The origins of ESG demand: Evidence from retail and institutional investor responses to environmental rankings
Open accessAbstract
Abstract This paper examines the origin of the demand for corporate environmental responsibility in capital markets by comparing the responses of retail and institutional investors to environmental information releases. Employing public green rankings for S&P 500 firms, we show that retail investors respond positively to increases in public rankings by paying a green premium and increasing their holdings during the period when environmental, social and governance (ESG) investment was becoming increasingly popular. Conversely, increases in private green scores do not result in significant market reactions, indicating that institutional investors did not emphasize environmental protection in their investment decisions. A quasi‐natural experiment and robustness tests with institutional holdings provide additional support for this finding. This effect has disappeared in recent years, as demand from retail investors has been met by institutional options. Overall, this study provides evidence that retail investors are the primary drivers of early demand for environmental responsibility, providing important policy implications to incentivize institutional investors.
AI snapshot
Written from the paper’s full text.
TL;DR
This paper argues that retail investors, rather than institutions, were the main early source of demand for corporate environmental responsibility. Using public Newsweek green rankings versus private Bloomberg environmental scores for S&P 500 firms, it finds retail-driven green premia and ownership shifts in 2009–2016, with institutional responses appearing later.
Key findings
- During 2009–2016, institutional holdings fell for firms in the top 50 public green rankings after rankings were released, implying retail investors increased their holdings; the negative relation was stronger for green firms than brown firms.
- Public green rankings produced a positive market reaction: top green firms earned a 5% green premium during the ranking year, while brown firms had about 8% lower excess returns in the year before the ranking.
- Private Bloomberg environmental scores did not generate significant institutional-holding or market reactions, supporting the interpretation that institutions did not emphasize environmental performance in this early period.
- In the 2017–2023 contrast period, institutional investors increased holdings of brown firms after public rankings and reduced holdings of brown firms after private Bloomberg scores; the early green premium largely disappeared.
Methods
- The study compares investor responses to public environmental information (Newsweek S&P 500 green rankings) and private environmental information (Bloomberg environmental scores) for S&P 500 firms, using 2009–2023 data with 2009–2016 as the primary window and 2017–2023 as a contrast period.
- Data include Newsweek green rankings/scores, Bloomberg environmental and ESG scores, CRSP returns and firm characteristics, COMPUSTAT accounting data, and Bloomberg institutional, insider, CEO, and analyst information. Summary statistics report average institutional ownership of 80.77%, insider ownership of 2.57%, average Newsweek green score of 48.94, and average Bloomberg environmental score of 13.25.
- Analysis uses panel regressions of institutional holdings on green/brown dummies, excess-return regressions from factor models around ranking releases, a placebo test using private Bloomberg scores, and a difference-in-differences test around the 2010 BP Deepwater Horizon oil spill, with robustness tests using lagged institutional holdings.
Limitations
- The paper does not include a dedicated limitations section. It acknowledges potential endogeneity from omitted variables and reverse causality and uses the BP oil spill as a quasi-natural experiment to mitigate these concerns.
- Stated data constraints include Newsweek not ranking S&P 500 firms in 2013, combining 2017 and 2018 into one ranking year, and Bloomberg holdings/CEO/analyst data being available only from 2010, with first-quarter 2010 data used as a proxy for end-2009 values.
- Evident from the design: retail trading is inferred as the residual after institutional and insider holdings rather than directly observed; the public-versus-private information split assumes retail investors rely on public rankings and lack Bloomberg access; and results are specific to S&P 500 firms and the studied periods, with Newsweek methodology changes noted by the authors.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
1 of 8 cited sources checked · 0 supported · 0 flagged · accuracy not yet measured
- Premisecitation
Institutional investors do not use exit and selection as mechanisms to push for ESG improvements.
“This is consistent with Dyck et al.'s (2019) finding that institutional investors do not use exit and selection as mechanisms to push for ESG improvements.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Dyck et al. (2019) source
The Introduction says selecting good E&S firms or selling bad ones is not a driver of E&S performance change, and Section 4.1 finds no support for exit and selection explaining broad changes. But Section 4.1 also says some investors use screening and exit to influence firms. The claim overstates a finding that these mechanisms are not important overall as a finding that investors do not use them. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Findingown data
There was a positive market reaction to the announcement of public environmental rankings (Newsweek's S&P 500 green ranking).
