Appendix A
Table A1.
ESG scores.
Symbol | Panel A. Description |
CS | ESG combined score |
S | ESG Score |
EPS | Environmental pillar score (Weight 16.8%) |
RU | Resource use (Weight 4.8%) |
E | Emissions (Weight 6.0%) |
I | Innovation (Weight 6.0%) |
SPS | Social pillar score (Weight 47.3%) |
W | Workforce (Weight 9.0%) |
HR | Human rights (Weight 12.0%) |
Co | Community (Weight 12.0%) |
PR | Product responsibility (Weight 14.4%) |
GPS | Governance pillar score (Weight 35.9%) |
M | Management (Weight 24.0%) |
Sh | Shareholders (Weight 7.2%) |
CSR_S | CSR strategy (Weight 4.8%) |
CoS | Controversies |
| Panel B. Numerical Values of ESG Scores |
Rating | Numerical Value |
D− | 1 |
D | 2 |
D+ | 3 |
C− | 4 |
C | 5 |
C+ | 6 |
B− | 7 |
B | 8 |
B+ | 9 |
A− | 10 |
A | 11 |
A+ | 12 |
Table A2.
World governance indicator by country (2022).
Table A2.
World governance indicator by country (2022).
| Overall | Voice and Accountability | Political Stability and Absence of Violence/Terrorism | Government Effectiveness | Regulatory Quality | Rule of Law | Control of Corruption |
---|
| WGI | Governance Score | Percentile Rank | Governance Score | Percentile Rank | Governance Score | Percentile Rank | Governance Score | Percentile Rank | Governance Score | Percentile Rank | Governance Score | Percentile Rank | Governance Score | Percentile Rank |
---|
Brazil | Low | −0.29 | 40.0 | 0.21 | 55.6 | −0.33 | 34 | −0.59 | 30.7 | −0.22 | 43.9 | −0.26 | 43.4 | −0.57 | 32.1 |
Canada | High | 1.45 | 91.0 | 1.43 | 95.7 | 0.77 | 73.6 | 1.57 | 94.3 | 1.68 | 95.8 | 1.57 | 92.9 | 1.66 | 93.4 |
France | Low | 1.04 | 80.2 | 1.11 | 86 | 0.33 | 56.1 | 1.17 | 83 | 1.19 | 85.4 | 1.18 | 85.4 | 1.26 | 85.4 |
Germany | High | 1.36 | 88.5 | 1.41 | 94.7 | 0.61 | 67.5 | 1.29 | 88.2 | 1.52 | 92.5 | 1.53 | 92 | 1.82 | 95.8 |
Netherlands | High | 1.52 | 91.8 | 1.54 | 97.6 | 0.72 | 71.2 | 1.58 | 95.3 | 1.71 | 96.7 | 1.66 | 93.4 | 1.92 | 96.7 |
Singapore | High | 1.61 | 89.9 | −0.05 | 44.4 | 1.46 | 97.2 | 2.14 | 100 | 2.21 | 100 | 1.78 | 99.1 | 2.09 | 98.6 |
Spain | Low | 0.75 | 73.2 | 1.01 | 79.7 | 0.27 | 53.3 | 0.92 | 77.8 | 0.8 | 75.9 | 0.8 | 77.4 | 0.69 | 75 |
Sweden | High | 1.57 | 93.2 | 1.52 | 96.6 | 0.9 | 80.2 | 1.57 | 94.8 | 1.68 | 96.2 | 1.69 | 93.9 | 2.06 | 97.6 |
Switzerland | High | 1.70 | 96.7 | 1.62 | 99 | 1.16 | 92.5 | 2.05 | 99.5 | 1.62 | 94.3 | 1.75 | 97.6 | 2.01 | 97.2 |
United Kingdom | High | 1.26 | 85.5 | 1.23 | 89.4 | 0.5 | 62.3 | 1.24 | 85.8 | 1.57 | 93.4 | 1.42 | 89.2 | 1.62 | 92.9 |
United States | Low | 0.99 | 77.9 | 0.85 | 72.9 | −0.04 | 45.3 | 1.26 | 86.8 | 1.42 | 91 | 1.37 | 88.7 | 1.1 | 82.5 |
Table A3.
Data in panel and cross-sectional regressions.
