Deconstructing the ESG black box: A systematic review of risk heterogeneity, measurement noise, and financial stability
DOI:
https://doi.org/10.54957/akuntansiku.v5i1.2070Keywords:
Sustainability Risk, ESG Integration, Financial Stability, Greenwashing, Transition RiskAbstract
This review synthesizes research on the understanding of sustainability risks in the financial sector, focusing on three key components of sustainability risk: environmental, social, and governance (ESG). Although the integration of ESG in finance is becoming increasingly important, the primary challenges are risk heterogeneity and measurement inconsistencies. This study aims to develop a taxonomy of sustainability risks, evaluate their impact on financial stability and investment decisions, and identify best practices in ESG-based risk management. To achieve this, the review examines 60 empirical, qualitative, and conceptual studies published between 2000 and 2025, focusing on the banking sector and emerging markets. A variety of methodologies are employed, including econometric analysis, artificial intelligence (AI), and case studies. The findings indicate that environmental and governance risks have a significant impact on financial stability, while social risks still require more accurate measurement. ESG integration has proven to enhance risk mitigation, though challenges remain regarding data quality, regulatory fragmentation, and inconsistent metrics. The use of AI technology and agile methods can improve risk assessment accuracy and adaptability. The study also finds that sustainability crisis management is more focused on risk anticipation rather than reactive responses to crises. The practical implications of these findings highlight the need for a coordinated ESG risk management framework, as well as further research on the role of technology and crisis response strategies in strengthening sustainable financial stability.
References
Assessment of potential risks of current ESG investment. (2023). Advances in Economics, Management and Political Sciences, 39, 196–203. https://doi.org/10.54254/2754-1169/39/20231967
Bai R., T., R., J., & Shanavas, A. (2024). Sustainable Finance And Use Of Artificial Intelligence In Investment Decision Making. International Journal of Advanced Research, 12(09), 1212–1218. https://doi.org/10.21474/IJAR01/19554
Baldissarro, G., Bruni, M. E., Iazzolino, G., Morea, D., & Veltri, S. (2024). Does it pay off to integrate ESG performance into bank investment portfolio selection? Empirical evidence in the European energy sector. Sustainability, 16(23), 10766. https://doi.org/10.3390/su162310766
Bâtcă-Dumitru, C., Sendroiu, C., & Cuc, L. D. (2022). A new challenge in the risk management: Sustainability risks. Journal of Financial Studies. https://doi.org/10.55654/jfs.2023.sp.15
Bax, K., Sahin, Ö., Czado, C., & Paterlini, S. (2021). ESG, risk, and (tail) dependence. SSRN Electronic Journal. https://doi.org/10.2139/SSRN.3846739
Bernardini, E., Fanari, M., & Panfili, F. (2023). The commitment to sustainability in financial investments. In Contributions to Finance and Accounting (pp. 179–197). https://doi.org/10.1007/978-3-031-33882-3_8
Bonollo, M., & Menegon, A. (2023). Climate and environmental risk factors in the market risk field: An extended model. Risk Governance and Control: Financial Markets & Institutions, 13(2), 17–27. https://doi.org/10.22495/rgcv13i2p2
Cai, F. (2023). Analysis of ESG factors in financial environment risk and investment decision. Financial Engineering and Risk Management, 6(11). https://doi.org/10.23977/ferm.2023.061124
Capelli, P., Ielasi, F., & Russo, A. (2021). Forecasting volatility by integrating financial risk with environmental, social, and governance risk. Corporate Social Responsibility and Environmental Management, 28(5), 1483–1495. https://doi.org/10.1002/CSR.2180
