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Boosting green energy: impact of financial development, foreign direct investment, and inflation on sustainable energy productivity in China–Pakistan economic corridor (CPEC) countries

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Abstract

This study examined the effects of financial development (FD), foreign direct investment (FDI), and inflation (INF) on sustainable energy productivity (SEP) in the CPEC economies, based on panel data per month from January 2004 to December 2020. The autoregressive distributed lag model, correlation analysis, and dynamic ordinary least squares models were used to examine the effects of the variables. The findings proved that each factor exerts a significant impact on sustainable energy productivity. The results revealed that FDI and FD positively and significantly affected SEP, while INF had negative and critical consequences. The study also discovered that these variables have short-term and long-term impacts on SEP. The outcomes showed that financial growth in CPEC countries is vital for minimizing financial risks that could negatively impact financial market stability and SEP. Long-term financing at low rates of return, investment risks, and a lack of market players were also identified as significant obstacles to green energy projects. As a result, policymakers should consider these factors for developing more effective strategies to encourage renewable energy.

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References

  • Achuo, E., Kakeu, P., & Asongu, S. (2023). Financial development, human capital and energy transition: A global comparative analysis. European Xtramile Centre of African Studies WP/23/005.

  • Adebayo, T. S., & Samour, A. (2023). Renewable energy, fiscal policy and load capacity factor in BRICS countries: Novel findings from panel nonlinear ARDL model. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-022-02888-1

    Article  Google Scholar 

  • Adekoya, O. B., Ajayi, G. E., Suhrab, M., & Oliyide, J. A. (2022). How critical are resource rents, agriculture, growth, and renewable energy to environmental degradation in the resource-rich African countries? The role of institutional quality. Energy Policy, 164, 112888.

    Article  Google Scholar 

  • Ahmad, M., Ahmed, Z., Khan, S. A., & Alvarado, R. (2023). Towards environmental sustainability in E−7 countries: Assessing the roles of natural resources, economic growth, country risk, and energy transition. Resources Policy, 82, 103486.

    Article  Google Scholar 

  • Ahmad, M. S., Szczepankiewicz, E. I., Yonghong, D., Ullah, F., Ullah, I., & Loopesco, W. E. (2022). Does Chinese foreign direct investment (FDI) stimulate economic growth in Pakistan? An application of the autoregressive distributed lag (ARDL bounds) testing approach. Energies, 15(6), 2050.

    Article  Google Scholar 

  • Ali, K., Jianguo, D., Kirikkaleli, D., Bács, Z., & Oláh, J. (2023a). Technological innovation, natural resources, financial inclusion, and environmental degradation in BRI economies. Natural Resource Modeling. https://doi.org/10.1111/nrm.12373

    Article  Google Scholar 

  • Ali, K., Jianguo, D., Kirikkaleli, D., Mentel, G., & Altuntaş, M. (2023b). Testing the role of digital financial inclusion in energy transition and diversification towards COP26 targets and sustainable development goals. Gondwana Research, 121, 293–306.

    Article  Google Scholar 

  • Ali, K., Jianguo, D., Kirikkaleli, D., Oláh, J., & Altuntaş, M. (2023c). Do green technological innovation, financial development, economic policy uncertainty, and institutional quality matter for environmental sustainability? All Earth, 35(1), 82–101.

    Article  Google Scholar 

  • Alsagr, N., & van Hemmen, S. (2021). The impact of financial development and geopolitical risk on renewable energy consumption: Evidence from emerging markets. Environmental Science and Pollution Research, 28, 25906–25919.

    Article  Google Scholar 

  • Apergis, N., Pinar, M., & Unlu, E. (2023). How do foreign direct investment flows affect carbon emissions in BRICS countries? Revisiting the pollution haven hypothesis using bilateral FDI flows from OECD to BRICS countries. Environmental Science and Pollution Research, 30(6), 14680–14692.

    Article  CAS  Google Scholar 

  • Appiah-Otoo, I., Chen, X., & Ampah, J. D. (2023). Exploring the moderating role of foreign direct investment in the renewable energy and economic growth nexus: Evidence from West Africa. Energy, 281, 128346.

    Article  Google Scholar 

  • Bilal, M., Ali, M. K., Qazi, U., Hussain, S., Jahanzaib, M., & Wasim, A. (2022). A multifaceted evaluation of hybrid energy policies: The case of sustainable alternatives in special economic zones of the China Pakistan economic corridor (CPEC). Sustainable Energy Technologies and Assessments, 52, 101958.