“we observe a positive market reaction to the announcement of public environmental rankings (i.e., Newsweek's S&P 500 green ranking)”
Quote in the paperSubstantial claim - Findingown data
After the release of Bloomberg scores in the 2017-2023 period, institutional holdings of brown firms declined significantly.
“By contrast, after the release of Bloomberg scores, institutional holdings of brown firms declined significantly.”
Quote in the paperSubstantial claim- Rests on an assumption: Most retail investors do not have access to Bloomberg data, so the market's response to Bloomberg scores is mostly shaped by institutional investors.
- Findingown data
The study reports a generally positive market response from retail investors to firms' green efforts.
“It also reports a generally positive market response from retail investors to firms' green efforts.”
Quote in the paperSubstantial claim - Findingown data
This negative relationship loses its significance after firm-level control variables are added.
“However, this negative relationship loses its significance after firm-level control variables are added.”
Quote in the paperSubstantial claim
- Findingown data
During the nascent stage of sustainability investing, investors respond more strongly to publicly available environmental information than to privately available ESG metrics.
“Taken together, these results indicate that, during the nascent stage of sustainability investing, investors respond more strongly to publicly available environmental information than to privately available ESG metrics”
Quote in the paperSubstantial claim - Findingown data
Excess returns of three-and six-month periods following the ranking are not significantly related to rankings.
“Similarly, excess returns of the three-and six-month periods following the ranking are not significantly related to the rankings either”
Quote in the paperSubstantial claim - Findingown data
No change in institutional holdings was detected following Bloomberg environmental score releases.
“However, no change in institutional holdings was detected following Bloomberg environmental score releases.”
Quote in the paperSubstantial claim - Findingown data
In the 2017-2023 period compared with the earlier 2009-2016 period, there is a marked intensification of aversion to brown firms.
“Comparing the post-Paris Agreement period (2017-2023) with the earlier period (2009-2016), we observe a marked intensification of aversion to brown firms”
Quote in the paperSubstantial claim - Findingreasoning
When time-lagged rankings are controlled, excess returns of t+2 and t-2 years are not significantly related to current rankings.
“When these time-lagged rankings are controlled, excess returns of t + 2 and t -2 years are not significantly related to current rankings.”
Quote in the paperSubstantial claim - Findingown data
The study does not identify any market response to the release of private ESG ranking.
“It does not identify any market response to the release of private ESG ranking.”
Quote in the paperSubstantial claim - Findingown data
In the year after private Bloomberg scores are reported, excess returns are not related to the Bloomberg scores or dummies.
“However, in the year after the scores are reported, excess returns are not related to the Bloomberg scores or dummies.”
Quote in the paperSubstantial claim - Findingown data
The negative relationship is more significant for green firms than for brown firms.
“The negative relationship is more significant for green firms than for brown firms.”
Quote in the paperSubstantial claim - Findingown data
There was no market response to the private scores (Bloomberg's Environmental scores).
“but no market response to the private scores (i.e., Bloomberg's Environmental scores)”
Quote in the paperSubstantial claim - Findingown data
Robustness tests of institutional holdings one year after the Bloomberg scores are reported show no significant relation between ESG scores and lagged institutional holdings.
“Again, Table 1 does not show any significant relation between ESG scores and lagged institutional holdings.”
Quote in the paperNot a substantial claim - Findingown data
At the beginning of the ranking year, both the green and brown dummies are negatively related to institutional holdings in model 1, where the only control variable is the size of the firm.
“Table 2 shows that at the beginning of the ranking year, both the green and brown dummies are negatively related to institutional holdings in model 1, where the only control variable is the size of the firm.”
Quote in the paperSubstantial claim - Findingreasoning
The early-stage green premium has largely dissipated.
“Interestingly, the analysis also indicates that the early-stage”
Quote in the paperSubstantial claim - Findingnone given
Excess returns of t-3, t+3 or more years are generally not significantly related to green rankings.
“The excess returns of t -3, t + 3 or more years (where t is the ranking announcement date) are generally not significantly related to green rankings.”
Quote in the paperNot a substantial claim - Findingown data
In the 2017-2023 period, following the release of the public Newsweek green rankings, institutional investors increased their holdings of brown firms.
“The findings indicate that following the release of the public Newsweek green rankings, institutional investors increased their holdings of brown firms”
Quote in the paperSubstantial claim - Findingown data
Table 6 does not show an enhanced green effect before or after the BP oil spill event for any of the industries.
“Table 6 does not show an enhanced green effect before or after the event for any of the industries.”
