Temporal dynamics of climate finance and emission reduction: Causal evidence from developing economies
DOI:
https://doi.org/10.61511/ersud.v3i1.2026.2598Keywords:
climate finance, greenhouse gas emissions, regression discontinuity in time, COP26, environmental economicsAbstract
Background: Climate change remains one of the most pressing global challenges, and climate finance has emerged as a central mechanism for supporting emission reduction and adaptation efforts in developing economies. Despite substantial commitments made under the 2021 COP26 framework, empirical evidence on the effectiveness of climate finance in mitigating greenhouse gas (GHG) emissions remains limited. Methods: This study aims to evaluate the short-run causal impact of climate finance on GHG emissions using a Regression Discontinuity in Time (RDiT) approach, with 2021 (the year of COP26) serving as the policy cutoff. The analysis employs cross-country data incorporating control variables such as gross domestic product (GDP) per capita, population, urbanization, energy use, and renewable energy consumption to isolate the independent effect of climate finance. Findings: The findings reveal that the post-COP26 period is associated with a negative but statistically insignificant change in GHG emissions, indicating that while international financial mobilization has initiated a decarbonization trajectory, its immediate effects remain modest. The results align with theoretical expectations of policy lag and absorptive capacity, suggesting that climate finance operates through gradual structural adjustments rather than abrupt reductions. Conclusion: The study concludes that the influence of climate finance is directionally consistent with emission mitigation but requires sufficient time, institutional maturity, and project implementation to materialize fully. Novelty/Originality of this article: The originality of this research lies in applying a time-based quasi-experimental design to evaluate the global effect of climate finance, offering early empirical insights into how international financial commitments translate into climate outcomes.
References
Abbasi, M. A., Parveen, S., Khan, S., Kamal, M. A. (2020). Urbanization and energy consumption effects on carbon dioxide emissions: Evidence from Asian-8 countries using panel data analysis. Environmental Science and Pollution Research, 27, 18029–18043. https://doi.org/10.1007/s11356-020-08262-w
Ahmed, K., Rehman, M.U., Ozturk, I. (2017). What drives carbon dioxide emissions in the long-run? Evidence from selected South Asian Countries. Renewable and Sustainable Energy Reviews, 70, 1142–11533. https://doi.org/10.1016/j.rser.2016.12.018
Agbemabiese, L., Nyangon, J., Lee, J-S., & Byrne, J. (2018). Enhancing Climate Finance Readiness: A Review of Selected Investment Frameworks as Tools of Multilevel Governance. University of Delaware, Center for Energy & Environmental Policy. http://dx.doi.org/10.2139/ssrn.3082542.
Angrist, J. D., & Pischke, J. S. (2009). Mostly harmless econometrics: An empiricist's companion. Princeton university press.
Bhandary, R. R., Gallagher, K. S., & Zhang, F. (2021). Climate finance policy in practice: A review of the evidence. Climate Policy, 21(4), 529-545. https://doi.org/10.1080/14693062.2020.1871313
Bouwer, L. M., & Aerts, J. C. (2006) Financing climate change adaptation. Disasters, 30(1), 49–63. 18. https://doi.org/10.1111/j.1467-9523.2006.00306.x
Bracking, S., Leffel, B. (2021). Climate finance governance: fit for purpose. Wiley Interdiscip Rev Climate Change, 12(4). https://doi.org/10.1002/wcc.709
Bu, M., Lin, C.T., Zhang, B. (2016). Globalization and climate change: New empirical panel data evidence. Journal of Economic Survey, 30, 577–595. https://doi.org/10.1111/joes.12162
Buchner, B., Clark, A., Falconer, A., Macquarie, R., Meattle, C., & Tolentino, R. (2021). Global Landscape of Climate Finance 2021. Climate Policy Initiative.