    Article  Google Scholar 

  • Chang, K., Wan, Q., Lou, Q., Chen, Y., & Wang, W. (2020). Green fiscal policy and firms’ investment efficiency: New insights into firm-level panel data from the renewable energy industry in China. Renewable Energy, 151, 589–597.

    Article  Google Scholar 

  • Chen, H., Gao, K., Tian, S., Sun, R., Cui, K., & Zhang, Y. (2023). Nexus between energy poverty and sustainable energy technologies: A roadmap towards environmental sustainability. Sustainable Energy Technologies and Assessments, 56, 102949.

    Article  Google Scholar 

  • Deka, A., & Cavusoglu, B. (2022). Examining the role of renewable energy on the foreign exchange rate of the OECD economies with dynamic panel GMM and Bayesian VAR model. SN Business and Economics, 2(9), 119.

    Article  Google Scholar 

  • Depledge, J. (2022). The “top–down” Kyoto Protocol? Exploring caricature and misrepresentation in literature on global climate change governance. International Environmental Agreements: Politics, Law and Economics, 22(4), 673–692.

    Article  Google Scholar 

  • Dingru, L., Onifade, S. T., Ramzan, M., & Al-Faryan, M. A. S. (2023). Environmental perspectives on the impacts of trade and natural resources on renewable energy utilization in Sub-Sahara Africa: Accounting for FDI, income, and urbanization trends. Resources Policy, 80, 103204.

    Article  Google Scholar 

  • Dmytrów, K., Bieszk-Stolorz, B., & Landmesser-Rusek, J. (2022). Sustainable energy in European countries: Analysis of sustainable development goal 7 using the dynamic time warping method. Energies, 15(20), 7756.

    Article  Google Scholar 

  • Du, J., Cheng, J., & Ali, K. (2023). Modelling the green logistics and financial innovation on carbon neutrality goal, a fresh insight for BRICS-T. Geological Journal, 58(7), 2742–2756.

    Article  Google Scholar 

  • Duan, W., Khurshid, A., Nazir, N., Khan, K., & Calin, A. C. (2022). From gray to green: Energy crises and the role of CPEC. Renewable Energy, 190, 188–207.

    Article  Google Scholar 

  • Engle, R. F., & Granger, C. W. J. (1987). Co-integration and error correction: Representation, estimation, and testing. Econometrica: Journal of the Econometric Society, 55, 251–276.

    Article  Google Scholar 

  • Ganda, F. (2022). The nexus of financial development, natural resource rents, technological innovation, foreign direct investment, energy consumption, human capital, and trade on environmental degradation in the new BRICS economies. Environmental Science and Pollution Research, 29(49), 74442–74457.

    Article  Google Scholar 

  • Grabara, J., Tleppayev, A., Dabylova, M., Mihardjo, L. W. W., & Dacko-Pikiewicz, Z. (2021). Empirical research on the relationship amongst renewable energy consumption, economic growth and foreign direct investment in Kazakhstan and Uzbekistan. Energies, 14(2), 332.

    Article  Google Scholar 

  • Gu, A., & Zhou, X. (2020). Emission reduction effects of the green energy investment projects of China in belt and road initiative countries. Ecosystem Health and Sustainability, 6(1), 1747947.

    Article  Google Scholar 

  • Hailiang, Z., Iqbal, W., Yin Chau, K., Raza Shah, S. A., Ahmad, W., & Hua, H. (2023). Green finance, renewable energy investment, and environmental protection: Empirical evidence from BRICS countries. Economic Research-Ekonomska Istraživanja, 36(2), 2125032.

    Article  Google Scholar 

  • Haque, M. A., Raza Shah, S. M., & Arshad, M. U. (2022). Sustainable economic growth and FDI inflow: A comparative panel econometric analysis of low-income and middle-income nations. Sustainability, 14(21), 14321.

    Article  Google Scholar 

  • Ibrahim, R. L., Al-mulali, U., Ozturk, I., Bello, A. K., & Raimi, L. (2022). On the criticality of renewable energy to sustainable development: Do green financial development, technological innovation, and economic complexity matter for China? Renewable Energy, 199, 262–277.

    Article  Google Scholar 

  • Iorember, P. T., Goshit, G. G., & Dabwor, D. T. (2020). Testing the nexus between renewable energy consumption and environmental quality in Nigeria: The role of broad-based financial development. African Development Review, 32(2), 163–175.