Table A3.
Data in panel and cross-sectional regressions.
| | | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
Panel data regressions | Observations | 552,750 | 13,750 | 5500 | 5500 | 16,500 | 2750 | 5500 | 41,250 | 41,250 | 104,500 | 27,500 | 286,000 |
Number of companies | 201 | 5 | 2 | 2 | 6 | 1 | 2 | 15 | 15 | 38 | 10 | 104 |
Cross-sectional regressions | Observations | 2211 | | | | | | | | | | | |
Table A4.
The percentage of companies that belong to either the low or high category of portfolios for each ESG score.
Table A4.
The percentage of companies that belong to either the low or high category of portfolios for each ESG score.
| Low | High |
---|
CS | 4.2% | 2.6% |
S | 3.6% | 7.7% |
EPS | 15.9% | 16.9% |
RU | 15.9% | 32.8% |
E | 13.3% | 29.2% |
I | 44.6% | 7.2% |
SPS | 4.6% | 19.0% |
W | 5.6% | 38.5% |
HR | 35.4% | 16.4% |
Co | 5.0% | 47.3% |
PR | 13.8% | 26.7% |
GPS | 3.1% | 13.3% |
M | 4.6% | 23.1% |
Sh | 9.7% | 23.6% |
CSR_S | 17.9% | 33.8% |
CoS | 4.0% | 59.7% |
Table A5 shows the core relationship between a company’s overall ESG score and its stock returns. The positive numbers you see mean that companies with better ESG practices tend to have higher stock returns, especially during the COVID-19 pandemic. This suggests that having strong ESG policies might have made these companies more resilient during tough times. We also see that good governance strengthens this effect, meaning that companies in countries with better governance frameworks benefit even more from strong ESG scores. The takeaway here is clear: good ESG practices and strong governance seem to protect companies during periods of economic uncertainty, making them more attractive to investors.
Table A5.
Panel data regression results for returns and overall ESG scores.
Table A5.
Panel data regression results for returns and overall ESG scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. ESG combined score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.04 × 10−3 | −1.47 × 10−3 | 8.64 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.93 × 10−3 | 8.39 × 10−3 | 5.58 × 10−3 |
ESG_low | 1.24 × 10−1 ** | - | - | - | - | - | - | - | 7.52 × 10−2 | 3.04 × 10−2 | - | 2.84 × 10−1 ** |
| 2.81 × 10−2 | - | - | - | - | - | - | - | 6.14 × 10−2 | 1.97 × 10−2 | - | 9.21 × 10−2 |
COVID*ESG_low | 1.75 × 10−1 ** | - | - | - | - | - | - | - | 1.35 × 10−1 | 8.41 × 10−2 | - | 3.22 × 10−1 |
| 8.09 × 10−2 | - | - | - | - | - | - | - | 1.76 × 10−1 | 5.65 × 10−2 | - | 2.64 × 10−1 |
ESG_high | 1.98 × 10−1 ** | 3.54 × 10−2 | 7.14 × 10−3 | - | - | - | 7.21 × 10−3 * | - | 7.52 × 10−2 | - | - | 5.68 × 10−1 ** |
| 4.50 × 10−2 | 1.28 × 10−2 | 5.59 × 10−3 | - | - | - | 4.22 × 10−3 | - | 6.14 × 10−2 | - | - | 1.84 × 10−1 |
COVID*ESG_high | 2.79 × 10−1 ** | 4.49 × 10−2 | 1.23 × 10−2 | - | - | - | 4.33 × 10−5 | - | 1.35 × 10−1 | - | - | 6.44 × 10−1 |
| 1.29 × 10−1 | 3.67 × 10−2 | 1.60 × 10−2 | - | - | - | 1.21 × 10−2 | - | 1.76 × 10−1 | - | - | 5.29 × 10−1 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.02 × 10−3 | 5.14 × 10−3 * | 5.52 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.77 × 10−3 | 2.93 × 10−3 | 1.95 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0117 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0160 | 0.0300 | 0.0225 |