Quote in the paperNot a substantial claim - Findingown data
During the ranking year, green firms earn a significant green premium of 5% over other firms.
“During the ranking year, green firms earn a significant green premium of 5% over other firms.”
Quote in the paperSubstantial claim - Findingown data
Increases in private green scores do not result in significant market reactions.
“Conversely, increases in private green scores do not result in significant market reactions”
Quote in the paperSubstantial claim - Findingreasoning
Excess returns of three-and six-month periods before the ranking are not significantly related to rankings.
“we also examine excess returns for three-and six-month periods before the ranking and do not find any significant relation.”
Quote in the paperSubstantial claim - Findingown data
During 2009-2016, following public green ranking announcements, institutional investors reduced their holdings of green firms.
“We find that, during the 2009-2016 period, following public green ranking announcements, institutional investors reduced their holdings of green firms”
Quote in the paperSubstantial claim - Findingown data
The brown dummy is significantly and negatively related to excess returns for the year before the ranking, with brown firms making on average 8% less in excess returns compared to other firms.
“the brown dummy is significantly and negatively related to excess returns for the year before the ranking, making on average 8% less in excess returns compared to other firms.”
Quote in the paperSubstantial claim - Interpretationown data
Difference-in-difference tests provide direct evidence that small investors initially place a higher value on corporate environmental performance.
“These difference-in-difference tests provide direct evidence that small investors initially place a higher value on corporate environmental performance.”
Quote in the paperSubstantial claim- Rests on an assumption: The BP Deepwater Horizon oil spill of April 2010 represents an exogenous shock to the perceived value of being green and exposure to environmental risk, especially for the energy and extractive industries.
- Interpretationreasoning
The positive market reaction observed is mostly driven by retail investors.
“In general, the above results indicate that the positive market reaction observed is mostly driven by retail investors.”
Quote in the paperSubstantial claim - Interpretationreasoning
The positive green premium with public green rankings is mostly influenced by retail investors.
“This result is consistent with the previous finding that the positive green premium with public green rankings is mostly influenced by retail investors.”
Quote in the paperSubstantial claim - Interpretationreasoning
The dissipation of the early-stage green premium implies that retail investors were the main contributors to the initial outperformance of green firms.
“implying that retail investors were the main contributors to the initial outperformance of green firms.”
Quote in the paperSubstantial claim - Interpretationown data
Institutional investors did not emphasize environmental protection in their investment decisions.
“indicating that institutional investors did not emphasize environmental protection in their investment decisions.”
Quote in the paperSubstantial claim - Interpretationown data
A quasi-natural experiment provides additional evidence showing that small investors react more positively to firms' green performance than institutional investors.
“A further quasi-natural experiment provides additional evidence showing that small investors react more positively to firms' green performance than institutional investors.”
Quote in the paperSubstantial claim- Rests on an assumption: The earlier sections may suffer from endogeneity issues such as omitted variables and reverse causality.
- Interpretationcitation
These constraints limit institutional investors' ability to act on nonpecuniary preferences unless such preferences become financially material, mandated, or explicitly demanded by clients.
“which limit their ability to act on nonpecuniary preferences unless such preferences become financially material, mandated, or explicitly demanded by clients”
Quote in the paperSubstantial claim - Interpretationown data
Retail investors play a key role in initiating demand for sustainability-oriented investing, particularly in the early stages of ESG adoption.
“First, our findings indicate that retail investors play a key role in initiating demand for sustainability-oriented investing, particularly in the early stages of ESG adoption.”
Quote in the paperSubstantial claim - Interpretationreasoning
Retail investors play a more prominent role than institutional investors in driving early sustainability-related investment behavior.
“suggesting that retail investors play a more prominent role than institutional investors in driving early sustainability-related investment behavior.”
Quote in the paperSubstantial claim - Interpretationown data
Retail investors are the primary drivers of early demand for environmental responsibility.
“Overall, this study provides evidence that retail investors are the primary drivers of early demand for environmental responsibility”
Quote in the paperSubstantial claim - Interpretationreasoning
The intensification of aversion to brown firms reflects the broader maturation and institutionalization of the ESG investment movement.
“reflecting the broader maturation and institutionalization of the ESG investment movement.”
Quote in the paperSubstantial claim - Interpretationown data
The lack of significant relation between excess returns of three-and six-month periods following the ranking and rankings indicates a potential lag in the market's reaction to green rankings.
“indicating a potential lag in the market's reaction to green rankings.”