Chiaramonte, L., Dreassi, A., Girardone, C., & Piserà, S. (2021). Do ESG strategies enhance bank stability during financial turmoil? Evidence from Europe. European Journal of Finance. https://doi.org/10.1080/1351847X.2021.1964556
Dolgov, E. V. (2024). Monitoring of banking risks under the transition to sustainable development. Vestnik Surgutskogo Gosudarstvennogo Universiteta, 12(2), 25–31. https://doi.org/10.35266/2949-3455-2024-2-3
Dong, Y., & Lau, A. S. (2025). A review of statistical and AI methods for predicting ESG risks for default. In Frontiers in Artificial Intelligence and Applications. https://doi.org/10.3233/faia250731
Duuren, E. V, Plantinga, A., & Scholtens, B. (2016). ESG integration and the investment management process: Fundamental investing reinvented. Journal of Business Ethics, 138(3), 525–533. https://doi.org/10.1007/S10551-015-2610-8
Erhemjamts, O., Huang, K., & Tehranian, H. (2023). Climate risk, ESG performance, and ESG sentiment in US commercial banks. Global Finance Journal. https://doi.org/10.1016/j.gfj.2023.100924
Fidanza, B. (2025). The effects of environmental, social and governance orientation: An international empirical literature review. Journal of Management and Sustainability, 15(2), 24. https://doi.org/10.5539/jms.v15n2p24
Galletta, S., & Mazzù, S. (2022). ESG controversies and bank risk taking. Business Strategy and the Environment, 32(1), 274–288. https://doi.org/10.1002/bse.3129
Gharpure, A. (2025). ESG reporting in enterprise financial systems: Challenges and innovations. Journal of Computer Science and Technology Studies, 7(3), 194–201. https://doi.org/10.32996/jcsts.2025.7.3.22
Herawati, E., Agustin, F., Subranta, A., Solissa, F., & Wiriatmaja, N. U. (2024). Sustainable financial strategies: Analyzing the role of ESG in corporate financial performance and risk management. https://doi.org/10.59613/a2qk1a03
Hogenmuller, E., Tuvache, L., & Schrapffer, A. (2024). Exploring the link between ESG ratings and financial performance: A sector-by-sector analysis. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4832571
Hübel, B., & Scholz, H. (2020). Integrating sustainability risks in asset management: The role of ESG exposures and ESG ratings. Journal of Asset Management, 21(1), 52–69. https://doi.org/10.1057/S41260-019-00139-Z
John R, Dr. S. (2025). Sustainable Finance and AI Integration: Driving Responsible Growth in the Digital Era. International Journal Of Scientific Research In Engineering And Management, 09(08), 1–9. https://doi.org/10.55041/IJSREM52213
Juthi, S., Kamrujjaman, M., Mistry, A. M., & Alauddin, M. (2024). Sustainable finance and data analytics: A systematic review of ESG data in investment decisions. American Journal of Business and Information Systems, 4(4). https://doi.org/10.69593/ajbais.v4i04.130
Kaiser, T. M. (2022). Effektives Management von ESG-Risiken in Finanzinstituten. Erich Schmidt Verlag. https://doi.org/10.37307/b.978-3-503-21189-0
Kashyap, S., Rastogi, S., & Agarwal, B. (2025). The ESG imperative: Transforming risk management in the age of sustainable finance in the Indian banking industry. NMIMS Management Review. https://doi.org/10.1177/09711023251356167
Koh, R., & Lee, J. (2023). ESG performance and stock risk in U.S. financial firms. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4583010
Kuzmina, J., Maditinos, D., Noreña-Chavez, D., Grima, S., & Kadłubek, M. (2023). ESG integration as a risk management tool within the financial decision-making process. In Contemporary Studies in Economic and Financial Analysis (pp. 105–113). https://doi.org/10.1108/s1569-37592023000111a007
Landi, G. C., Iandolo, F., Renzi, A., & Rey, A. (2022). Embedding sustainability in risk management: The impact of environmental, social, and governance ratings on corporate financial risk. Corporate Social Responsibility and Environmental Management, 29(4), 1096–1107. https://doi.org/10.1002/csr.2256
