The Role of Financial Development in ESG Performance: A Bibliometric Analysis

Adel Bogari

doi:10.31181/ijes1512026249

Authors

Adel Bogari Department of Accounting, College of Business, Al-Baha University, Saudi Arabia Author https://orcid.org/0000-0002-8719-3786

DOI:

https://doi.org/10.31181/ijes1512026249

Keywords:

Financial Development, ESG Performance, Sustainable Finance, Bibliometric Analysis

Abstract

This study explores the intersection between financial development and environmental, social, and governance (ESG) performance using a comprehensive bibliometric analysis. Drawing on 443 academic publications extracted from the Scopus database between 2000 and 2023, the research identifies major contributors, trending topics, and thematic evolutions in this interdisciplinary field. Using co-authorship, co-citation, and keyword co-occurrence analyses, the study reveals increasing scholarly attention on sustainable finance, ESG disclosure, and the role of institutions in fostering ESG practices. The results highlight a growing convergence between financial systems and sustainability goals, with significant research clusters emerging in Europe, North America, and Asia. The study contributes to the literature by mapping the intellectual structure of ESG–finance research and identifying gaps and future research directions. These insights are valuable for academics, practitioners, and policymakers aiming to align financial development with sustainability imperatives.

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References

Gulliver-Needham, E. (2022). Bloomberg Intelligence upgrades ESG predictions for 2025. Investment Week. Retrieved June 10, 2025, from https://www.investmentweek.co.uk/news/4043782/bloomberg-intelligence-upgrades-esg-predictions-2025

Zoting, S., & Shivarkar, A. (2025). ESG Investing Market Size to Surpass USD 167.49 Tn by 2034. Precedence Research. Retrieved June 10, 2025, from https://www.precedenceresearch.com/esg-investing-market

Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133, 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070

Passas, I. (2024). Bibliometric Analysis: The Main Steps. Encyclopedia, 4(2), 1014–1025. https://doi.org/10.3390/encyclopedia4020065

Say, S., Dogan, M., Abdeshov, D., Yavuz, H. G., Tuna, K., & Kilic, Y. (2024). Evolution of Financial Development Research: A Bibliometric Analysis. Journal of Risk and Financial Management, 18(1), 10. https://doi.org/10.3390/jrfm18010010

Chytis, E., Eriotis, N., & Mitroulia, M. (2024). ESG in Business Research: A Bibliometric Analysis. Journal of Risk and Financial Management, 17(11), 460. https://doi.org/10.3390/jrfm17110460

Tlili, H. (2025). Exploring the Impact of Financial Development on Ecological Footprint: Insights from a Decade of Bibliometric Evidence. International Journal of Energy Economics and Policy, 15(1), 452–465. https://doi.org/10.32479/ijeep.16843

Ellili, N. O. D. (2024). Financial inclusion and sustainable development: A review and research agenda. Journal of Financial Services Marketing, 29, 1345–1364. https://doi.org/10.1057/s41264-023-00238-4

Trotta, A., Rania, F., & Strano, E. (2024). Exploring the linkages between FinTech and ESG: A bibliometric perspective. Research in International Business and Finance, 69, 102200. https://doi.org/10.1016/j.ribaf.2024.102200

Gowtham, S. (2023, December 21). Financial System: What is it, Components, Functions & Challenges. Happay. Retrieved May 28, 2025, from https://happay.com/blog/financial-system/

World Bank. (2020). *Global financial development report 2019/2020: Bank regulation and supervision a decade after the global financial crisis*. World Bank Group.

Caporale, G. M., Rault, C., Sova, A. D., & Sova, R. (2015). Financial Development and Economic Growth: Evidence from 10 New European Union Members. International Journal of Finance & Economics, 20(1), 48–60. https://doi.org/10.1002/ijfe.1498

Levine, R. (2005). Chapter 12 Finance and Growth: Theory and Evidence. In P. Aghion & S. Durlauf (Eds.), Handbook of Economic Growth (Vol. 1, pp. 865–934). Elsevier.

Yang, Z., Vitenu-Sackey, P. A., Hao, L., Liu, L., & Liu, W. (2023). Economic freedom, inclusive growth, and financial development: A heterogeneous panel analysis of developing countries. PLOS ONE, 18(7), e0288346. https://doi.org/10.1371/journal.pone.0288346

Romer, P. M. (1990). Human Capital and Growth: Theory and Evidence (Working Paper No. 3173). National Bureau of Economic Research.

Lucas, R. E. (2009). Ideas and Growth. Economica, 76(301), 1–19. https://doi.org/10.1111/j.1468-0335.2008.00748.x

Schumpeter, J. A. (1911/2017). The Theory of Economic Development (1st ed.). Routledge. https://doi.org/10.4324/9781003146766

Cole, D. C., & Shaw, E. S. (1974). Financial Deepening in Economic Development. The Journal of Finance, 29(4), 1345. https://doi.org/10.2307/2978433

Loizos, K. I. (2006). The Financial Repression/Liberalization Debate: A Survey of the Literature (SSRN Scholarly Paper 2388972). https://doi.org/10.2139/ssrn.2388972

Beck, T., Demirgüç-Kunt, A., & Levine, R. (2003). Law and finance: Why does legal origin matter? Journal of Comparative Economics, 31(4), 653–675. https://doi.org/10.1016/j.jce.2003.08.001

Levine, R. (1990). Financial Structure and Economic Development. Revue Économique, 41(2), 1–45.

