The DOI matches its Crossref record; 25 of the 25 references it cites were found in a registry or an index.
ESG Confusion and Stock Returns: Tackling the Problem of Noise
Open accessAbstract
How strongly does ESG (environmental, social and governance) performance affect stock returns? Answering this question is difficult because existing measures of performance, ESG ratings, are noisy. To tackle the bias, we propose a noise-correction procedure, in which we instrument ESG ratings with ratings of other ESG rating agencies, as in the classical errors-in-variables problem. The corrected estimates demonstrate that the effect of ESG performance on stock returns is stronger than previously estimated; the standard regression estimates of ESG ratings’ impact on stock returns are biased downward by about 60%. Our dataset includes scores of eight ESG rating agencies for firms located in North America, Europe, and Japan. We determine which agencies’ scores are valid instruments (not all of them are) and estimate the noise-to-signal ratio for each ESG rating agency (some of which are very large). Overall, our results suggest that it is advantageous to rely on several complementary ratings. In our sample, stocks with higher ESG performance have higher expected returns. Our model provides several explanations for this finding.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Citations
Cites
The Cross‐Section of Expected Stock Returns
FAMA, E. F., & FRENCH, K. R. (1992) · The Journal of Finance · doi:10.1111/j.1540-6261.1992.tb04398.x · Cited by 17,261
Does corporate social responsibility affect the cost of capital?
El Ghoul, S., Guedhami, O., Kwok, C. C. Y., & Mishra, D. R. (2011) · Journal of Banking & Finance · doi:10.1016/j.jbankfin.2011.02.007 · Cited by 3,465
Aggregate Confusion: The Divergence of ESG Ratings
Berg, F., Kölbel, J. F., & Rigobon, R. (2022) · Review of Finance · doi:10.1093/rof/rfac033 · Cited by 3,444
Self-citationDoes the stock market fully value intangibles? Employee satisfaction and equity prices
Edmans, A. (2011) · Journal of Financial Economics · doi:10.1016/j.jfineco.2011.03.021 · Cited by 2,511
Sustainable investing in equilibrium
Pástor, Ľ., Stambaugh, R. F., & Taylor, L. A. (2021) · Journal of Financial Economics · doi:10.1016/j.jfineco.2020.12.011 · Cited by 2,226
Mandatory CSR and sustainability reporting: economic analysis and literature review
Christensen, H. B., Hail, L., & Leuz, C. (2021) · Review of Accounting Studies · doi:10.1007/s11142-021-09609-5 · Cited by 1,923
Environmental externalities and cost of capital
Chava, S. (2014) · Management Science · doi:10.1287/mnsc.2013.1863 · Cited by 1,851
Why is Corporate Virtue in the Eye of The Beholder? The Case of ESG Ratings
Christensen, D. M., Serafeim, G., & Sikochi, A. (2022) · The Accounting Review · doi:10.2308/tar-2019-0506 · Cited by 1,537
Behind the Scenes: The Corporate Governance Preferences of Institutional Investors
McCAHERY, J. A., SAUTNER, Z., & STARKS, L. T. (2016) · The Journal of Finance · doi:10.1111/jofi.12393 · Cited by 1,494
Sustainable investing with ESG rating uncertainty
Avramov, D., Cheng, S., Lioui, A., & Tarelli, A. (2022) · Journal of Financial Economics · doi:10.1016/j.jfineco.2021.09.009 · Cited by 1,349
Global Pricing of Carbon‐Transition Risk
BOLTON, P., & KACPERCZYK, M. (2023) · The Journal of Finance · doi:10.1111/jofi.13272 · Cited by 976
ESG Rating Disagreement and Stock Returns
Gibson Brandon, R., Krueger, P., & Schmidt, P. S. (2021) · Financial Analysts Journal · doi:10.1080/0015198x.2021.1963186 · Cited by 768
Aggregate Confusion: The Divergence of ESG Ratings
Berg, F., Kölbel, J., & Rigobon, R. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3438533 · Cited by 565
Self-citationWhat Matters in Corporate Governance?