Quote in the paperSubstantial claim - Interpretationreasoning
The transmission of retail investor preferences into institutional investment offerings highlights the importance of demand-side dynamics in ESG markets.
“Third, the transmission of retail investor preferences into institutional investment offerings highlights the importance of demand-side dynamics in ESG markets.”
Quote in the paperSubstantial claim - Interpretationreasoning
The difference-in-difference tests provide additional support for the conclusion that retail investors initiated the ESG demand in investment.
“Taken together, the difference-in-difference tests provide additional support for the conclusion that retail investors initiated the ESG demand in investment.”
Quote in the paperSubstantial claim- Rests on an assumption: The earlier sections may suffer from endogeneity issues such as omitted variables and reverse causality.
- Interpretationown data
The placebo test provides additional support for the notion that the positive market response to green rankings is a result of retail investors' actions.
“This placebo test documents a brown loss before Bloomberg scores are released but does not show a positive premium for green firms before or after private green scores are reported, providing additional support for the notion that the positive market response to green rankings is a result of retail investors' actions.”
Quote in the paperSubstantial claim- Rests on an assumption: Most retail investors do not have access to Bloomberg data, so the market's response to Bloomberg scores is mostly shaped by institutional investors.
- Interpretationreasoning
Institutional investors' involvement in ESG largely reflects a response to external demand rather than intrinsic sustainability preferences.
“Although institutional investors now manage substantial ESG-labeled assets, our evidence implies that their involvement largely reflects a response to external demand rather than intrinsic sustainability preferences.”
Quote in the paperSubstantial claim - Interpretationreasoning
The increase in institutional holdings of brown firms after public Newsweek green rankings implies that retail investors significantly reduced their positions in brown firms.
“implying that retail investors significantly reduced their positions in brown firms.”
Quote in the paperSubstantial claim - Interpretationown data
Institutional investors are unlikely to act as first movers on environmental issues in the absence of regulatory guidance, client demand, or explicit incentive alignment.
“Second, the results suggest that institutional investors are unlikely to act as first movers on environmental issues in the absence of regulatory guidance, client demand, or explicit incentive alignment.”
Quote in the paperSubstantial claim - Interpretationown data
During the nascent ESG investment period, small investors view sustainability efforts made by firms more favorably than institutional investors do.
“These robustness tests further support the finding that, during the nascent ESG investment period, small investors view sustainability efforts made by firms more favorably than institutional investors do.”
Quote in the paperSubstantial claim- Rests on an assumption: Any movement in volume or price not attributable to institutional investors is done by retail investors.
- Interpretationown data
Retail investors express nonpecuniary, sustainability-related preferences through trading behavior when such preferences are not yet institutionally constrained or priced.
“we contribute to the behavioral finance literature on investor preference formation by showing that retail investors express nonpecuniary, sustainability-related preferences through trading behavior when such preferences are not yet institutionally constrained or priced.”
Quote in the paperSubstantial claim - Premisereasoning
The BP Deepwater Horizon oil spill of 2010 represents an exogenous shock to the importance of being environmentally sensitive.
“As the most severe natural disaster in U.S. history and the event causing the greatest market losses due to an environmental violation, this event represents an exogenous shock to the importance of being environmentally sensitive.”
Quote in the paperSubstantial claim - Interpretationreasoning
During 2009-2016, following public green ranking announcements, retail investors increased their holdings of green firms.
“implying that retail investors increased their holdings of green firms.”
Quote in the paperSubstantial claim- Rests on an assumption: Any movement in volume or price not attributable to institutional investors is done by retail investors.
- May combine two claims. 22
- Classified as probably not a substantial claim. 2
May combine two claims.
FindingreasoningThe effect of retail investors responding positively to public rankings disappeared in recent years, as demand from retail investors has been met by institutional options.
“This effect has disappeared in recent years, as demand from retail investors has been met by institutional options.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt the end of the ranking year or after the green rankings are publicized, institutional investors hold fewer green and fewer brown firms in all models.
“However, at the end of the ranking year or after the green rankings are publicized, institutional investors hold fewer green and fewer brown firms in all models.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOne year before private Bloomberg scores are reported, Bloomberg scores are positively related to excess returns, negatively related to the brown dummy, and insignificantly related to the green dummy.
“It shows that one year before the private scores are reported, Bloomberg scores are positively related to excess returns, negatively related to the brown dummy and insignificantly related to the green dummy.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataBrown firms have negative excess returns in t-2 years, and excess returns in t+2 years are positively related to firms' environmental performance.