Levine, R. (1999). Financial Development and Economic Growth: Views and Agenda (Policy Research Working Paper No. 1678). The World Bank. https://doi.org/10.1596/1813-9450-1678

Rajan, R. G. (2003). Saving Capitalism from the Capitalists: How Open Financial Markets Challenge the Establishment and Spread Prosperity to Rich and Poor Alike. Crown Business.

Beck, T. (2015, June 5). Finance and growth – beware the measurement. CEPR. Retrieved May 29, 2025, from https://cepr.org/voxeu/columns/finance-and-growth-beware-measurement

Eschenbach, F. (2004). Finance and Growth: A Survey of the Theoretical and Empirical Literature (SSRN Scholarly Paper 530123). https://doi.org/10.2139/ssrn.530123

Cihak, M., Demirgüç-Kunt, A., Feyen, E., & Levine, R. (2012). Benchmarking financial systems around the world (Policy Research Working Paper No. 6175). World Bank. Retrieved May 29, 2025, from https://documents.worldbank.org/pt/publication/documents-reports/documentdetail/en/868131468326381955

Svirydzenka, K. (2016). Introducing a New Broad-based Index of Financial Development (IMF Working Papers No. 16/5). International Monetary Fund.

King, R. G., & Levine, R. (1993). Finance and Growth: Schumpeter Might Be Right. The Quarterly Journal of Economics, 108(3), 717–737. https://doi.org/10.2307/2118406

Levine, R., & Zervos, S. (1999). Stock Markets, Banks, and Economic Growth (Policy Research Working Paper No. 1690). The World Bank. https://doi.org/10.1596/1813-9450-1690

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

Barajas, A., Chami, R., & Yousefi, S. R. (2013). Too Cold, Too Hot, or Just Right? Assessing Financial Sector Development Across the Globe (IMF Working Paper No. 13/81). International Monetary Fund. https://doi.org/10.5089/9781484351086.001

Arcand, J. L., Berkes, E., & Panizza, U. (2012). Too Much Finance? (IMF Working Papers No. 12/161). International Monetary Fund.

Diamond, D., Hu, Y., & Rajan, R. (2024). The Long and Short of Financial Development (Working Paper No. 33416). National Bureau of Economic Research.

Danladi, S., Prasad, M. S. V., Modibbo, U. M., Ahmadi, S., & Ghasempour, R. (2023). Attaining Sustainable Development Goals through Financial Inclusion: Exploring Collaborative Approaches to Fintech Adoption in Developing Economies. Sustainability, 15(17), 13039. https://doi.org/10.3390/su151713039

Daud, S. N. M., & Ahmad, A. H. (2023). Financial inclusion, economic growth and the role of digital technology. Finance Research Letters, 53, 103602. https://doi.org/10.1016/j.frl.2022.103602

Fonseca, J., & Matray, A. (2022). Financial Inclusion, Economic Development, and Inequality: Evidence from Brazil (Working Paper No. 30057). National Bureau of Economic Research.

Philippon, T. (2019). On Fintech and Financial Inclusion (Working Paper No. 26330). National Bureau of Economic Research.

Tidjani, C., & Madouri, A. (2024). Fintech, financial inclusion, and sustainable development in the African region. Frontiers in Applied Mathematics and Statistics, 10, 1276218. https://doi.org/10.3389/fams.2024.1276218

Kaiser, T., & Lusardi, A. (2024). Financial Literacy and Financial Education: An Overview (Working Paper No. 32355). National Bureau of Economic Research.

Lusardi, A., & Mitchell, O. S. (2011). The Outlook for Financial Literacy (Working Paper No. 17077). National Bureau of Economic Research.

Safii, A. A., Anom, L., & Murtini, M. (2024). Financial technology adoption on MSMEs sustainability: The mediating role of financial literacy and financial inclusion. Journal of Sustainability and Development, 7(1), 121–131.

Berg, T., Fuster, A., & Puri, M. (2021). FinTech Lending (Working Paper No. 29421). National Bureau of Economic Research.

Philippon, T. (2016). The FinTech Opportunity (Working Paper No. 22476). National Bureau of Economic Research.

Khemani, P., & Kumar, D. (2023). Is financial development crucial to achieving the “2030 agenda of sustainable development”? Evidence from Asian countries. International Journal of Emerging Markets, 18(11), 5009–5027. https://doi.org/10.1108/IJOEM-07-2021-1114

Ziolo, M., Bak, I., & Cheba, K. (2020). THE ROLE OF SUSTAINABLE FINANCE IN ACHIEVING SUSTAINABLE DEVELOPMENT GOALS: DOES IT WORK? Technological and Economic Development of Economy, 27(1), 45–70. https://doi.org/10.3846/tede.2020.13863

Pan, Z. (2025). Research on the Synergistic Mechanism of Corporate Digital Transformation and ESG Management——Based on the Perspectives of Strategic Integration and Value Co-Creation. Journal of Economics, Management and Sustainability, 8(1), p31.

