The DOI matches its Crossref record; 33 of the 33 references it cites were found in a registry or an index.
Aggregate Confusion: The Divergence of ESG Ratings
Open accessAbstract
This paper investigates the divergence of environmental, social, and governance (ESG) ratings. Based on data from six prominent rating agencies - namely, KLD (MSCI Stats), Sustainalytics, Vigeo Eiris (Moody's), RobecoSAM (SP Global), Asset4 (Refinitiv), and MSCI IVA- we decompose the divergence into three sources: different scope of categories, different measurement of categories, and different weights of categories. We find that scope and measurement divergence are the main drivers, while weights divergence is less important. In addition, we detect a rater effect where a rater's overall view of a firm influences the assessment of specific categories.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Intraclass correlations: Uses in assessing rater reliability.
Shrout, P. E., & Fleiss, J. L. (1979) · Psychological Bulletin · doi:10.1037/0033-2909.86.2.420 · Cited by 24,532
No Contagion, Only Interdependence: Measuring Stock Market Comovements
Forbes, K. J., & Rigobon, R. (2002) · The Journal of Finance · doi:10.1111/0022-1082.00494 · Cited by 4,615
Self-citationLINS, K. V., SERVAES, H., & TAMAYO, A. (2017) · The Journal of Finance · doi:10.1111/jofi.12505 · Cited by 3,794
The Impact of Corporate Social Responsibility on Firm Value: The Role of Customer Awareness
Servaes, H., & Tamayo, A. (2013) · Management Science · doi:10.1287/mnsc.1120.1630 · Cited by 2,534
Corporate Social Responsibility and Firm Risk: Theory and Empirical Evidence
Albuquerque, R., Koskinen, Y., & Zhang, C. (2019) · Management Science · doi:10.1287/mnsc.2018.3043 · Cited by 2,204
Flammer, C. (2015) · Management Science · doi:10.1287/mnsc.2014.2038 · Cited by 1,949
Why and How Investors Use ESG Information: Evidence from a Global Survey
Amel-Zadeh, A., & Serafeim, G. (2018) · Financial Analysts Journal · doi:10.2469/faj.v74.n3.2 · Cited by 1,721
Do Investors Value Sustainability? A Natural Experiment Examining Ranking and Fund Flows
HARTZMARK, S. M., & SUSSMAN, A. B. (2019) · The Journal of Finance · doi:10.1111/jofi.12841 · Cited by 1,711
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
The Effect of Green Investment on Corporate Behavior
Heinkel, R., Kraus, A., & Zechner, J. (2001) · The Journal of Financial and Quantitative Analysis · doi:10.2307/2676219 · Cited by 1,498
Cited by
Flammer, C. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3125518 · Cited by 2,901
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
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
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
Resiliency of Environmental and Social Stocks: An Analysis of the Exogenous COVID-19 Market Crash
Albuquerque, R., Koskinen, Y., Yang, S., & Zhang, C. (2020) · The Review of Corporate Finance Studies · doi:10.1093/rcfs/cfaa011 · Cited by 1,234
Metadata
- Authors
- Berg, F., Kölbel, J., & Rigobon, R.
- Venue
- SSRN Electronic Journal
- Publisher
- Elsevier BV
- Published
- 2019
- ISSN
- 1556-5068 (ISSN-L)
- OpenAlex
- W2969781339
- Cited by
- 565
- References
- 33
- Type
- posted content
- Language
- en
- Open access
- green
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
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: Aggregate Confusion: The Divergence of ESG Ratings. https://app.cochat.ai/papers/10.2139/ssrn.3438533
- The paper
- Berg, F., Kölbel, J., & Rigobon, R. (2019). Aggregate Confusion: The Divergence of ESG Ratings. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3438533
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.