“Brown firms have negative excess returns in t -2 years, and excess returns in t + 2 years are positively related to firms' environmental performance.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNone of the interactive terms with Bloomberg score are significant, indicating a lack of market response from institutions to firms in terms of green performance.
“None of the interactive terms with Bloomberg score are significant, indicating a lack of market response from institutions to firms in terms of green performance.”
Quote in the paperSubstantial claim- Rests on an assumption: Most retail investors do not have access to Bloomberg data, so the market's response to Bloomberg scores is mostly shaped by institutional investors.
May combine two claims.
Findingown dataIn Model 1, institutional holdings are negatively related to the Bloomberg green dummy at the beginning of the ranking year and negatively related to the brown dummy at the end of the ranking year.
“Table 3 shows that in Model 1, institutional holdings are negatively related to the Bloomberg green dummy at the beginning of the ranking year and negatively related to the brown dummy at the end of the ranking year.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataNo significant relation exists between green rankings/dummy and excess returns before the public ranking release date; green firms are not rewarded before the ranking is released.
“However, no significant relation exists between green rankings/dummy and excess returns before the public ranking release date-in other words, green firms are not rewarded before the ranking is released.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe public green ranking is significantly and positively related to excess returns, and this relation persists in the year following the ranking date.
“The public green ranking is significantly and positively related to excess returns, and this relation persists in the year following the ranking date.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe study finds lowered institutional holdings for firms with high public green rankings but no changes in institutional holdings for firms with high private environmental scores.
“Employing public green rankings and scores, this study finds lowered institutional holdings for firms with high public green rankings but no changes in institutional holdings for firms with high private environmental scores.”
Quote in the paperSubstantial claimMay combine two claims.
Findingnone givenIn the post-2016 period, both retail and institutional investors exhibit aversion toward environmentally poor (brown) firms.
“In the post-2016 period, both retail and institutional investors exhibit aversion toward environmentally poor (”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe coefficient for the triple interaction term Treated Firm × Post Event × Rank is significant and positive, indicating an enhanced marginal green effect after the event for the energy and extractive industries relative to other industries.
“However, the coefficient term for the triple interactive term, Treated Firm × Post Event × Rank i , is significant and positive, indicating an enhanced marginal green effect after the event for the energy and extractive industries relative to other industries.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataRetail investors respond positively to increases in public rankings by paying a green premium and increasing their holdings during the period when environmental, social and governance (ESG) investment was becoming increasingly popular.
“we show that retail investors respond positively to increases in public rankings by paying a green premium and increasing their holdings during the period when environmental, social and governance (ESG) investment was becoming increasingly popular.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWith more firm-level variables controlled in Model 2, institutional investors hold fewer shares of brown firms but not of green firms.
“When more firm-level variables are controlled in Model 2, institutional investors hold fewer shares of brown firms but not of green firms.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningInstitutional investors do not pay a green premium even though they do punish less sustainable firms for potential environmental risks.
“This provides initial evidence showing that institutional investors do not pay a green premium even though they do punish less sustainable firms for potential environmental risks.”
Quote in the paperSubstantial claim- Rests on an assumption: Institutional investors have information on firms' green performance before it is publicized.
Classified as probably not a substantial claim.
Study design and conductreasoningNewsweek green rankings are more consistent than green scores over time.
“Since Newsweek has been improving its methodology over time, we focus on green rankings as they are more consistent than green scores over time.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationInstitutional investors operate under fiduciary duties, benchmark tracking, and career and fee considerations.
“Institutional investors operate under fiduciary duties, benchmark tracking, and career and fee considerations”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Evans & Fahlenbrach, 2012 source
May combine two claims.
InterpretationreasoningInstitutional investors reduce their holdings (retail investors increase their holdings) of green firms over the time surrounding the green ranking release date.
“Hence, institutional investors reduce their holdings (retail investors increase their holdings) of green firms over the time surrounding the green ranking release date.”
Quote in the paperSubstantial claim- Rests on an assumption: Any movement in volume or price not attributable to institutional investors is done by retail investors.
May combine two claims.
PremisecitationRetail investors face fewer formal constraints and are more likely to derive expressive or identity-based utility from investing in environmentally responsible firms if sustainability is important to them.
“Retail investors, by contrast, face fewer formal constraints and are more likely to derive expressive or identity-based utility from investing in environmentally responsible firms if sustainability is important to them.”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationIndividual investors respond strongly to salient public information, moral narratives, and social norms, and are willing to trade off financial returns to express ethical or value-based preferences.
