OLS regressions of ESG scores on Beta
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| 3-year Beta | 3-year Beta+ | 3-year Beta- | 5-year Beta | 5-year Beta+ | 5-year Beta- | |
| ESG Score | 0.0018*** | 0.0012*** | 0.0007** | 0.0013*** | 0.0025*** | 0.0019*** |
| (0.0003) | (0.0004) | (0.0003) | (0.0004) | (0.0005) | (0.0005) | |
| ROA | −0.0125*** | −0.0133*** | −0.0058*** | −0.0056*** | −0.0116*** | −0.0015 |
| (0.0007) | (0.0008) | (0.0008) | (0.0010) | (0.0012) | (0.0011) | |
| Employees | −0.0000*** | −0.0000*** | 0.0000*** | −0.0000*** | −0.0000 | 0.0000 |
| (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | |
| Quick ratio | 0.0160*** | 0.0170*** | 0.0166*** | −0.0017 | 0.0193*** | 0.0031 |
| (0.0035) | (0.0043) | (0.0039) | (0.0052) | (0.0062) | (0.0059) | |
| Debt to equity ratio | −0.0000 | −0.0000 | 0.0001*** | 0.0002*** | 0.0004*** | 0.0005*** |
| (0.0000) | (0.0001) | (0.0001) | (0.0001) | (0.0001) | (0.0001) | |
| Price-to-book | 0.0008 | 0.0115*** | −0.0021 | −0.0063** | −0.0118*** | −0.0243*** |
| (0.0022) | (0.0027) | (0.0024) | (0.0032) | (0.0038) | (0.0036) | |
| Company age (log) | −0.0718*** | −0.0797*** | −0.0418*** | −0.0604*** | −0.0268*** | 0.0123 |
| (0.0058) | (0.0071) | (0.0064) | (0.0090) | (0.0102) | (0.0097) | |
| Free Float | 0.0005*** | 0.0004*** | 0.0002 | 0.0014*** | 0.0006*** | 0.0006*** |
| (0.0001) | (0.0002) | (0.0001) | (0.0003) | (0.0002) | (0.0002) | |
| Cash (% Assets) | 0.2034*** | 0.1714*** | 0.0169 | 0.1087* | 0.1833*** | −0.1690** |
| (0.0391) | (0.0483) | (0.0432) | (0.0582) | (0.0693) | (0.0656) | |
| Market Cap (log) | 0.0593*** | 0.0747*** | 0.0100** | −0.0417*** | −0.0108* | −0.0690*** |
| (0.0036) | (0.0045) | (0.0040) | (0.0054) | (0.0065) | (0.0061) | |
| R&D (% Assets) | 0.0041 | −0.0136 | −0.0165* | −0.0316*** | −0.0537*** | −0.0017 |
| (0.0086) | (0.0100) | (0.0090) | (0.0113) | (0.0143) | (0.0135) | |
| Constant | −0.6718 | −0.8398 | 0.6013 | 1.4736** | 1.1570 | 1.9385** |
| (0.4583) | (0.5704) | (0.5113) | (0.5855) | (0.8177) | (0.7712) | |
| Sector fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Country fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 11,998 | 12,096 | 12,093 | 9,266 | 12,088 | 12,068 |
| Adj R-squared | 0.224 | 0.187 | 0.101 | 0.161 | 0.127 | 0.173 |
| F-stat | 21.20 | 17.25 | 8.908 | 11.39 | 11.32 | 15.72 |
| p-value | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| 3-year Beta | 3-year Beta+ | 3-year Beta- | 5-year Beta | 5-year Beta+ | 5-year Beta- | |
| 0.0018*** | 0.0012*** | 0.0007** | 0.0013*** | 0.0025*** | 0.0019*** | |
| (0.0003) | (0.0004) | (0.0003) | (0.0004) | (0.0005) | (0.0005) | |
| −0.0125*** | −0.0133*** | −0.0058*** | −0.0056*** | −0.0116*** | −0.0015 | |
| (0.0007) | (0.0008) | (0.0008) | (0.0010) | (0.0012) | (0.0011) | |
| Employees | −0.0000*** | −0.0000*** | 0.0000*** | −0.0000*** | −0.0000 | 0.0000 |
| (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | |
| Quick ratio | 0.0160*** | 0.0170*** | 0.0166*** | −0.0017 | 0.0193*** | 0.0031 |
| (0.0035) | (0.0043) | (0.0039) | (0.0052) | (0.0062) | (0.0059) | |
| Debt to equity ratio | −0.0000 | −0.0000 | 0.0001*** | 0.0002*** | 0.0004*** | 0.0005*** |
| (0.0000) | (0.0001) | (0.0001) | (0.0001) | (0.0001) | (0.0001) | |
| Price-to-book | 0.0008 | 0.0115*** | −0.0021 | −0.0063** | −0.0118*** | −0.0243*** |
| (0.0022) | (0.0027) | (0.0024) | (0.0032) | (0.0038) | (0.0036) | |
| Company age (log) | −0.0718*** | −0.0797*** | −0.0418*** | −0.0604*** | −0.0268*** | 0.0123 |
| (0.0058) | (0.0071) | (0.0064) | (0.0090) | (0.0102) | (0.0097) | |
| Free Float | 0.0005*** | 0.0004*** | 0.0002 | 0.0014*** | 0.0006*** | 0.0006*** |
| (0.0001) | (0.0002) | (0.0001) | (0.0003) | (0.0002) | (0.0002) | |
| Cash (% Assets) | 0.2034*** | 0.1714*** | 0.0169 | 0.1087* | 0.1833*** | −0.1690** |
| (0.0391) | (0.0483) | (0.0432) | (0.0582) | (0.0693) | (0.0656) | |
| Market Cap (log) | 0.0593*** | 0.0747*** | 0.0100** | −0.0417*** | −0.0108* | −0.0690*** |
| (0.0036) | (0.0045) | (0.0040) | (0.0054) | (0.0065) | (0.0061) | |
| R&D (% Assets) | 0.0041 | −0.0136 | −0.0165* | −0.0316*** | −0.0537*** | −0.0017 |
| (0.0086) | (0.0100) | (0.0090) | (0.0113) | (0.0143) | (0.0135) | |
| Constant | −0.6718 | −0.8398 | 0.6013 | 1.4736** | 1.1570 | 1.9385** |
| (0.4583) | (0.5704) | (0.5113) | (0.5855) | (0.8177) | (0.7712) | |
| Sector fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Country fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 11,998 | 12,096 | 12,093 | 9,266 | 12,088 | 12,068 |
| Adj R-squared | 0.224 | 0.187 | 0.101 | 0.161 | 0.127 | 0.173 |
| F-stat | 21.20 | 17.25 | 8.908 | 11.39 | 11.32 | 15.72 |
| 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
Note(s): This table reports the baseline OLS regression results for the relationship between ESG Scores and Beta. The first three columns use the 3-year Betas as dependent variables: column 1 shows the overall Beta, column 2 shows Beta+, and column 3 shows Beta−. The last three columns present the corresponding 5-year Beta estimates. Betas are Refinitiv Eikon–reported OLS slopes of firm returns on the firm's country benchmark index; the 3-year measures use weekly returns over the trailing 3 years, while the 5-year measures use monthly returns over the trailing 5 years, both ending in December 2023. Beta+ and Beta− are conditional betas estimated using only up-market and down-market observations, respectively, within the same window. Variable descriptions can be found in Table 1 notes. Standard errors are reported in parentheses. *, **, and *** indicate statistical significance at the 10%, 5%, and 1% levels, respectively
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