Lee, J., & Koh, K. (2024). ESG performance and firm risk in the U.S. financial firms. Review of Financial Economics. https://doi.org/10.1002/rfe.1208
Lupu, I., & Criste, A. (2024). Stock market reactions to ESG dynamics: A European banking perspective. In Springer Proceedings in Business and Economics (pp. 259–269). https://doi.org/10.1007/978-3-031-47925-0_21
Lupu, I. G., Hurduzeu, G., & Lupu, R. (2022). How is the ESG reflected in European financial stability? Sustainability, 14(16), 10287. https://doi.org/10.3390/su141610287
Ma, N. (2023). Integration of ESG factors in portfolio management: International trends and practices. Frontiers in Business, Economics and Management, 12(2). https://doi.org/10.54097/fbem.v12i2.14778
Migliorelli, M. (2020). The sustainability–financial risk nexus. In Climate Change and Financial Risks. Palgrave Macmillan. https://doi.org/10.1007/978-3-030-54530-7_1
Muniandy, R. M. (2024). Green investing insights: Navigating the complexities of environmental regulations and portfolio management. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4845821
Neitzert, F., & Petras, M. (2021). Corporate social responsibility and bank risk. Journal of Business Economics. https://doi.org/10.1007/S11573-021-01069-2
Nocoń, A. (2024). ESG risk management in banks – towards its measurement. Economics and Environment, 90(3), 737. https://doi.org/10.34659/eis.2024.90.3.737
Nurgaliyeva, A., Jondelbayeva, A., Ftiti, Z., & Niyazbekova, S. (2024). Innovative modeling methods for enhanced ESG risk assessment in the context of the “green” economy development of the Republic of Kazakhstan. The Journal of Economic Research & Business Administration, 150(4). https://doi.org/10.26577/be.2024.150.i4.a5
Nurhayati, N. (2025). Sustainability reporting, corporate governance, and financial performance: Analyzing the role of ESG factors in investment decisions. Journal of Hunan University of Arts and Science, 52(3). https://doi.org/10.55463/issn.1674-2974.52.3.8
Palmieri, E., & Geretto, E. (2023). ESG innovation in the financial industry. In Palgrave Macmillan Studies in Banking and Financial Institutions (pp. 63–95). https://doi.org/10.1007/978-3-031-50265-1_3
Palmieri, E., Geretto, E., & Polato, M. (2023). ESG default risk mitigation effect: A time-sectorial analysis. In Palgrave Macmillan Studies in Banking and Financial Institutions (pp. 79–98). https://doi.org/10.1007/978-3-031-32931-9_4
Pangestuti, D. C., Fadila, A., Razyka, I., & Setiawan, F. M. (2025). Examining the impact of board of directors, chief risk officers, and intellectual capital on enterprise risk management effectiveness in the mining sector. Journal of Governance and Regulation, 14(2), 125–134. https://doi.org/10.22495/jgrv14i2art13
Pangestuti, D. C. (2024). Optimizing firm performance through contingency factors, enterprise risk management, and intellectual capital in Southeast Asian mining enterprises. Investment Management and Financial Innovations, 21(2), 355–369. https://doi.org/10.21511/imfi.21(2).2024.29
Parfentyeva, O. (2023). The integrated eco-social management of sustainable inclusive development. Business Inform, 11(550), 291–304. https://doi.org/10.32983/2222-4459-2023-11-291-304
Pavani, K. (2024). A Study on Risk Assessment and Financial Management on ESG. International Journal of Research Publication and Reviews, 5(5), 3624–3632. https://doi.org/10.55248/gengpi.5.0524.1229
Quintiliani, A. (2024). Why and how ESG practices shape firms’ financial performance. International Journal of Academic Research in Accounting, Finance and Management Sciences, 14(4). https://doi.org/10.6007/ijarafms/v14-i4/24178
Razak, L. A., Ibrahim, M., & Ng, A. (2020). Which sustainability dimensions affect credit risk? Evidence from corporate and country-level measures. Journal of Risk and Financial Management, 13(12), 316. https://doi.org/10.3390/JRFM13120316