“Behavioral finance research shows that individual investors respond strongly to salient public information, moral narratives, and social norms, and are willing to trade off financial returns to express ethical or value-based preferences”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
InterpretationcitationMarket responses to public green rankings primarily reflect retail investor behavior, whereas responses to private Bloomberg ESG scores, if present, must be driven by institutional investors.
“We therefore argue that market responses to public green rankings primarily reflect retail investor behavior, whereas responses to private Bloomberg ESG scores, if present, must be driven by institutional investors.”
Quote in the paperSubstantial claim- Rests on an assumption: Institutional investors typically have access to proprietary ESG data, whereas retail investors rarely subscribe to such services and instead rely on publicly available rankings.
May combine two claims.
PremisecitationInstitutional investors are informed traders who rely heavily on private or costly information, while retail investors primarily trade on publicly available information.
“Prior research documents that institutional investors are informed traders who rely heavily on private or costly information, while retail investors primarily trade on publicly available information”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Rodriguez & Lawrence, 2019 source
- cites Yan & Zhang, 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Interpretationown dataThe pattern of results validates the hypothesis that retail investors primarily respond to public rankings, whereas institutional investors are more attentive to private information.
“This pattern validates our hypothesis that retail investors primarily respond to public rankings, whereas institutional investors are more attentive to private information.”
Quote in the paperSubstantial claim- Rests on an assumption: Most retail investors do not have access to Bloomberg data, so the market's response to Bloomberg scores is mostly shaped by institutional investors.
May combine two claims.
Interpretationown dataESG demand initially arises from retail investors and is subsequently transmitted into institutional investment offerings.
“we show that ESG demand initially arises from retail investors and is subsequently transmitted into institutional investment offerings.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe two industry classifications (GICS and SIC) yield almost identical sample firms.
“Both industry classifications yield almost identical sample firms.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
The BP Deepwater Horizon oil spill of April 2010 represents an exogenous shock to the perceived value of being green and exposure to environmental risk, especially for the energy and extractive industries.
“This event represents an exogenous shock to the perceived value of being green and exposure to environmental risk, especially for the energy and extractive industries.”
The paper relies on this without support.
Public green rankings are widely disseminated and amplified by the media, providing salient signals to retail investors.
“Public green rankings, which are widely disseminated and amplified by the media, provide precisely such salient signals”
The paper relies on this without support.
Institutional investors typically have access to proprietary ESG data, whereas retail investors rarely subscribe to such services and instead rely on publicly available rankings.
“In the context of corporate environmental performance, institutional investors typically have access to proprietary ESG data, such as Bloomberg environmental scores, whereas retail investors rarely subscribe to such services and instead rely on publicly available rankings, including Newsweek's green rankings.”
The paper relies on this without support.
During 2009-2016, institutional investors faced few incentives to incorporate environmental objectives into investment decisions.
“During this early stage, institutional investors faced few incentives to incorporate environmental objectives into investment decisions.”
The paper relies on this without support.
Any movement in volume or price not attributable to institutional investors is done by retail investors.
“Because all trades are made by either institutional investors, retail investors, or insiders, we infer that any movement in volume or price that is not attributable to institutional investors is done by retail investors.”
The paper relies on this without support.
Most retail investors do not have access to Bloomberg data, so the market's response to Bloomberg scores is mostly shaped by institutional investors.
“Since most retail investors do not have access to Bloomberg data, the market's response to Bloomberg scores should mostly be shaped by institutional investors.”
The paper relies on this without support.
Institutional investors have information on firms' green performance before it is publicized.
“Institutional investors have information on firms' green performance before it is publicized”
The paper relies on this without support.
The earlier sections may suffer from endogeneity issues such as omitted variables and reverse causality.
“The above sections may suffer from endogeneity issues such as omitted variables and reverse causality.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Table 5 significance marker conflicts with its reported p-value
MinorTable 5 marks the intercept with one star despite reporting a p-value of 0.01. Its note says one star denotes 10% significance, while two or three stars denote the stricter levels met by that p-value.
“Intercept -0.12* (0.01)”
“*, **, *** denote significance at the 10%, 5%, and 1% level or better, respectively.”
Green-ranking median differs from Table 1
MinorThe prose gives the median green ranking as 500, but Table 1 reports 251.00.