| Panel B. ESG score |
COVID | 2.33 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.04 × 10−3 | −1.47 × 10−3 | 8.07 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.93 × 10−3 | 8.39 × 10−3 | 5.57 × 10−3 |
ESG_low | 1.41 × 10−1 ** | - | - | - | - | - | - | - | - | 3.04 × 10−2 | - | 2.83 × 10−1 ** |
| 3.21 × 10−2 | - | - | - | - | - | - | - | - | 1.97 × 10−2 | - | 9.20 × 10−2 |
COVID*ESG_low | 1.98 × 10−1 ** | - | - | - | - | - | - | - | - | 8.41 × 10−2 | - | 3.18 × 10−1 |
| 9.24 × 10−2 | - | - | - | - | - | - | - | - | 5.65 × 10−2 | - | 2.64 × 10−1 |
ESG_high | 6.59 × 10−2 ** | - | 3.57 × 10−3 | - | - | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.84 × 10−2 * | - | - | - | 8.08 × 10−2 ** |
| 1.50 × 10−2 | - | 2.79 × 10−3 | - | - | 2.98 × 10−3 | 2.11 × 10−3 | 9.48 × 10−3 | - | - | - | 2.63 × 10−2 |
COVID*ESG_high | 9.26 × 10−2 ** | - | 6.14 × 10−3 | - | - | 2.24 × 10−3 | 2.16 × 10−5 | 9.13 × 10−3 | - | - | - | 9.10 × 10−2 |
| 4.31 × 10−2 | - | 8.01 × 10−3 | - | - | 8.54 × 10−3 | 6.05 × 10−3 | 2.72 × 10−2 | - | - | - | 7.54 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.02 × 10−3 | 5.14 × 10−3 * | 5.50 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.77 × 10−3 | 2.93 × 10−3 | 1.94 × 10−3 |
R-squared | 0.0425 | 0.0075 | 0.0115 | 0.0025 | 0.0117 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0160 | 0.0300 | 0.0200 |
In
Table A6, we focus specifically on the environmental part of ESG. The results show that firms with strong environmental practices—such as reducing emissions or managing resources efficiently—enjoy better stock returns. This relationship becomes even more pronounced during the pandemic, suggesting that investors reward companies that are environmentally responsible, especially in challenging times. This is a key finding because it highlights how environmental sustainability is not just good for the planet but also good for business. For companies, this means that investing in green initiatives can pay off financially, especially when markets are unstable.
Table A6.
Panel data regression results for returns and environmental (E) scores.
Table A6.
Panel data regression results for returns and environmental (E) scores.
| | Europe | Non Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Environmental pillar score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 7.86 × 10−3 | −1.47 × 10−3 | 8.63 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.63 × 10−3 | 8.39 × 10−3 | 5.51 × 10−3 |
ESG_low | 3.20 × 10−2 ** | - | - | - | - | - | - | 2.77 × 10−2 * | 3.76 × 10−2 | 8.79 × 10−3 | - | 6.24 × 10−2 ** |
| 7.26 × 10−3 | - | - | - | - | - | - | 1.42 × 10−2 | 3.07 × 10−2 | 5.41 × 10−3 | - | 2.00 × 10−2 |
COVID*ESG_low | 4.50 × 10−2 ** | - | - | - | - | - | - | 1.37 × 10−2 | 6.74 × 10−2 | 2.38 × 10−2 | - | 7.08 × 10−2 |
| 2.09 × 10−2 | - | - | - | - | - | - | 4.08 × 10−2 | 8.79 × 10−2 | 1.55 × 10−2 | - | 5.74 × 10−2 |
