Table 3

OLS regressions of ESG scores on Beta

Variables(1)(2)(3)(4)(5)(6)
3-year Beta3-year Beta+3-year Beta-5-year Beta5-year Beta+5-year Beta-
ESG Score0.0018***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***−0.00000.0000
(0.0000)(0.0000)(0.0000)(0.0000)(0.0000)(0.0000)
Quick ratio0.0160***0.0170***0.0166***−0.00170.0193***0.0031
(0.0035)(0.0043)(0.0039)(0.0052)(0.0062)(0.0059)
Debt to equity ratio−0.0000−0.00000.0001***0.0002***0.0004***0.0005***
(0.0000)(0.0001)(0.0001)(0.0001)(0.0001)(0.0001)
Price-to-book0.00080.0115***−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 Float0.0005***0.0004***0.00020.0014***0.0006***0.0006***
(0.0001)(0.0002)(0.0001)(0.0003)(0.0002)(0.0002)
Cash (% Assets)0.2034***0.1714***0.01690.1087*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−0.6718−0.83980.60131.4736**1.15701.9385**
(0.4583)(0.5704)(0.5113)(0.5855)(0.8177)(0.7712)
Sector fixed effectsYesYesYesYesYesYes
Country fixed effectsYesYesYesYesYesYes
Observations11,99812,09612,0939,26612,08812,068
Adj R-squared0.2240.1870.1010.1610.1270.173
F-stat21.2017.258.90811.3911.3215.72
p-value0.0000.0000.0000.0000.0000.000

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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