (2023). The effect of energy consumption, income, and population growth on CO2 emissions: evidence from NARDL and machine learning models. Sustainability, 15(15), 11956. https://doi.org/10.3390/su151511956
Ahmed, B., Zaman, S. uz., & Alam, S. H. (2025). Role of AI-Based Marketing Activities in Shaping Brand Experience, Brand Preference, and Brand Loyalty. Qlantic Journal of Social Sciences and Humanities, 6(1), 237-253. https://doi.org/10.55737/qjssh.vi-i.25320
Ahmed, S.M.M., Zaman, S.U., & Alam, S. H. (2024). The Effect of Green Branding on Consumer Beliefs and Attitudes Toward Eco-Conscious Purchases. Journal of Social Sciences Review, 4(4), 281–299. https://doi.org/10.62843/jssr.v4i4.477
Al Irsyad, M. I., Halog, A. B., Nepal, R., & Koesrindartoto, D. P. (2017). Selecting tools for renewable energy analysis in developing countries: An expanded review. Frontiers in energy research, 5, 34. https://doi.org/10.3389/fenrg.2017.00034
Alam, S. H., Zaman, S. U., & Rajput, A.M. (2025). From Happy Customers to Brand Advocates: The Power of Satisfaction. Pakistan. Journal of Humanities and Social Sciences, 13(1), 283–294. https://doi.org/10.52131/pjhss.2025.v13i1.2712
Alam , S.M.W., Zaman , S.U., Alam, S.H., & Ali, S.M.O. (2024) .Customer Experience and Satisfaction in Anti-Dandruff Shampoo Consumption: Standpoint of Customer Behavioral Outcomes. The Asian Bulletin of Big Data Management , 4(4), 114-131. https://doi.org/10.62019/p70m9850
Ali, W., Nathaniel, S. P., Adekunle, I. A., & Kumar, B. (2022). Energy consumption and economic growth linkage: Global evi-dence from symmetric and asymmetric simulations. Quaestiones Geographicae, 41(2), 67-82. https://doi.org/10.2478/quageo-2022-0012
Alqaralleh, H., & Hatemi-J, A. (2024). Revisiting the effects of renewable and non-renewable energy consumption on economic growth for eight countries: asymmetric panel quantile approach. International Journal of Energy Sector Management, 18(2), 334-349. https://doi.org/10.1108/IJESM-10-2022-0022
Andriamahery, A., & Qamruzzaman, M. (2022). A symmetry and asymmetry investigation of the nexus between environmental sustainability, renewable energy, energy innovation, and trade: Evidence from environmental kuznets curve hypothesis in selected MENA countries. Frontiers in energy research, 9, 778202. https://doi.org/10.3389/fenrg.2021.778202
Baltagi, B. H. (2008). Econometric analysis of panel data. Rohn Wiley.
Bayramoglu, A. T., & Yildirim, E. (2017). The relationship between energy consumption and economic growth in the USA: A non-linear ARDL bounds test approach. Energy and Power Engineering, 9(3), 170-186. https://doi.org/10.1016/j.procs.2017.11.294
Breusch, T. S., & Pagan, A. R. (1979). A simple test for heteroscedasticity and random coefficient variation. Econometrica: Journal of the econometric society, 1287-1294. https://doi.org/10.2307/1911963
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
Ilyas, M., Mu, Z., Akhtar, S., Hassan, H., Shahzad, K., Aslam, B., & Maqsood, S. (2024). Renewable energy, economic development, energy consumption and its impact on environmental quality: New evidence from South East Asian countries. Renewable Energy, 223, 119961. https://doi.org/10.1016/j.renene.2024.119961
Jafri, M. A. H., Liu, H., Usman, A., & Khan, Q. R. (2021). Re-evaluating the asymmetric conventional energy and renewable energy consumption-economic growth nexus for Pakistan. Environmental Science and Pollution Research, 28(28), 37435-37447. https://doi.org/10.1007/s11356-021-13131-1
Khawaja, W. S., Ali, A., Bhatti, S. R., & Khan, M. M. (2025). Trade Openness, Renewable Energy, and Environmental Outcomes: Evidence from Pakistan. The Regional Tribune, 4(3), 284-300. https://doi.org/10.55737/trt/SR25.144
Khan, A. K., Zaman, S. U., & Alam, S. H. (2024). Impact of Big Data Analytics on Organizational Performance: The Role of Business Analytics, Decision-Making Quality and Sustainability. The Regional Tribune, 3(1), 389-406. https://doi.org/10.63062/trt/V24.069
Mahapatra, B., & Irfan, M. (2023). Investigating asymmetric impacts of total factor energy efficiency on carbon emissions in India. Environmental Science and Pollution Research, 30(19), 55340-55353. https://doi.org/10.1007/s11356-023-26206-y
Majeed, M. T., Tauqir, A., Mazhar, M., & Samreen, I. (2021). Asymmetric effects of energy consumption and economic growth on ecological footprint: new evidence from Pakistan. Environmental Science and Pollution Research, 28(25), 32945-32961. https://doi.org/10.1007/s11356-021-13130-2
Markard, J., & Rosenbloom, D. (2022). Phases of the net-zero energy transition and strategies to achieve it. In Routledge handbook of energy transitions (pp. 102-123). Routledge.