Bebchuk, L. A., Cohen, A., & Ferrell, A. (2004) · doi:10.2139/ssrn.593423 · Cited by 443
The Cross-section of Expected Stock Returns
Lewellen, J. (2015) · Critical Finance Review · doi:10.1561/104.00000024 · Cited by 407
Measurement Error and the Relationship between Investment and q
Erickson, T., & Whited, T. M. (2000) · SSRN Electronic Journal · doi:10.2139/ssrn.284428 · Cited by 371
Experimenting with Measurement Error: Techniques with Applications to the Caltech Cohort Study
Gillen, B., Snowberg, E., & Yariv, L. (2019) · Journal of Political Economy · doi:10.1086/701681 · Cited by 350
Taste, information, and asset prices: implications for the valuation of CSR
Friedman, H. L., & Heinle, M. S. (2016) · Review of Accounting Studies · doi:10.1007/s11142-016-9359-x · Cited by 237
Global Pricing of Carbon-Transition Risk
Bolton, P. G. M., & Kacperczyk, M. T. (2021) · National Bureau of Economic Research · doi:10.3386/w28510 · Cited by 150
A cautionary note on tests of overidentifying restrictions
Parente, P., & Silva, J. S. (2011) · Economics Letters · doi:10.1016/j.econlet.2011.12.047 · Cited by 135
Corporate donations and shareholder value
Liang, H., & Renneboog, L. D. R. (2017) · Oxford Review of Economic Policy · doi:10.1093/oxrep/grx024 · Cited by 130
ESG Investing: How to Optimize Impact?
Landier, A., & Lovo, S. (2020) · doi:10.2139/ssrn.3508938 · Cited by 82 · cited 1×
“First, it is related to asset pricing models that incorporate ESG investors (Broccardo, Hart and Zingales, 2020; Heinkel, Kraus and Zechner, 2001; Landier and Lovo, 2020; Pastor, Stambaugh and Taylor, 2020; Oehmke and Opp, 2019; Friedman and Heinle, 2016).”
BackgroundMeasuring Measurement ErrorPreprint
Pancost, N. A., & Schaller, G. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4045772 · Cited by 24
Understanding Green Returns in Global Equity Markets: The Role of Representation BiasPreprint
Karolyi, G. A., Wu, Y., & Xiong, W. W. (2023) · SSRN Electronic Journal · doi:10.2139/ssrn.4391189 · Cited by 23
Corporate Donations and Shareholder ValuePreprint
Liang, H., & Renneboog, L. D. R. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.2932092 · Cited by 2
Research works printed but not linked: 8
- Rui Albuquerque, 2019, Corporate social responsibility and rm risk: Theory and empirical evidence, Management Science, 65
- Ulrich Atz, 2022, Does sustainability generate better nancial performance? Review, meta-analysis, and propositions, Journal of Sustainable Finance and Investment (Forthcoming)
- Beck Van Der, Philippe, 2021, Flow-driven ESG returns, Working Paper
- Florian Berg, 2021, Is history repeating itself ? The (un)predictable past of ESG ratings, Working Paper, ECGI Available at
- Marcia Cornett, 2016, Greed or good deeds: An examination of the relation between corporate social responsibility and the nancial performance of U.S. commercial banks around the nancial crisis, Journal of Banking & Finance, 70
- Robert Heinkel, 2001, The eect of green investment on corporate behavior, Journal of Financial and Quantitative Analysis, 36
- George Karolyi, 2023, Understanding the global equity greenium
- Karl V Lins, 2017, Social capital, trust, and rm performance: The value of corporate social responsibility during the nancial crisis, Journal of Finance, 27
Cited by
Presidential Address: Sustainable Finance and ESG Issues— Value versus Values
STARKS, L. T. (2023) · The Journal of Finance · doi:10.1111/jofi.13255 · Cited by 474
Metadata
- Authors
- Berg, F., Kölbel, J., Pavlova, A., & Rigobon, R.
- Affiliations
- Massachusetts Institute of Technology (US)
- Centre for Economic Policy Research (GB)
- Corresponding author
- Pavlova, Anna
- ORCID
- Pavlova, Anna
- Venue
- SSRN Electronic Journal
- Publisher
- Elsevier BV
- Published
- 2021
- ISSN
- 1556-5068 (ISSN-L)
- OpenAlex
- W3209120250
- Cited by
- 53
- References
- 25
- Citations by year
- 2026: 6 · 2025: 12 · 2024: 9 · 2023: 15 · 2022: 9 · 2021: 2
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Locations
- SSRN Electronic Journal (publishedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Strategy and Management › Corporate Social Responsibility Reporting
- Social Sciences › Economics, Econometrics and Finance › Finance › Financial Markets and Investment Strategies
- Social Sciences › Economics, Econometrics and Finance › Finance › Sustainable Finance and Green Bonds
- Keywords
- ESG ratings, stock returns, ESG performance, measurement noise, measurement error models, assessment validity, noise correction, ESG rating agencies, noise-to-signal ratio, expected returns, ESG investing
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.