Calonico, S., Cattaneo, M. D., & Titiunik, R. (2014). Robust nonparametric confidence intervals for regression‐discontinuity designs. Econometrica, 82(6), 2295-2326. https://doi.org/10.3982/ECTA11757
Cerutti, E., Blagrave, P., Agarwal, R., Balasundharam, V., Gudmundsson, R., Mousa, R. (2021). Climate Change in South Asia: Further Need for Mitigation and Adaptation. IMF Work. Pap. https://doi.org/10.5089/9781513590677.001
Clark, R., Reed, J., & Sunderland, T. (2018). Bridging funding gaps for climate and sustainable development: Pitfalls, progress and potential of private finance. Land use policy, 71, 335-346. https://doi.org/10.1016/j.landusepol.2017.12.013
Costa, C. M., Barbosa, J. C., Castro, H., Gonçalves, R., Lanceros-Méndez, S. (2021). Electric vehicles: To what extent are environmentally friendly and cost effective? Comparative study by european countries. Renewable and Sustainable Energy Reviews, 151, 111548. https://doi.org/10.1016/j.rser.2021.111548
Ellis, J., & Moarif, S. (2017). Enhancing transparency of climate finance under the Paris Agreement: Lessons from experience. OECD/IEA Climate Change Expert Group Papers, No. 2016/03, OECD Publishing. https://doi.org/10.1787/469d7fec-en.
Friedlingstein, P., O'sullivan, M., Jones, M. W., Andrew, R. M., Hauck, J., Olsen, A., & Zaehle, S. (2020). Global carbon budget 2020. Earth System Science Data Discussions, 1-3. https://doi.org/10.5194/essd-12-3269-2020
Gagnon-Lebrun, F., & Agrawala, S. (2006). Progress on adaptation to climate change in developed countries. Organisation for Economic Co-operation and Development. http://www.oecd.org/env/cc/37178873.pdf.
Hausman, C., & Rapson, D. S. (2018). Regression discontinuity in time: Considerations for empirical applications. Annual Review of Resource Economics, 10(1), 533-552. https://www.annualreviews.org/content/journals/10.1146/annurev-resource-121517-033306 .
Houghton, J.T. (1992). Climate Change 1992. Climate Change, 1992, 212.
Imbens, G. W., & Lemieux, T. (2008). Regression discontinuity designs: A guide to practice. Journal of econometrics, 142(2), 615-635. https://doi.org/10.1016/j.jeconom.2007.05.001
Kouwenberg, R., & Zheng, C. (2023). A review of the global climate finance literature. Sustainability, 15(2), 1255. https://doi.org/10.3390/su15021255.
Liu, Q. Y., Xu, C. T., Han, S. W., Li, X. X., Kan, Z. R., Zhao, X., & Zhang, H. L. (2021). Strategic tillage achieves lower carbon footprints with higher carbon accumulation and grain yield in a wheat-maize cropping system. Science of the Total Environment, 798, 149220. https://doi.org/10.1016/j.scitotenv.2021.149220.
Mebrek, N., & Louail, B. (2025). Foreign direct investment, technology transfer and carbon emissions in MENA countries: economic drivers and environmental consequences (1990-2022). ESIC Market, 56(2), e410-e410. https://doi.org/10.7200/esicm.56.410
Muhammad, S., & Hoffmann, C. (2024). From investment to impact: the role of green finance and technological innovation on German energy transition. Renew Energy, 237. https://doi.org/10.1016/j.renene.2024.121665
Mohan, G., Choudhary, A., Fatima, S., & Panigrahi, B. K. (2025). Viability and Impact of Electric Vehicle Transition in India's Focus on Delhi: A Comprehensive Review. Transactions of the Indian National Academy of Engineering, 1-14. https://doi.org/10.1007/s41403-025-00524-8
Nordhaus, W.D. (2007). A review of the stern review on the economics of clmate change. J. Econ. Lit. , 45, 686–702. DOI: 10.1257/jel.45.3.686. https://www.aeaweb.org/articles?id=10.1257/jel.45.3.686
OECD. (2022). Climate Finance Provided and Mobilised by Developed Countries in 2016–2020. OECD Publishing.