    Article  Google Scholar 

  • Iqbal, S., Wang, Y., Ali, S., Haider, M. A., & Amin, N. (2023). Shifting to a green economy: Asymmetric macroeconomic determinants of renewable energy production in Pakistan. Renewable Energy, 202, 234–241.

    Article  Google Scholar 

  • Isiksal, A. Z., & Assi, A. F. (2022). Determinants of sustainable energy demand in the European economic area: Evidence from the PMG-ARDL model. Technological Forecasting and Social Change, 183, 121901.

    Article  Google Scholar 

  • Islam, M. M., Ali, M. I., Ceh, B., Singh, S., Khan, M. K., & Dagar, V. (2022a). Renewable and non-renewable energy consumption driven sustainable development in ASEAN countries: Do financial development and institutional quality matter? Environmental Science and Pollution Research, 29(23), 34231–34247.

    Article  Google Scholar 

  • Islam, M. M., Irfan, M., Shahbaz, M., & Vo, X. V. (2022b). Renewable and non-renewable energy consumption in Bangladesh: The relative influencing profiles of economic factors, urbanization, physical infrastructure and institutional quality. Renewable Energy, 184, 1130–1149.

    Article  Google Scholar 

  • Johansen, S., & Juselius, K. (1990). Maximum likelihood estimation and inference on cointegration—with appucations to the demand for money. Oxford Bulletin of Economics and Statistics, 52(2), 169–210.

    Article  Google Scholar 

  • Kalkbrenner, B. J. (2019). Residential vs. community battery storage systems–consumer preferences in Germany. Energy Policy, 129, 1355–1363.

    Article  Google Scholar 

  • Khan, A., Chenggang, Y., Hussain, J., & Kui, Z. (2021). Impact of technological innovation, financial development and foreign direct investment on renewable energy, non-renewable energy and the environment in belt and road Initiative countries. Renewable Energy, 171, 479–491.

    Article  Google Scholar 

  • Kilicarslan, Z. (2019). The relationship between foreign direct investment and renewable energy production: Evidence from Brazil, Russia, India, China, South Africa and Turkey.

  • Kirikkaleli, D., Güngör, H., & Adebayo, T. S. (2022). Consumption-based carbon emissions, renewable energy consumption, financial development and economic growth in Chile. Business Strategy and the Environment, 31(3), 1123–1137.

    Article  Google Scholar 

  • Lee, C.-C., & Wang, C.-S. (2022). Does natural resources matter for sustainable energy development in China: The role of technological progress. Resources Policy, 79, 103077.

    Article  Google Scholar 

  • Li, C., & Umair, M. (2023). Does green finance development goals affects renewable energy in China. Renewable Energy, 203, 898–905.

    Article  Google Scholar 

  • Li, J., Ho, M. S., Xie, C., & Stern, N. (2022). China’s flexibility challenge in achieving carbon neutrality by 2060. Renewable and Sustainable Energy Reviews, 158, 112112.

    Article  Google Scholar 

  • Lin, C.-Y., Chau, K. Y., Tran, T. K., Sadiq, M., Van, L., & Phan, T. T. H. (2022). Development of renewable energy resources by green finance, volatility and risk: Empirical evidence from China. Renewable Energy, 201, 821–831.

    Article  Google Scholar 

  • Liu, Z., Ahmad, I., Perveen, Z., & Alvi, S. (2023). Do the globalization and imports of capital goods from EU, US and China determine the use of renewable energy in developing countries? Carbon Management, 14(1), 1–12.

    Article  Google Scholar 

  • Magazzino, C., Toma, P., Fusco, G., Valente, D., & Petrosillo, I. (2022). Renewable energy consumption, environmental degradation and economic growth: The greener the richer? Ecological Indicators, 139, 108912.

    Article  CAS  Google Scholar 

  • Majeed, T., Anwar, Z., & Bashir, F. (2023). CPEC: Pakistan and China’s joint step towards a shared destiny. Asian Journal of Comparative Politics. https://doi.org/10.1177/20578911231156102

    Article  Google Scholar 

  • Mukhtarov, S., Yüksel, S., & Dinçer, H. (2022). The impact of financial development on renewable energy consumption: Evidence from Turkey. Renewable Energy, 187, 169–176.

    Article  Google Scholar 

  • Musarat, M. A., Alaloul, W. S., & Liew, M. S. (2021). Impact of inflation rate on construction projects budget: A review. Ain Shams Engineering Journal, 12(1), 407–414.