“The average green ranking for sample firms is 249.63,slightly lower than the median value of 500”
“Newsweek Green Rank 3520 249.63 251.00 143.15 500.001.00”
Bloomberg ESG score bounds conflict with the reported mean
MinorUnder Table 1's column headings, the Bloomberg ESG score has a maximum of 1.32 and a minimum of 72.27. Those bounds are reversed, and the reported mean of 27.22 cannot fall between them.
“Bloomberg ESG Score 3329 27.22 21.99 14.86 1.32 72.27”
“Variable N Mean Median Std dev Max Min”
Cites
LINS, K. V., SERVAES, H., & TAMAYO, A. (2017) · The Journal of Finance · doi:10.1111/jofi.12505 · Cited by 3,794 · see citing works
Do institutional investors drive corporate social responsibility? International evidence
Dyck, A., Lins, K. V., Roth, L., & Wagner, H. F. (2019) · Journal of Financial Economics · doi:10.1016/j.jfineco.2018.08.013 · Cited by 2,547 · see citing works
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 · see citing works
Does 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 · see citing works
Individual and Corporate Social Responsibility
BÉNABOU, R., & TIROLE, J. (2010) · Economica · doi:10.1111/j.1468-0335.2009.00843.x · Cited by 2,237 · see citing works
Corporate goodness and shareholder wealth
Krüger, P. (2015) · Journal of Financial Economics · doi:10.1016/j.jfineco.2014.09.008 · Cited by 1,901 · see citing works
Corporate social responsibility and shareholder reaction: The environmental awareness of investors
Flammer, C. (2013) · Academy of Management Journal · doi:10.5465/amj.2011.0744 · Cited by 1,744 · see citing works
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 · see citing works
Why Do Investors Hold Socially Responsible Mutual Funds?
RIEDL, A., & SMEETS, P. (2017) · The Journal of Finance · doi:10.1111/jofi.12547 · Cited by 1,378 · see citing works
Do Corporate Global Environmental Standards Create or Destroy Market Value?
Dowell, G. W. S., Hart, S. L., & Yeung, B. Y. (2000) · Management Science · doi:10.1287/mnsc.46.8.1059.12030 · Cited by 1,341 · see citing works
Dimson, E., Karakaş, O., & Li, X. (2015) · Review of Financial Studies · doi:10.1093/rfs/hhv044 · Cited by 1,242 · see citing works
Institutional shareholders and corporate social responsibility
Chen, T., Dong, H., & Lin, C. (2020) · Journal of Financial Economics · doi:10.1016/j.jfineco.2019.06.007 · Cited by 975 · see citing works
The Eco-Efficiency Premium Puzzle
Derwall, J., Guenster, N., Bauer, R., & Koedijk, K. (2005) · Financial Analysts Journal · doi:10.2469/faj.v61.n2.2716 · Cited by 965 · see citing works
Institutional Investors and Equity Returns: Are Short-term Institutions Better Informed?
Yan, X. S., & Zhang, Z. (2007) · Review of Financial Studies · doi:10.1093/revfin/hhl046 · Cited by 946 · see citing works
The distorting effect of the prudent-man laws on institutional equity investments
Guercio, D. D. (1996) · Journal of Financial Economics · doi:10.1016/0304-405x(95)00841-2 · Cited by 813 · see citing works
The Behavior of Individual Investors
Barber, B. M., & Odean, T. (2013) · Handbook of the Economics of Finance · doi:10.1016/b978-0-44-459406-8.00022-6 · Cited by 750 · see citing works
Lins, K. V., Servaes, H., & Tamayo, A. M. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2555863 · Cited by 683 · see citing works
The Role of Board Environmental Committees in Corporate Environmental Performance
Dixon‐Fowler, H. R., Ellstrand, A. E., & Johnson, J. L. (2015) · Journal of Business Ethics · doi:10.1007/s10551-015-2664-7 · Cited by 298 · see citing works
Corporate Environmental Policy and Shareholder Value: Following the Smart Money
Fernando, C. S., Sharfman, M. P., & Uysal, V. B. (2017) · Journal of Financial and Quantitative Analysis · doi:10.1017/s0022109017000680 · Cited by 241 · see citing works
Do Managers Do Good with Other People's Money?