OECD. (2023). Scaling Up Climate Finance in the Global South: Pathways and Challenges. OECD Publishing.
Osobajo, O., Otitoju, A., Otitoju, M., Oke, A. (2020) The Impact of Energy Consumption and Economic Growth on Carbon Dioxide Emissions. Sustainability, 12, 7965. https://doi.org/10.3390/su12197965
Owusu, P. A., & Asumadu-Sarkodie, S. (2016). A review of renewable energy sources, sustainability issues and climate change mitigation. Cogent Engineering, 3(1). https://doi.org/10.1080/23311916.2016.1167990
Pauw, W. P., Klein, R. J. T., Vellinga, P., & Biermann, F. (2020). Beyond headline mitigation numbers: The role of anticipatory climate finance in shaping policy pathways. Climate Policy, 20(5), 583–597. https://link.springer.com/article/10.1007/s10584-017-2122-x
Polloni-Silva, E., Ferraz, D., Camioto, F., Rebelatto, D., Moralles, H. (2021). Environmental Kuznets Curve and the Pollution-Halo/Haven Hypotheses: An Investigation in Brazilian Municipalities. Sustainability, 13, 4114. https://doi.org/10.3390/su13084114
Rasheed, N., Khan, D., Gul, A., & Magda, R. (2023). Impact Assessment of Climate Mitigation Finance on Climate Change in South Asia. Sustainability, 15(8), 6429. https://doi.org/10.3390/su15086429
Ritchie, H., Samborska, V., & Roser, M. (2024). Urbanization. OurWorldinData.org. https://ourworldindata.org/urbanization
Siddique, H. M. A., Majeed, D., Ahmad, D. (2020). The impact of urbanization and energy consumption on CO2 emissions in South Asia. South Asian Studies, 31, 100755. http://111.68.103.26//journals/index.php/IJSAS/article/view/3083
Sims, S., Anders, J., & Zieger, L. (2022). The internal validity of the school-level comparative interrupted time series design: Evidence from four new within-study comparisons. Journal of Research on Educational Effectiveness, 15(4), 876-897. https://doi.org/10.1080/19345747.2022.2051652
Stoll, P., Pauw, W., Tohme, F.., Grüning, C. (2021). Mobilizing private adaptation finance: lessons learned from the green climate fund. Climate Change, 167(3), 45. https://doi.org/10.1007/s10584-021-03190-1
Sovacool, B. K., Linnér, B-O., & Klein, R. J. T. (2017). Climate change adaptation and the Least Developed Countries Fund (LDCF): Qualitative insights from policy implementation in the Asia-Pacific. Climatic Change, 140, 209–226. https://ssrn.com/abstract=3447316
Syed, A., Raza, T., Bhatti, T. T., Eash, N. S. (2022). Climate Impacts on the agricultural sector of Pakistan: Risks and solutions. Environ. Chall, 6. https://doi.org/10.1016/j.envc.2021.100433
UNEP. (2022). Climate Action Note. UN Environment Programme
UNEP. (2023). Financing the Net-Zero Transition: Progress Report 2023. United Nations Environment Programme.
UNFCCC. (2021). Glasgow Climate Pact: COP26 Outcomes and Decisions. United Nations Framework Convention on Climate Change.
Wang, W-Z., Liu, L-C., Liao, H., Wei, Y-M. (2021). Impacts of urbanization on carbon emissions: An empirical analysis from OECD countries. Energy Policy, 151. https://doi.org/10.1016/j.enpol.2021.112171.
WEF, W. (2020). The global risks report 2020. In Davos: World Economic Forum. Marshmclennan. https://www.marshmclennan.com/insights/publications/2020/Jan/the-global-risks-report-2020.html
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