Lemana, P., Matemane, R., & Mokabane, M. (2025). Corporate Social Responsibility as a Driver of Financial Performance: An Exploration of South African Companies. Journal of Risk and Financial Management, 18(6), 278. https://doi.org/10.3390/jrfm18060278

Noor, A., Hassan, R., Fortea, C., & Yarovaya, L. (2025). A Greener Paradigm Shift: The Moderating Role of Board Independence in Sustainability Reporting. Sustainability, 17(11), 4776. https://doi.org/10.3390/su17114776

Teng, X., Wang, Y., Wang, A., & Xue, J. (2021). Environmental, Social, Governance Risk and Corporate Sustainable Growth Nexus: Quantile Regression Approach. International Journal of Environmental Research and Public Health, 18(20), 10865. https://doi.org/10.3390/ijerph182010865

Umar, Z., Kenourgios, D., & Papathanasiou, S. (2020). The static and dynamic connectedness of environmental, social, and governance investments: International evidence. Economic Modelling, 93, 112–124. https://doi.org/10.1016/j.econmod.2020.08.007

Kajström, M., & Lindeberg, F. (2025). The Influence of ESG-scores on Stock Returns in Emerging and Developed Markets [Bachelor’s thesis, Lund University]. LUP Student Papers. http://lup.lub.lu.se/student-papers/record/9184337

Tong, Y., Lau, Y. W., & Binti Ngalim, S. M. (2024). Do pilot zones for green finance reform and innovation avoid ESG greenwashing? Evidence from China. Heliyon, 10(8), e33710. https://doi.org/10.1016/j.heliyon.2024.e33710

Hassani, B., & Bahini, Y. (2024). Crosswashing in Sustainable Investing: Unveiling Strategic Practices Impacting ESG Scores (SSRN Scholarly Paper 4732871). https://doi.org/10.2139/ssrn.4732871

Li, Y. (2025). SOE’s ESG Performance on Financial Flexibility: The Evidence from the Hong Kong Stock Market. arXiv. https://doi.org/10.48550/ARXIV.2502.14261

Işık, C., Ongan, S., & Islam, H. (2024). A new pathway to sustainability: Integrating economic dimension (ECON) into ESG factors as (ECON-ESG) and aligned with sustainable development goals (SDGs). Journal of Ekonomi, 6(1), 34–39.

Ng, T.-H., Lye, C.-T., Chan, K.-H., Lim, Y.-Z., & Cheah, J.-H. (2020). Sustainability in Asia: The Roles of Financial Development in Environmental, Social and Governance (ESG) Performance. Social Indicators Research, 150(1), 17–44. https://doi.org/10.1007/s11205-020-02288-w

Hassani, B., Mushtaq, R., & Bahini, Y. (2023). Environment, Social and Governance: What Is the Role of Financial Development at the Global Level? (SSRN Scholarly Paper 4555338). https://doi.org/10.2139/ssrn.4555338

Miletkov, M. K., & Staneva, V. (2024). Financing a Sustainable Future: The Role of Equity and Credit Market Development in Promoting Corporate Social Responsibility (SSRN Scholarly Paper 4744138). https://doi.org/10.2139/ssrn.4744138

Chen, R., Liu, Y., Jiang, Y., & Liu, H. (2023). Does ESG performance promote vitality of capital market? Analysis from the perspective of stock liquidity. Frontiers in Environmental Science, 11, 1132845. https://doi.org/10.3389/fenvs.2023.1132845

Chiu, Y.-B., & Lee, C.-C. (2019). Financial development, income inequality, and country risk. Journal of International Money and Finance, 93, 1–18. https://doi.org/10.1016/j.jimonfin.2019.01.001

Ghossoub, E. A., & Reed, R. R. (2017). Financial development, income inequality, and the redistributive effects of monetary policy. Journal of Development Economics, 126, 167–189. https://doi.org/10.1016/j.jdeveco.2017.01.004

Yu, X., Kuruppuarachchi, D., & Kumarasinghe, S. (2024). Financial development, FDI, and CO2 emissions: does carbon pricing matter? Applied Economics, 56(26), 2959–2974. https://doi.org/10.1080/00036846.2023.2233000

Li, C., Zhao, G., Koh, K. P., & Chen, J. (2024). Impact of China’s financial development on the sustainable development goals of the Belt and Road Initiative participating countries. Humanities and Social Sciences Communications, 11(1), 294. https://doi.org/10.1057/s41599-024-02726-x

El Khoury, R., Nasrallah, N., & Alareeni, B. (2023). ESG and financial performance of banks in the MENAT region: concavity–convexity patterns. Journal of Sustainable Finance & Investment, 13(1), 406–430. https://doi.org/10.1080/20430795.2021.1964810

Jalil, A., & Feridun, M. (2011). The impact of growth, energy and financial development on the environment in China: A cointegration analysis. Energy Economics, 33(2), 284–291. https://doi.org/10.1016/j.eneco.2010.10.003

Shahbaz, M., Nasir, M. A., & Roubaud, D. (2018). Environmental degradation in France: The effects of FDI, financial development, and energy innovations. Energy Economics, 74, 843–857. https://doi.org/10.1016/j.eneco.2018.07.020