Sahoo, D. R., & Sahoo, V. D. (2023). Exploring the nexus of sustainable finance. In Advances in Finance, Accounting, and Economics. https://doi.org/10.4018/979-8-3693-3948-0.ch011
Samaniego-Medina, R., & Giráldez-Puig, P. (2022). Do sustainability risks affect credit ratings? Evidence from European banks. Amfiteatru Economic, 24(61), 720. https://doi.org/10.24818/ea/2022/61/720
Scholtens, B., & Klooster, S. V. (2019). Sustainability and bank risk. Palgrave Communications, 5, 105. https://doi.org/10.1057/S41599-019-0315-9
Shah, D. (2024). Sustainable Finance and ESG Investing. International Journal for Research in Applied Science and Engineering Technology, 12(2), 412–416. https://doi.org/10.22214/ijraset.2024.58346
Shetty, A. R., & Suraj, N. (2024). ESG integration in financial sectors: A case of sustainability investment strategies. EPRA International Journal of Economics, Business and Management, 23–29. https://doi.org/10.36713/epra17662
Singh, S. P. (2025). Novel data mining methodologies for environmental, social and governance analytics: A comprehensive framework for sustainable investment. Preprints. https://doi.org/10.20944/preprints202501.0620.v1
Smirnov, V. D. (2020). Управление ESG рисками в коммерческих организациях [Management of ESG risks in commercial organizations]. Management Science, 10(3), 6–20. https://doi.org/10.26794/2404-022X-2020-10-3-6-20
Smuda-Kocoń, M. (2025). Reconfiguring the risk of financial organizations as a consequence of the green transition and a potential source of ‘green swan events.’ Journal of Management and Financial Sciences, (53), 85–102. https://doi.org/10.33119/jmfs.2024.53.5
Stolbov, M., & Shchepeleva, M. (2022). The impact of ESG-factors on financial stability. Voprosy Ekonomiki, (11), 136–148. https://doi.org/10.32609/0042-8736-2022-11-136-148
Surenthran, D. P., Umamaheswari, S., Blessie, P. R., Karthick, K., Nithyakarpgam, A., & Devapitchai, J. J. (2024). Agile sustainability revolutionizing risk management in finance. In Advances in Logistics, Operations, and Management Science (pp. 249–268). https://doi.org/10.4018/979-8-3693-6274-7.ch014
Sustainability risks for ESG. (2022). In Advances in Finance, Accounting, and Economics (pp. 180–197). https://doi.org/10.4018/978-1-6684-5580-7.ch009
Tashtamirov, M. (2023). The place of sustainable development in ESG risks formation in banking sector. E3S Web of Conferences, 371, 3051. https://doi.org/10.1051/e3sconf/202337103051
Tommaso, C. D., & Thornton, J. (2020). Do ESG scores effect bank risk taking and value? Evidence from European banks. Corporate Social Responsibility and Environmental Management, 27(5), 2286–2298. https://doi.org/10.1002/CSR.1964
Torri, G., Giacometti, R., Dentcheva, D., Rachev, S. T., & Lindquist, W. B. (2023). ESG-coherent risk measures for sustainable investing. https://doi.org/10.48550/arxiv.2309.05866
Turek, M. (2022). A new approach to sustainable financial stability and its prospects. WSB Journal of Business and Finance, 56(1), 64–71. https://doi.org/10.2478/wsbjbf-2022-0007
Yu, Y., Cheng, X., & Ong, T. (2024). Unravelling the missing link: Climate risk, ESG performance and debt capital cost in China. Sustainability, 16(16), 7137. https://doi.org/10.3390/su16167137
Yunus, Y. A., & Nanda, S. K. (2024). Exploring sustainable finance: A qualitative inquiry into responsible investment and ESG risk evaluation. Golden Ratio of Finance Management, 4(1), 1–13. https://doi.org/10.52970/grfm.v4i1.429
Ziolo, M. (2021). Business Models of Banks Toward Sustainability and ESG Risk (pp. 185–209). https://doi.org/10.1007/978-3-030-72098-8_7
Ziolo, M., Filipiak, B. Z., Bąk, I., & Cheba, K. (2019). How to Design More Sustainable Financial Systems: The Roles of Environmental, Social, and Governance Factors in the Decision-Making Process. Sustainability, 11(20), 5604. https://doi.org/10.3390/su11205604
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