Cheng, I.-H., Hong, H. G., & Shue, K. (2013) · National Bureau of Economic Research · doi:10.3386/w19432 · Cited by 228 · see citing works
Institutional Investors and Mutual Fund Governance: Evidence from Retail–Institutional Fund Twins
Evans, R. B., & Fahlenbrach, R. (2012) · Review of Financial Studies · doi:10.1093/rfs/hhs105 · Cited by 189 · see citing works
The Eco-Efficiency Premium Puzzle
Derwall, J., Guenster, N., Bauer, R. M. M. J., & Koedijk, K. C. G. (2005) · CFA Digest · doi:10.2469/dig.v35.n3.1729 · Cited by 149 · see citing works
The Irrelevance of Environmental, Social, and Governance Disclosure to Retail Investors
Moss, A., Naughton, J. P., & Wang, C. (2024) · Management Science · doi:10.1287/mnsc.2023.4822 · Cited by 127 · see citing works
Individual and Corporate Social ResponsibilityPreprint
Bénabou, R., & Jean Tirole, Z. (2009) · SSRN Electronic Journal · doi:10.2139/ssrn.1515117 · Cited by 92 · see citing works
Institutional Investors and Mutual Fund Governance: Evidence from Retail – Institutional Fund TwinsPreprint
Evans, R. B., & Fahlenbrach, R. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1907149 · Cited by 73 · see citing works
DeCelles, K. A., Sonenshein, S., & King, B. G. (2020) · Administrative Science Quarterly · doi:10.1177/0001839219879646 · Cited by 70 · see citing works
Corporate Environmental Policy and Shareholder Value: Following the Smart MoneyPreprint
Fernando, C. S., Sharfman, M. P., & Uysal, V. B. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2864919 · Cited by 59 · see citing works
Why Do Retail Investors Pick Green Investments? A Lab-in-the-Field Experiment with Crowdfunders
Siemroth, C., & Hornuf, L. (2023) · Journal of Economic Behavior & Organization · doi:10.1016/j.jebo.2023.02.023 · Cited by 54 · see citing works
Do Managers Do Good with Other Peoples' Money?Preprint
Cheng, I.-H., Hong, H. G., & Shue, K. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.1962120 · Cited by 54 · see citing works
Institutional ownership, analyst following, and share prices
Fernando, C. S., Gatchev, V. A., & Spindt, P. A. (2012) · Journal of Banking & Finance · doi:10.1016/j.jbankfin.2012.03.026 · Cited by 30 · see citing works
Rounok, N., Qian, A.-M., & Alam, M. (2023) · International Journal of Research In Business and Social Science · doi:10.20525/ijrbs.v12i2.2354 · Cited by 27 · see citing works
Institutional ownership, analyst following, and share pricesPreprint
Fernando, C., Gatchev, V. A., & Spindt, P. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.1557174 · Cited by 24 · see citing works
Retail investors’ sensitivity to the development and promotion of CSR issues
Porzio, C., Salerno, D., & Stella, G. P. (2023) · Finance Research Letters · doi:10.1016/j.frl.2023.103642 · Cited by 20 · see citing works
Chung, C. Y., Lee, J., & Park, J. (2014) · Asia-Pacific Journal of Financial Studies · doi:10.1111/ajfs.12043 · Cited by 19 · see citing works
An Investor Perspective on the Black Box of Corporate Social Responsibility
Fernando, C. S., Uysal, V. B., & Abeysekera, A. P. (2019) · Journal of Applied Corporate Finance · doi:10.1111/jacf.12351 · Cited by 7 · see citing works
Institutional Investment Patterns in Gender-Diverse Firms
Rodriguez, J., & Lawrence, E. R. (2019) · Journal of Behavioral Finance · doi:10.1080/15427560.2019.1554574 · Cited by 5 · see citing works
Flagged first, then by citations
- Authors
- You, L., & Payne, J.
- Affiliations
- Texas State University (US)
- Corresponding author
- You, Leyuan
- Venue
- Review of Financial Economics
- Publisher
- Wiley
- Published
- 2026-02-12
- Volume
- 44
- Issue
- 2
- ISSN
- 1058-3300 (ISSN-L)
- 1873-5924
- OpenAlex
- W7128708096
- Semantic Scholar
- 33cc05dea7408c49cf90ea65df524e39ddcf88a6
- Cited by
- 0
- References
- 31
- FWCI
- 0.00
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Review of Financial Economics (publishedVersion)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Finance › Sustainable Finance and Green Bonds
- 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
- Keywords
- ESG investing, corporate environmental responsibility, retail investors, institutional investors, green premium, environmental disclosure, investor demand, S&P 500 firms, institutional ownership
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.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.
Cited sources are checked by gpt-6-sol.
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