Tamazian, A., & Bhaskara Rao, B. (2010). Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies. Energy Economics, 32(1), 137–145. https://doi.org/10.1016/j.eneco.2009.04.004

Zhang, Y.-J. (2011). The impact of financial development on carbon emissions: An empirical analysis in China. Energy Policy, 39(4), 2197–2203. https://doi.org/10.1016/j.enpol.2011.02.026

Sethi, P., Chakrabarti, D., & Bhattacharjee, S. (2020). Globalization, financial development and economic growth: Perils on the environmental sustainability of an emerging economy. Journal of Policy Modeling, 42(3), 520–535. https://doi.org/10.1016/j.jpolmod.2020.01.007

Usman, M., Makhdum, M. S. A., & Kousar, R. (2021). Does financial inclusion, renewable and non-renewable energy utilization accelerate ecological footprints and economic growth? Fresh evidence from 15 highest emitting countries. Sustainable Cities and Society, 65, 102590. https://doi.org/10.1016/j.scs.2020.102590

Usman, M., Kousar, R., & Makhdum, M. S. A. (2020). The role of financial development, tourism, and energy utilization in environmental deficit: evidence from 20 highest emitting economies. Environmental Science and Pollution Research, 27(34), 42980–42995. https://doi.org/10.1007/s11356-020-10197-1

Offiong, A. I., Bassey Riman, H., James, G. B., & Akekere, I. (2021). Primary school enrolment rate, completion rate and gender balancing in Nigeria; the financial inclusion perspective. International Journal of Social Economics, 48(4), 602–621. https://doi.org/10.1108/IJSE-08-2020-0560

Dewi, S., Abd. Majid, M. S., Aliasuddin, & Kassim, S. (2018). Dynamics of Financial Development, Economic Growth, and Poverty Alleviation: The Indonesian Experience. South East European Journal of Economics and Business, 13(1), 17–30. https://doi.org/10.2478/jeb-2018-0002

Guillaumont Jeanneney, S., & Kpodar, K. (2008). Financial Development and Poverty Reduction: Can there Be a Benefit without a Cost? (IMF Working Paper No. 08/62). International Monetary Fund. https://doi.org/10.5089/9781451869248.001

Jalilian, H., & Kirkpatrick, C. (2002). Financial development and poverty reduction in developing countries. International Journal of Finance & Economics, 7(2), 97–108. https://doi.org/10.1002/ijfe.179

Rewilak, J. (2017). The role of financial development in poverty reduction. Review of Development Finance, 7(2), 169–176. https://doi.org/10.1016/j.rdf.2017.10.001

Jallad, R., O’Carroll, C., & Herzalla, D. (2025). Digital Finance and Financial Inclusion: A Bibliometric Review of Contributions Toward Achieving the SDGs. Journal of Risk and Financial Management, 18(1), 37.

Chandel, M., & Arora, M. (2025). Achieving the Sustainable Development Goals through Financial Inclusion: A Bibliometric and Content Analysis. Tourism and Management Studies, 21(1), 21–37.

Ghosh, S., & Vinod, D. (2017). What Constrains Financial Inclusion for Women? Evidence from Indian Micro data. World Development, 92, 60–81. https://doi.org/10.1016/j.worlddev.2016.11.011

Jeanneney, S. G., & Kpodar, K. (2011). Financial Development and Poverty Reduction: Can There be a Benefit without a Cost? Journal of Development Studies, 47(1), 143–163. https://doi.org/10.1080/00220388.2010.506918

World Bank. (2025). Financial inclusion. Retrieved May 31, 2025, from https://www.worldbank.org/en/topic/financialinclusion/overview

Doidge, C., Karolyi, G. A., & Stulz, R. M. (2007). Why do countries matter so much for corporate governance? Journal of Financial Economics, 86(1), 1–39. https://doi.org/10.1016/j.jfineco.2006.09.002

Djankov, S., La Porta, R., Lopez-de-Silanes, F., & Shleifer, A. (2008). The law and economics of self-dealing. Journal of Financial Economics, 88(3), 430–465. https://doi.org/10.1016/j.jfineco.2007.02.007

Ahmed, Z., Bashir, Y., Ahmed, B., & Akbar, M. I. U. (2025). Role of country governance between sustainable development and firm value in emerging markets. Discover Sustainability, 6, 261. https://doi.org/10.1007/s43621-025-00931-5

Alakent, E., & Goktan, M. S. (2025). Do Variations in Institutional Characteristics Across Countries Affect ESG Reporting Ratings? Journal of Accounting, Ethics and Public Policy, 26(1), 57–83. https://doi.org/10.60154/jaepp.2025.v26n1p57

Rahi, A. F., Chowdhury, M. A. F., Johansson, J., & Akter, S. (2023). Nexus between institutional quality and corporate sustainable performance: European evidence. Journal of Cleaner Production, 382, 135188. https://doi.org/10.1016/j.jclepro.2022.135188

Lozano, M. B., & Martínez-Ferrero, J. (2022). Do emerging and developed countries differ in terms of sustainable performance? Analysis of board, ownership and country-level factors. Research in International Business and Finance, 62, 101688. https://doi.org/10.1016/j.ribaf.2022.101688