Mmbaga, N. F., Kulindwa, Y., & Kazungu, I. (2024). Macroeconomic determinants of energy consumption in Eastern Africa: an empirical analysis using panel-ARDL models. African Journal of Economic Review, 12(3), 1-25. https://www.ajol.info/index.php/ajer/article/view/276024
Mujtaba, A., Jena, P. K., Bekun, F. V., & Sahu, P. K. (2022). Symmetric and asymmetric impact of economic growth, capital formation, renewable and non-renewable energy consumption on environment in OECD countries. Renewable and Sustainable Energy Reviews, 160, 112300. https://doi.org/10.1016/j.rser.2022.112300
Petrović, P., & Lobanov, M. M. (2022). Energy intensity and foreign direct investment nexus: Advanced panel data analysis. Applied Energy, 311, 118669. https://doi.org/10.1016/j.apenergy.2022.118669
Rahaman, S. H., Chen, F., & Jiang, G. (2023). The asymmetric impact of renewable energy consumption on the economic growth of emerging South and East Asian countries: A NARDL approach. Heliyon, 9(8). https://www.cell.com/heliyon/fulltext/S2405-8440(23)05864-4
Ritchie, H., Roser, M., & Rosado, P. (2025). Energy. Published online at OurWorldInData. org. In.
Şanlı, D., Muratoğlu, Y., Songur, M., & Uğurlu, E. (2023). The asymmetric effect of renewable and non-renewable energy on carbon emissions in OECD: new evidence from non-linear panel ARDL model. Frontiers in Environmental Science, 11, 1228296. https://doi.org/10.3389/fenvs.2023.1228296
Shin, Y., Yu, B., & Greenwood-Nimmo, M. (2014). Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. In Festschrift in honor of Peter Schmidt: Econometric methods and applications (pp. 281-314). Springer.
Tang, S., Raza, M. Y., & Lin, B. (2024). Analysis of coal-related energy consumption, economic growth and intensity effects in Pakistan. Energy, 292, 130581. https://doi.org/10.1016/j.energy.2024.130581
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. Frontiers in Environmental Science, 10, 937834. https://doi.org/10.3389/fenvs.2022.937834
Urom, C., Abid, I., Guesmi, K., & Ndubuisi, G. (2022). Renewable energy consumption, globalization, and economic growth shocks: evidence from G7 countries. The Journal of International Trade & Economic Development, 31(2), 204-232. https://doi.org/10.1080/09638199.2021.1961845
Warsame, A. A., Alasow, A. A., & Salad, M. A. (2024). Energy consumption and economic growth nexus in Somalia: an empirical evidence from nonlinear ARDL technique. International Journal of Sustainable Energy, 43(1), 2287780. https://doi.org/10.1080/14786451.2023.2287780
WDI. (2023). World development indicators. World Bank.
Zaman, S.U., Ahmed, J., & Alam, S.H. (2025). Exploring Factors Influencing Behavioral Intention to Use E-Wallets Through Short-Form Video Shopping Platforms Among Generation Z. Journal of Social Sciences Review, 5(1), 290–304. https://doi.org/10.62843/jssr.v5i1.491
Zaman, S. U., Zubairi, S. A., Zubairi, N. A., & Alam, S.H. (2024). Consumer Adoption of Livestream Shopping: A Technology and Service Quality Perspective. Qlantic Journal of Social Sciences and Humanities, 5(4), 358-371. https://doi.org/10.55737/qjssh.v-iv.24322
Zaman, S.U., Sami, A., & Alam, S.H. (2025). Bridging Leadership and Performance: The Mediating Role of Corporate Social Responsibility in Ethical and Organizational Contexts. Research Journal of Psychology, 3(2), 107–128. https://doi.org/10.59075/rjs.v3i2.113
Zeraibi, A., Radulescu, M., Khan, M. K., Hafeez, M., & Jahanger, A. (2024). Analyzing the linkage between public debt, renewable electricity output, and CO2 emissions in emerging economies: does the N-shaped environmental Kuznets curve exist? Energy & Environment, 35(5), 2407-2430. https://doi.org/10.1177/0958305X231151678
Downloads
Published
Issue
Section
License

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