Quality of Corporate Governance Assessment: A Methodic Approach to a Regional ESG Rating
Abstract
The paper aims to develop an approach for assessing the quality of corporate governance in ESG ratings for regional companies in the Northwestern Federal District (NWFD) of Russia. A distinctive feature of these companies is that they, firstly, operate within the regional economy, and secondly, are not always publicly listed entities that come under the scrutiny of federal rating agencies. Based on a literature review and existing methodologies for measuring corporate governance quality in commercial and academic ratings, a set of indicators has been proposed for this assessment. Using the proposed set, a comparative study was conducted on the quality of corporate governance in major federal companies and NWFD companies that are not included in federal ratings. The approach outlined in the paper is implemented in two stages. In the first stage, the rating assessment of corporate governance quality is based on the degree of data disclosure on company websites. In the second stage, artificial intelligence algorithms trained on various publicly available data (company websites, news articles, and reports) are utilized. Despite a small sample size and significant discrepancies identified in some cases between the assessment results in the first and the second stage, a sufficiently high accuracy in predicting corporate governance quality ratings was achieved when training artificial intelligence algorithms. Additionally, by comparing ratings obtained from both stages, insights into the quality of corporate governance in the evaluated companies and directions for its improvement can be gained. The conclusion drawn emphasizes the necessity of employing various tools for an accurate assessment of corporate governance quality.
Downloads
References
Brown L.D., Caylor M.L. Corporate governance and firm valuation. Journal of Accounting and Public Policy. 2006;25(4):409–434. https://doi.org/10.1016/J.JACCPUBPOL.2006.05.005
Bebchuk L., Cohen A., Ferrell A. What Matters in Corporate Governance? Review of Financial Studies. 2009;22(2):783–827. https://doi.org/10.1093/RFS/HHN099
Gompers P., Ishii J., Metrick A. Corporate Governance and Equity Prices. The Quarterly Journal of Economics. 2003;118(1):107–155. https://doi.org/10.1162/00335530360535162
Makeeva E.Yu., Popov K.A., Dikhtyar А.A., et al. Board of directors characteristics: How they are related to ESG rankings and value of Russian companies. Rossiiskii zhurnal menedzhmenta = Russian Management Journal. 2022;20(4):498–523. (In Russ.). https://doi.org/10.21638/spbu18.2022.403
Smotritskaya I.I., Frolova N.D. The corporate governance quality and market capitalization of Russian companies: An empirical analysis. Upravlenets – The Manager. 2021;12(4):2–15. https://doi.org/10.29141/2218-5003-2021-12-4-1
La Porta R., Lopez-De-Silanes F., Shleifer A., et al. Investor protection and corporate governance. Journal of Financial Economics. 2000;58(1–2):3–27. https://doi.org/10.1016/S0304-405X(00)00065-9
Dolgopyatova T.G. Concentration of Ownership in Russian Manufacturing: Recent Empirical Evidence. Izvestiya Ural'skogo gosudarstvennogo ehkonomicheskogo universiteta. 2016;(4):30–39. (In Russ.) (Accessed on 07.08.2025) URL: https://elibrary.ru/download/elibrary_27182098_33662850.pdf
Bistrova J., Lace N. Quality of Corporate Governance System and Quality of Reported Earnings: Evidence from CEE Companies. Economics and Management. 2012;17(1):55–61. https://doi.org/10.5755/J01.EM.17.1.2251
Hermes N., Katsigianni V. Corporate Governance and Company Performance: Evidence from Greece. SSRN Electronic Journal. 2011. https://doi.org/10.2139/ssrn.1980331
What are the Principles for Responsible Investment? (Accessed on 07.08.2025) URL: https://www.unpri.org/about-us/what-are-the-principles-for-responsible-investment
Christensen D.M., Serafeim G., Sikochi A. Why is Corporate Virtue in the Eye of The Beholder? The Case of ESG Ratings. The Accounting Review. 2022;97(1):147–175. https://doi.org/10.2308/TAR-2019-0506
Berg F., Kölbel J.F., Rigobon R.. Aggregate Confusion: The Divergence of ESG Ratings. Review of Finance. 2022;26(6):1315–1344. https://doi.org/10.2139/ssrn.3438533
Murach A.A., Storchevoy M.A., Sepulveda M. Divergence of ESG Ratings: International and Russian Experience. Ehkonomicheskaya politika = Economic Policy. 2024;19(4):84-121. (In Russ.) https://doi.org/10.18288/1994-5124-2024-4-84-121
Shipilova A.O. The Quality of Corporate Governance: Commercial and Academic Ratings. Korporativnye finansy = Journal of Corporate Finance Research. 2010;4(2):94–102. (In Russ.). https://doi.org/10.17323/J.JCFR.2073-0438.4.2.2010.94-102
Efimova O.V. ESG Ratings: Issues of Formation and Application. Vestnik Akademii znanij - Bulletin of the Academy of Knowledge. 2023;(4):104–109. (In Russ.)