Emara, N., & El Said, A. (2021). Financial inclusion and economic growth: The role of governance in selected MENA countries. International Review of Economics & Finance, 75, 34–54. https://doi.org/10.1016/j.iref.2021.03.014

Alam, M. M., Azam, M., Abdullah, A. B., Malik, I. A., Khan, A., Hamzah, T. A. A. T., Faridullah, Khan, M. M., Zahoor, H., & Zaman, K. (2015). Environmental quality indicators and financial development in Malaysia: unity in diversity. Environmental Science and Pollution Research, 22(11), 8392–8404. https://doi.org/10.1007/s11356-014-3982-5

Ho, S.-Y., & Njindan Iyke, B. (2017). Determinants of stock market development: a review of the literature. Studies in Economics and Finance, 34(1), 143–164. https://doi.org/10.1108/SEF-05-2016-0111

Omri, A. (2020). Formal versus informal entrepreneurship in emerging economies: The roles of governance and the financial sector. Journal of Business Research, 108, 277–290. https://doi.org/10.1016/j.jbusres.2019.11.027

Wang, W., Yu, Y., & Li, X. (2022). ESG performance, auditing quality, and investment efficiency: Empirical evidence from China. Frontiers in Psychology, 13, 948674. https://doi.org/10.3389/fpsyg.2022.948674

Rachev, S., Asare Nyarko, N., Omotade, B., Harkov, V., & Veleva, R. (2024). Bachelier’s Market Model for ESG Asset Pricing. Journal of Risk and Financial Management, 17(12), 553. https://doi.org/10.3390/jrfm17120553

Ahuja, K., & Rani, E. (2025). A bibliometric analysis of ESG literature: key themes, influential authors and future research directions. Journal of Asia Business Studies, 19(3), 429–448. https://doi.org/10.1108/JABS-03-2024-0130

Bucciarelli, E., Regnicoli, A., & Ascatigno, A. (2024). The ESG Rating Conundrum: A Bibliometric Analysis. In M. Cipriano, A. Lazazzara, & L. Caporarello (Eds.), Technologies for Organizations and Society (pp. 211–233). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-53495-5_16

Baibakova, T. V., Epinina, V. S., Azmina, J. M., & Kulakova, O. V. (2024). ESG Ratings Divergence: Problems and Solutions. In V. Mantulenko (Ed.), Proceedings of the 4th International Conference Engineering Innovations and Sustainable Development (pp. 153–159). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-58807-6_22

Sneideriene, A., & Legenzova, R. (2025). Greenwashing prevention in environmental, social, and governance (ESG) disclosures: A bibliometric analysis. Research in International Business and Finance, 74, 102720. https://doi.org/10.1016/j.ribaf.2025.102720

Badareu, G., Doran, M. D., Firu, M. A., Panait, M., Doval, E., & Grădinaru, G. I. (2024). Financial Development and Climate Change: A Detailed Bibliometric Investigation. Economies, 12(11), 288. https://doi.org/10.3390/economies12110288

Roy, J. K., & Vasa, L. (2025). Financial technology and environmental, social and governance in sustainable finance: a bibliometric and thematic content analysis. Discover Sustainability, 6(1), 140. https://doi.org/10.1007/s43621-025-00934-2

Sethi, S. R., & Mahadik, D. A. (2024). Exploring the Interrelation: A Bibliometric Analysis and Systematic Literature Review of the Current Landscape and Future Trajectories of Fintech and Sustainability. *Cross-Cultural Business & Research, 13*(1), 125–165.

Singh, T. R., Anand, T. H., & Devi, H. S. (2024). A Bibliometric Analysis of Environmental, Social, Governance (ESG) Imperatives of Sustainable Finance. Library Progress International, 44(2). https://doi.org/10.48165/bapas.2024.44.2.1

Kashi, A., & Shah, M. E. (2023). Bibliometric Review on Sustainable Finance. Sustainability, 15(9), 7119. https://doi.org/10.3390/su15097119

Mohamad, A. (2025). Green and climate finance research trends: A bibliometric study of pre- and post-pandemic shifts. Cleaner Production Letters, 8, 100098. https://doi.org/10.1016/j.clpl.2025.100098

Chandran, R., & Chandran Mc, S. (2024). Green finance and sustainability: mapping research development through bibliometric analysis. Discover Sustainability, 5(1), 339. https://doi.org/10.1007/s43621-024-00442-9

Judijanto, L. (2025). Green Bonds and Green Financing: A Bibliometric Analysis. World Journal of Social Science and Humanity Studies, 3(1), 1680–1690.

Flottmann, C., Köchling, G., Neukirchen, D., & Posch, P. N. (2025). Green debt: a systematic literature review and future research agenda. Management Review Quarterly. https://doi.org/10.1007/s11301-025-00511-x

Then, W. W. J. (2023). THE RELATIONSHIP BETWEEN FINANCIAL DEVELOPMENT AND SUSTAINABLE DEVELOPMENT GOALS — A BIBLIOMETRIC ANALYSIS. Journal of Business & Economic Analysis, 06(02), 179–202.