    Article  Google Scholar 

  • Nathaniel, S., Anyanwu, O., & Shah, M. (2020). Renewable energy, urbanization, and ecological footprint in the Middle East and North Africa region. Environmental Science and Pollution Research, 27, 14601–14613.

    Article  Google Scholar 

  • Ngarava, S. (2021). Long term relationship between food, energy and water inflation in South Africa. Water-Energy Nexus, 4, 123–133.

    Article  Google Scholar 

  • Pathak, S. K., Sharma, V., Chougule, S. S., & Goel, V. (2022). Prioritization of barriers to the development of renewable energy technologies in India using integrated modified Delphi and AHP method. Sustainable Energy Technologies and Assessments, 50, 101818.

    Article  Google Scholar 

  • Pesaran, M. H., & Smith, R. (1995). Estimating long-run relationships from dynamic heterogeneous panels. Journal of Econometrics, 68(1), 79–113.

    Article  Google Scholar 

  • Phillips, P. C., & Hansen, B. E. (1990). Regression with I (1) Processes.

  • Qin, L., Hou, Y., Miao, X., Zhang, X., Rahim, S., & Kirikkaleli, D. (2021). Revisiting financial development and renewable energy electricity role in attaining China’s carbon neutrality target. Journal of Environmental Management, 297, 113335.

    Article  Google Scholar 

  • Rai, P. K. (2022). Environmental degradation by invasive alien plants in the anthropocene: Challenges and prospects for sustainable restoration. Anthropocene Science, 1(1), 5–28.

    Article  Google Scholar 

  • Raihan, A., Rashid, M., Voumik, L. C., Akter, S., & Esquivias, M. A. (2023). The dynamic impacts of economic growth, financial globalization, fossil fuel, renewable energy, and urbanization on load capacity factor in Mexico. Sustainability, 15(18), 13462.

    Article  Google Scholar 

  • Ramzan, M., Abbasi, K. R., Iqbal, H. A., & Adebayo, T. S. (2023). What’s at stake? The empirical importance of government revenue and debt and renewable energy for environmental neutrality in the US economy. Renewable Energy, 205, 475–489.

    Article  Google Scholar 

  • Raza, M. A., Aman, M. M., Abro, A. G., Tunio, M. A., Khatri, K. L., & Shahid, M. (2022). Challenges and potentials of implementing a smart grid for Pakistan’s electric network. Energy Strategy Reviews, 43, 100941.

    Article  Google Scholar 

  • Rehman, A., Ma, H., Ahmad, M., Ozturk, I., & Işık, C. (2021). An asymmetrical analysis to explore the dynamic impacts of CO2 emission to renewable energy, expenditures, foreign direct investment, and trade in Pakistan. Environmental Science and Pollution Research, 28, 53520–53532.

    Article  CAS  Google Scholar 

  • Sadiq, M., Ou, J. P., Duong, K. D., Van, L., & Xuan Bui, T. (2023). The influence of economic factors on the sustainable energy consumption: Evidence from China. Economic Research-Ekonomska Istraživanja, 36(1), 1751–1773.

    Article  Google Scholar 

  • Shah, S. S., & Rana, I. A. (2023). Institutional challenges in reducing disaster risks in the remote city of Hindukush-Karakorum-Himalayan (HKH) region, Pakistan. International Journal of Disaster Risk Reduction, 88, 103581.

    Article  Google Scholar 

  • Shahbaz, M., Sinha, A., Raghutla, C., & Vo, X. V. (2022). Decomposing scale and technique effects of financial development and foreign direct investment on renewable energy consumption. Energy, 238, 121758.

    Article  Google Scholar 

  • Suhrab, M., Soomro, J. A., Ullah, S., & Chavara, J. (2023). The effect of gross domestic product, urbanization, trade openness, financial development, and renewable energy on CO2 emission. Environmental Science and Pollution Research, 30(9), 22985–22991.

    Article  Google Scholar 

  • Sun, Y., Guan, W., Razzaq, A., Shahzad, M., & An, N. B. (2022). Transition towards ecological sustainability through fiscal decentralization, renewable energy and green investment in OECD countries. Renewable Energy, 190, 385–395.

    Article  Google Scholar 

  • Tan, Y., & Uprasen, U. (2022). The effect of foreign direct investment on renewable energy consumption subject to the moderating effect of environmental regulation: Evidence from the BRICS countries. Renewable Energy, 201, 135–149.