Institutional Shareholder Services Inc. ISS Governance QuickScore 2.0. Overview and Updates. 2014. (Accessed on 07.08.2025) URL: https://www.issgovernance.com/file/files/ISSGovernanceQuickScore2.0.pdf
ISS. Governance QualityScore. (Accessed on 07.08.2025) URL: https://www.issgovernance.com/esg/ratings/governance-qualityscore/
Holm C., Balling M., Poulsen T. Corporate governance ratings as a means to reduce asymmetric information. Cogent Economics & Finance. 2014;2(1):919235. https://doi.org/10.1080/23322039.2014.919235
Tipurić D., Dvorsk K., Delić M. Measuring the Quality of Corporate Governance – A Review of Corporate Governance Indices. Journal of Corporate Governance, Insurance, and Risk Management. 2014;1(1):224–241. https://doi.org/10.56578/JCGIRM010114
IFC Corporate Governance Methodology Tools. 2023. (Accessed on 07.08.2025) URL: https://www.ifc.org/en/what-we-do/sector-expertise/corporate-governance/cg-methodology-tools
G20/OECD Principles of Corporate Governance 2023. 2023. (Accessed on 07.08.2025) URL: https://www.oecd.org/en/publications/g20-oecd-principles-of-corporate-governance-2023_ed750b30-en.html
Tomšić D. Corporate Governance in Croatia. Quality Evaluation of Corporate Governance in Croatian Joint Stock Companies via SEECGAN Methodology; Darko Tipurić (ed.). Croatian International Relations Review. 2016. (Accessed on 07.08.2025) URL: https://www.academia.edu/109266774/Corporate_Governance_in_Croatia_Quality_Evaluation_of_Corporate_Governance_in_Croatian_Joint_Stock_Companies_via_SEECGAN_Methodology_Darko_Tipuri%C4%87_ed_
Marin S., Tešić R., Šušić M. Quality of corporate governance: Contribution to improving companies performance in Bosnia and Herzegovina. Journal of Process Management and New Technologies. 2021;9(2):19–33. https://doi.org/10.5937/JOUPROMAN9-31794
Djokic D., Duh M. Measuring Transparency of the Corporate Governance in Slovenia. MIC 2015: Managing Sustainable Growth; Proceedings of the Joint International Conference, Portorož, Slovenia, 28–30 May 2015. 2015;373–381. (Accessed on 07.08.2025) URL: https://ideas.repec.org/h/mgt/micp15/373-381.html
Cremers M, Ferrell A. Thirty Years of Corporate Governance: Determinants and Equity Prices. AFA 2010 Atlanta Meetings Paper. 2009. https://doi.org/10.2139/SSRN.1364319
Berghe L.A.A. Van Den, Levrau A. Measuring the Quality of Corporate Governance: In Search of a Tailormade Approach? Journal of General Management. 2003;28(3):71–86. https://doi.org/10.1177/030630700302800305
Khanchel I. Corporate governance: Measurement and determinant analysis. Managerial Auditing Journal. 2007;22(8):740–760. https://doi.org/10.1108/02686900710819625
Albuquerque R., Lei Z., Rocholl J., et al. Citizens United vs. FEC and corporate political activism. Journal of Corporate Finance. 2020;60:101547. https://doi.org/10.1016/J.JCORPFIN.2019.101547
Stender P, Rojahn J. The influence of internal and external corporate governance on firm value: Evidence from STOXX® Europe 600 index members. Corporate Ownership and Control. 2020;18(1):152–162. https://doi.org/10.22495/COCV18I1ART12
Acharya V.V., Myers S.C., Rajan R.G. The Internal Governance of Firms. The Journal of Finance. 2011;66(3):689–720. https://doi.org/10.1111/j.1540-6261.2011.01649.x
De Nicolò G., Laeven L., Ueda K. Corporate governance quality: Trends and real effects. Journal of Financial Intermediation. 2008;17(2):198–228. https://doi.org/10.1016/J.JFI.2007.10.002
Nerantzidis M. A multi-methodology on building a corporate governance index from the perspectives of academics and practitioners for firms in Greece. Corporate Governance (Bingley). 2016;16(2):295–329. https://doi.org/10.1108/CG-08-2015-0107
Achim M.V., Borlea S.N. The Assessment of Corporate Governance System Quality in the Romanian Sectors. Analysis of the Companies Listed on the Bucharest Stock Exchange. Procedia Economics and Finance. 2014;15:617–625. https://doi.org/10.1016/S2212-5671(14)00530-9
Tychinskaya T.A. The methodology of Corporate Governance Quality Assessment. Zhurnal ekonomicheskoj teorii = Journal of Economic Theory. 2009;(4):210–213. (In Russ.)
Zhatikova D.V., Scherbachenko P.S. Methodology for assigning ESG ratings. Vestnik Universiteta. 2023;(8):99–108. (In Russ.). https://doi.org/10.26425/1816-4277-2023-8-99-108
Copyright (c) 2026 National Research University Higher School of Economics

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