Öztürk, O., Kocaman, R., & Kanbach, D. K. (2024). How to design bibliometric research: an overview and a framework proposal. Review of Managerial Science. https://doi.org/10.1007/s11846-024-00738-0

Paul, J., Lim, W. M., O’Cass, A., Hao, A. W., & Bresciani, S. (2021). Scientific procedures and rationales for systematic literature reviews (SPAR-4-SLR). International Journal of Consumer Studies, 45(4), O1–O16. https://doi.org/10.1111/ijcs.12695

Lim, W. M., Kumar, S., & Donthu, N. (2024). How to combine and clean bibliometric data and use bibliometric tools synergistically: Guidelines using metaverse research. Journal of Business Research, 182, 114760. https://doi.org/10.1016/j.jbusres.2024.114760

Aria, M., & Cuccurullo, C. (2017). bibliometrix : An R-tool for comprehensive science mapping analysis. Journal of Informetrics, 11(4), 959–975. https://doi.org/10.1016/j.joi.2017.08.007

Van Eck, N. J., & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523–538. https://doi.org/10.1007/s11192-009-0146-3

Lim, W. M., & Kumar, S. (2024). Guidelines for interpreting the results of bibliometric analysis: A sensemaking approach. Global Business and Organizational Excellence, 43(4), 17–26. https://doi.org/10.1002/joe.22253

Morduch, J. (2000). The Microfinance Schism. World Development, 28(4), 617–629. https://doi.org/10.1016/S0305-750X(99)00151-5

Guiso, L., Sapienza, P., & Zingales, L. (2004). The Role of Social Capital in Financial Development. American Economic Review, 94(3), 526–556. https://doi.org/10.1257/0002828041464498

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

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, 356–367. https://doi.org/10.1016/j.enpol.2017.10.050

Shahbaz, M., Tiwari, A. K., & Nasir, M. (2013). The effects of financial development, economic growth, coal consumption and trade openness on CO2 emissions in South Africa. Energy Policy, 61, 1452–1459. https://doi.org/10.1016/j.enpol.2013.07.006

Boutabba, M. A. (2014). The impact of financial development, income, energy and trade on carbon emissions: Evidence from the Indian economy. Economic Modelling, 40, 33–41. https://doi.org/10.1016/j.econmod.2014.03.005

Ren, S., Hao, Y., Xu, L., Wu, H., & Ba, N. (2021). Digitalization and energy: How does internet development affect China’s energy consumption? Energy Economics, 98, 105220. https://doi.org/10.1016/j.eneco.2021.105220

Jahanger, A., Usman, M., Murshed, M., Mahmood, H., & Balsalobre-Lorente, D. (2022). The linkages between natural resources, human capital, globalization, economic growth, financial development, and ecological footprint: The moderating role of technological innovations. Resources Policy, 76, 102569. https://doi.org/10.1016/j.resourpol.2022.102569

Morck, R., Wolfenzon, D., & Yeung, B. (2005). Corporate Governance, Economic Entrenchment, and Growth. Journal of Economic Literature, 43(3), 655–720. https://doi.org/10.1257/002205105774431252

Claessens, S., & Yurtoglu, B. B. (2013). Corporate governance in emerging markets: A survey. Emerging Markets Review, 15, 1–33. https://doi.org/10.1016/j.ememar.2012.03.002

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

Al-Mulali, U., Saboori, B., & Ozturk, I. (2015). Investigating the environmental Kuznets curve hypothesis in Vietnam. Energy Policy, 76, 123–131. https://doi.org/10.1016/j.enpol.2014.11.019

Acheampong, A. O. (2018). Economic growth, CO2 emissions and energy consumption: What causes what and where? Energy Economics, 74, 677–692. https://doi.org/10.1016/j.eneco.2018.07.022

Shahbaz, M., Solarin, S. A., Mahmood, H., & Arouri, M. (2013). Does financial development reduce CO2 emissions in Malaysian economy? A time series analysis. Economic Modelling, 35, 145–152. https://doi.org/10.1016/j.econmod.2013.06.037

Yuxiang, K., & Chen, Z. (2011). Financial development and environmental performance: evidence from China. Environment and Development Economics, 16(1), 93–111. https://doi.org/10.1017/S1355770X10000422

Jamel, L., & Maktouf, S. (2017). The nexus between economic growth, financial development, trade openness, and CO2 emissions in European countries. Cogent Economics & Finance, 5(1), 1341456. https://doi.org/10.1080/23322039.2017.1341456

Magazzino, C. (2016). The relationship between real GDP, CO2 emissions, and energy use in the GCC countries: A time series approach. Cogent Economics & Finance, 4(1), 1152729. https://doi.org/10.1080/23322039.2016.1152729

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

Shahbaz, M., Haouas, I., & Hoang, T. H. V. (2019). Economic growth and environmental degradation in Vietnam: Is the environmental Kuznets curve a complete picture? Emerging Markets Review, 38, 197–218. https://doi.org/10.1016/j.ememar.2018.12.006

Sharma, D. (2016). Nexus between financial inclusion and economic growth: Evidence from the emerging Indian economy. Journal of Financial Economic Policy, 8(1), 13–36. https://doi.org/10.1108/JFEP-01-2015-0004

Kumar, N. (2013). Financial inclusion and its determinants: evidence from India. Journal of Financial Economic Policy, 5(1), 4–19. https://doi.org/10.1108/17576381311317754