    Article  Google Scholar 

  • Tarhan, C., & Çil, M. A. (2021). A study on hydrogen, the clean energy of the future: Hydrogen storage methods. Journal of Energy Storage, 40, 102676.

    Article  Google Scholar 

  • Ünlü, U., Yıldırım, F., Kuloğlu, A., Ersoy, E., & Çetenak, E. H. (2022). Nexus between renewable energy, credit gap risk, financial development and R&D expenditure: Panel ARDL approach. Sustainability, 14(23), 16232.

    Article  Google Scholar 

  • Voumik, L. C., Akter, S., Ridwan, M., Ridzuan, A. R., Pujiati, A., Handayani, B. D., Keshminder, J. S., & Razak, M. I. M. (2023). Exploring the factors behind renewable energy consumption in Indonesia: Analyzing the impact of corruption and innovation using ARDL model. International Journal of Energy Economics and Policy, 13(5), 115–125.

    Article  Google Scholar 

  • Waheed, A., Fischer, T. B., Kousar, S., & Khan, M. I. (2023). Disaster management and environmental policy integration in Pakistan—an evaluation with particular reference to the China–Pakistan economic corridor plan. Environmental Science and Pollution Research. https://doi.org/10.1007/s11356-023-29310-1

    Article  Google Scholar 

  • Wang, L. (2022). Research on the dynamic relationship between China’s renewable energy consumption and carbon emissions based on ARDL model. Resources Policy, 77, 102764.

    Article  Google Scholar 

  • Wei, X., Mohsin, M., & Zhang, Q. (2022). Role of foreign direct investment and economic growth in renewable energy development. Renewable Energy, 192, 828–837.

    Article  Google Scholar 

  • Wu, L., Adebayo, T. S., Yue, X.-G., & Umut, A. (2023). The role of renewable energy consumption and financial development in environmental sustainability: Implications for the Nordic Countries. International Journal of Sustainable Development and World Ecology, 30(1), 21–36.

    Article  CAS  Google Scholar 

  • Yang, Z., Wang, M.-C., Chang, T., Wong, W.-K., & Li, F. (2022). Which factors determine CO2 emissions in China? Trade openness, financial development, coal consumption, economic growth or urbanization: Quantile granger causality test. Energies, 15(7), 2450.

    Article  Google Scholar 

  • Yaqoob, S. J., Motahhir, S., & Agyekum, E. B. (2022). A new model for a photovoltaic panel using proteus software tool under arbitrary environmental conditions. Journal of Cleaner Production, 333, 130074.

    Article  Google Scholar 

  • Zhao, Y., Ramzan, M., Adebayo, T. S., Oladipupo, S. D., Adeshola, I., & Agyekum, E. B. (2021). Role of renewable energy consumption and technological innovation to achieve carbon neutrality in Spain: Fresh insights from wavelet coherence and spectral causality approaches. Frontiers in Environmental Science, 9, 769067.

    Article  Google Scholar 

  • Zhou, P., Luo, J., Cheng, F., Yüksel, S., & Dinçer, H. (2021). Analysis of risk priorities for renewable energy investment projects using a hybrid IT2 hesitant fuzzy decision-making approach with alpha cuts. Energy, 224, 120184.

    Article  Google Scholar 

  • Zhou, R., Zheng, L., Li, L., Iqbal, N., & Fareed, Z. (2023). Energy efficiency and China’s carbon emissions: Evidence from non-parametric approaches. Energy Efficiency, 16(6), 63.

    Article  Google Scholar 

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Funding

The paper is supported by the liberal arts double world-class project of Huazhong University of Science and Technology (The major discipline platform construction Rural Development Research Center of Huazhong University of Science and Technology).

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MS established the research problem, compiled relevant material and data, developed and tested hypotheses, generated original ideas and concepts, and prepared and reviewed the manuscript. CP carried out and reported the findings, identified and discussed limitations and implications, and evaluated the research methods used. AU updated and synthesized existing literature, co-authored abstract, introduction and conclusion, wrote, reviewed, and edited drafts of the paper. MR analyzed, interpreted, and presented the results, and reviewed paper multiple times.

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Correspondence to Atta Ullah.

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Suhrab, M., Ullah, A., Pinglu, C. et al. Boosting green energy: impact of financial development, foreign direct investment, and inflation on sustainable energy productivity in China–Pakistan economic corridor (CPEC) countries. Environ Dev Sustain (2023). https://doi.org/10.1007/s10668-023-04093-0

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