Claessens, S., & Perotti, E. (2007). Finance and inequality: Channels and evidence. Journal of Comparative Economics, 35(4), 748–773. https://doi.org/10.1016/j.jce.2007.07.002

Adams, S., & Klobodu, E. K. M. (2016). Financial development, control of corruption and income inequality. International Review of Applied Economics, 30(6), 790–808. https://doi.org/10.1080/02692171.2016.1208740

Marx, W., Bornmann, L., Barth, A., & Leydesdorff, L. (2014). Detecting the historical roots of research fields by reference publication year spectroscopy (RPYS). Journal of the Association for Information Science and Technology, 65(4), 751–764. https://doi.org/10.1002/asi.23089

Smith, M., Marx, W., Anand, K. S., & Ho, Y.-S. (2024). Bibliometric analysis with reference publication year spectroscopy showed how key programmes drove developmental care in newborn infants. Acta Paediatrica, 113(1), 28–38. https://doi.org/10.1111/apa.16998

Ehrlich, P. R., & Holdren, J. P. (1971). Impact of Population Growth: Complacency concerning this component of man’s predicament is unjustified and counterproductive. Science, 171(3977), 1212–1217.

McKinnon, R. I. (1973). Money and Capital in Economic Development. Brookings Institution Press.

Shaw, E. S. (1973). Financial deepening in economic development. Oxford University Press.

Brown, R. L., Durbin, J., & Evans, J. M. (1975). Techniques for Testing the Constancy of Regression Relationships Over Time. Journal of the Royal Statistical Society: Series B (Methodological), 37(2), 149–163. https://doi.org/10.1111/j.2517-6161.1975.tb01532.x

Koenker, R., & Bassett, G. (1978). Regression Quantiles. Econometrica, 46(1), 33. https://doi.org/10.2307/1913643

Kraft, J., & Kraft, A. (1978). On the Relationship Between Energy and GNP. The Journal of Energy and Development, 3(2), 401–403.

Lucas, R. E. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), 3–42. https://doi.org/10.1016/0304-3932(88)90168-7

Phillips, P. C. B., & Perron, P. (1988). Testing for a unit root in time series regression. Biometrika, 75(2), 335–346. https://doi.org/10.1093/biomet/75.2.335

Johansen, S. (1988). Statistical analysis of cointegration vectors. Journal of Economic Dynamics and Control, 12(2–3), 231–254. https://doi.org/10.1016/0165-1889(88)90041-3

Arellano, M., & Bond, S. (1991). Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations. The Review of Economic Studies, 58(2), 277. https://doi.org/10.2307/2297968

Grossman, G. M., & Krueger, A. B. (1991). Environmental Impacts of a North American Free Trade Agreement (Working Paper No. 3914). National Bureau of Economic Research.

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

Galor, O., & Zeira, J. (1993). Income Distribution and Macroeconomics. The Review of Economic Studies, 60(1), 35. https://doi.org/10.2307/2297811

Banerjee, A. V., & Newman, A. F. (1993). Occupational Choice and the Process of Development. Journal of Political Economy, 101(2), 274–298.

Stock, J. H., & Watson, M. W. (1993). A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems. Econometrica, 61(4), 783. https://doi.org/10.2307/2951763

Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29–51. https://doi.org/10.1016/0304-4076(94)01642-D

La Porta, R., Lopez-de-Silanes, F., Shleifer, A., & Vishny, R. W. (1998). Law and Finance. Journal of Political Economy, 106(6), 1113–1155. https://doi.org/10.1086/250042

Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. https://doi.org/10.1016/S0304-4076(98)00009-8

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

Antweiler, W., Copeland, B. R., & Taylor, M. S. (2001). Is Free Trade Good for the Environment? American Economic Review, 91(4), 877–908. https://doi.org/10.1257/aer.91.4.877

Acemoglu, D., & Robinson, J. A. (2001). A Theory of Political Transitions. American Economic Review, 91(4), 938–963. https://doi.org/10.1257/aer.91.4.938

Im, K. S., Pesaran, M. H., & Shin, Y. (2003). Testing for unit roots in heterogeneous panels. Journal of Econometrics, 115(1), 53–74. https://doi.org/10.1016/S0304-4076(03)00092-7

Rajan, R. G., & Zingales, L. (2003). The great reversals: The politics of financial development in the twentieth century. Journal of Financial Economics, 69(1), 5–50. https://doi.org/10.1016/S0304-405X(03)00125-9

Tamazian, A., Chousa, J. P., & Vadlamannati, K. C. (2009). Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries. Energy Policy, 37(1), 246–253. https://doi.org/10.1016/j.enpol.2008.08.025

Sadorsky, P. (2010). The impact of financial development on energy consumption in emerging economies. Energy Policy, 38(5), 2528–2535. https://doi.org/10.1016/j.enpol.2009.12.048

Islam, F., Shahbaz, M., Ahmed, A. U., & Alam, M. M. (2013). Financial development and energy consumption nexus in Malaysia: A multivariate time series analysis. Economic Modelling, 30, 435–441. https://doi.org/10.1016/j.econmod.2012.09.033

Ozturk, I., & Acaravci, A. (2013). The long-run and causal analysis of energy, growth, openness and financial development on carbon emissions in Turkey. Energy Economics, 36, 262–267. https://doi.org/10.1016/j.eneco.2012.08.025

Shahbaz, M., Tiwari, A. K., Ozturk, I., & Farooq, A. (2013). Are fluctuations in electricity consumption per capita transitory? Evidence from developed and developing economies. Renewable and Sustainable Energy Reviews, 28, 551–554. https://doi.org/10.1016/j.rser.2013.08.030

Farhani, S., & Ozturk, I. (2015). Causal relationship between CO2 emissions, real GDP, energy consumption, financial development, trade openness, and urbanization in Tunisia. Environmental Science and Pollution Research, 22(20), 15663–15676. https://doi.org/10.1007/s11356-015-4767-1

Kasman, A., & Duman, Y. S. (2015). CO2 emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis. Economic Modelling, 44, 97–103. https://doi.org/10.1016/j.econmod.2014.10.022

Omri, A., Daly, S., Rault, C., & Chaibi, A. (2015). Financial development, environmental quality, trade and economic growth: What causes what in MENA countries. Energy Economics, 48, 242–252. https://doi.org/10.1016/j.eneco.2015.01.008

Le, T.-H., Le, H.-C., & Taghizadeh-Hesary, F. (2020). Does financial inclusion impact CO2 emissions? Evidence from Asia. Finance Research Letters, 34, 101451. https://doi.org/10.1016/j.frl.2020.101451

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

Stern, D. I. (2004). The Rise and Fall of the Environmental Kuznets Curve. World Development, 32(8), 1419–1439. https://doi.org/10.1016/j.worlddev.2004.03.004

Dinda, S. (2004). Environmental Kuznets Curve Hypothesis: A Survey. Ecological Economics, 49(4), 431–455. https://doi.org/10.1016/j.ecolecon.2004.02.011

Engle, R. F., & Granger, C. W. J. (1987). Co-Integration and Error Correction: Representation, Estimation, and Testing. Econometrica, 55(2), 251–276. https://doi.org/10.2307/1913236

Granger, C. W. J. (1969). Investigating Causal Relations by Econometric Models and Cross-spectral Methods. Econometrica, 37(3), 424–438. https://doi.org/10.2307/1912791

Shahbaz, M., Hye, Q. M. A., Tiwari, A. K., & Leitão, N. C. (2013). Economic growth, energy consumption, financial development, international trade and CO2 emissions in Indonesia. Renewable and Sustainable Energy Reviews, 25, 109–121. https://doi.org/10.1016/j.rser.2013.04.009

Windmeijer, F. (2005). A finite sample correction for the variance of linear efficient two-step GMM estimators. Journal of Econometrics, 126(1), 25–51. https://doi.org/10.1016/j.jeconom.2004.02.005

Hansen, L. P. (1982). Large Sample Properties of Generalized Method of Moments Estimators. Econometrica, 50(4), 1029–1054. https://doi.org/10.2307/1912775

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

Kuznets, S. (1955). Economic Growth and Income Inequality. The American Economic Review, 45(1), 1–28.

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

Abbasi, F., & Riaz, K. (2016). CO2 emissions and financial development in an emerging economy: An augmented VAR approach. Energy Policy, 90, 102–114. https://doi.org/10.1016/j.enpol.2015.12.017

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

Levin, A., Lin, C.-F., & Chu, C.-S. J. (2002). Unit root tests in panel data: Asymptotic and finite-sample properties. Journal of Econometrics, 108(1), 1–24. https://doi.org/10.1016/S0304-4076(01)00098-7

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

Dumitrescu, E.-I., & Hurlin, C. (2012). Testing for Granger non-causality in heterogeneous panels. Economic Modelling, 29(4), 1450–1460. https://doi.org/10.1016/j.econmod.2012.02.014

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. https://doi.org/10.2307/2297111

Pedroni, P. (1999). Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors. Oxford Bulletin of Economics and Statistics, 61(S1), 653–670. https://doi.org/10.1111/1468-0084.61.s1.14

Pedroni, P. (2004). Panel Cointegration: Asymptotic and Finite Sample Properties of Pooled Time Series Tests With an Application to the PPP Hypothesis. Econometric Theory, 20(3), 597–625. https://doi.org/10.1017/S0266466604203073

Kao, C. (1999). Spurious regression and residual-based tests for cointegration in panel data. Journal of Econometrics, 90(1), 1–44. https://doi.org/10.1016/S0304-4076(98)00023-2

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

Zhang, J., Wang, L., & Wang, S. (2012). Financial development and economic growth: Recent evidence from China. Journal of Comparative Economics, 40(3), 393–412. https://doi.org/10.1016/j.jce.2012.01.001

Sassi, S., & Goaied, M. (2013). Financial development, ICT diffusion and economic growth: Lessons from MENA region. Telecommunications Policy, 37(4–5), 252–261. https://doi.org/10.1016/j.telpol.2012.12.004

Ramzan, M., Amin, M., & Abbas, M. (2021). How does corporate social responsibility affect financial performance, financial stability, and financial inclusion in the banking sector? Evidence from Pakistan. Research in International Business and Finance, 55, 101314. https://doi.org/10.1016/j.ribaf.2020.101314