ESG_high | 3.00 × 10−2 ** | 3.54 × 10−2 ** | 3.57 × 10−3 | - | - | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.38 × 10−2 * | 2.51 × 10−2 | 5.28 × 10−2 | 2.48 × 10−2 * | 3.74 × 10−2 ** |
| 6.82 × 10−3 | 1.28 × 10−2 | 2.79 × 10−3 | - | - | 2.98 × 10−3 | 2.11 × 10−3 | 7.11 × 10−3 | 2.05 × 10−2 | 3.24 × 10−2 | 1.37 × 10−2 | 1.20 × 10−2 |
COVID*ESG_high | 4.23 × 10−2 ** | 4.49 × 10−2 | 6.14 × 10−3 | - | - | 2.24 × 10−3 | 2.16 × 10−5 | 6.85 × 10−3 | 4.50 × 10−2 | 1.42 × 10−1 | 1.83 × 10−2 | 4.25 × 10−2 |
| 1.96 × 10−2 | 3.67 × 10−2 | 8.01 × 10−3 | - | - | 8.54 × 10−3 | 6.05 × 10−3 | 2.04 × 10−2 | 5.86 × 10−2 | 9.30 × 10−2 | 3.94 × 10−2 | 3.45 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.10 × 10−3 | 5.14 × 10−3 * | 5.51 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.66 × 10−3 | 2.93 × 10−3 | 1.92 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0390 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0172 | 0.0300 | 0.0250 |
| Panel B. Resource use score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.04 × 10−3 | −1.47 × 10−3 | 8.64 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.93 × 10−3 | 8.39 × 10−3 | 5.58 × 10−3 |
ESG_low | 3.20 × 10−2 ** | - | - | - | - | - | - | 2.77 × 10−2 * | 2.51 × 10−2 | 1.01 × 10−2 | - | 5.16 × 10−2 ** |
| 7.26 × 10−3 | - | - | - | - | - | - | 1.42 × 10−2 | 2.05 × 10−2 | 6.57 × 10−3 | - | 1.68 × 10−2 |
COVID*ESG_low | 4.50 × 10−2 ** | - | - | - | - | - | - | 1.37 × 10−2 | 4.50 × 10−2 | 2.80 × 10−2 | - | 5.86 × 10−2 |
| 2.09 × 10−2 | - | - | - | - | - | - | 4.08 × 10−2 | 5.86 × 10−2 | 1.88 × 10−2 | - | 4.81 × 10−2 |
ESG_high | 1.55 × 10−2 ** | 8.84 × 10−3 ** | 3.57 × 10−3 | - | - | 5.39 × 10−3 * | 3.60 × 10−3 * | 9.22 × 10−3 * | 1.07 × 10−2 | 5.07 × 10−2 | 1.65 × 10−2 * | 1.58 × 10−2 ** |
| 3.52 × 10−3 | 3.19 × 10−3 | 2.79 × 10−3 | - | - | 2.98 × 10−3 | 2.11 × 10−3 | 4.74 × 10−3 | 8.77 × 10−3 | 3.28 × 10−2 | 9.15 × 10−3 | 5.12 × 10−3 |
COVID*ESG_high | 2.18 × 10−2 ** | 1.12 × 10−2 | 6.14 × 10−3 | - | - | 2.24 × 10−3 | 2.16 × 10−5 | 4.57 × 10−3 | 1.93 × 10−2 | 1.40 × 10−1 | 1.22 × 10−2 | 1.79 × 10−2 |
| 1.01 × 10−2 | 9.17 × 10−3 | 8.01 × 10−3 | - | - | 8.54 × 10−3 | 6.05 × 10−3 | 1.36 × 10−2 | 2.51 × 10−2 | 9.41 × 10−2 | 2.62 × 10−2 | 1.47 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.02 × 10−3 | 5.14 × 10−3 * | 5.52 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.77 × 10−3 | 2.93 × 10−3 | 1.95 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0390 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0333 | 0.0300 | 0.0225 |
| Panel C. Emissions score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.10 × 10−3 | −1.47 × 10−3 | 8.42 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.84 × 10−3 | 8.39 × 10−3 | 5.52 × 10−3 |
ESG_low | 3.81 × 10−2 ** | - | - | - | - | - | - | - | 2.51 × 10−2 | 1.17 × 10−2 | - | 5.68 × 10−2 ** |
| 8.66 × 10−3 | - | - | - | - | - | - | - | 2.05 × 10−2 | 7.49 × 10−3 | - | 1.82 × 10−2 |
COVID*ESG_low | 5.37 × 10−2 ** | - | - | - | - | - | - | - | 4.50 × 10−2 | 3.25 × 10−2 | - | 6.43 × 10−2 |
| 2.49 × 10−2 | - | - | - | - | - | - | - | 5.86 × 10−2 | 2.15 × 10−2 | - | 5.23 × 10−2 |
ESG_high | 5.86 × 10−3 ** | 7.07 × 10−3 ** | 3.57 × 10−3 | 4.03 × 10−3 | 5.59 × 10−3 * | 5.39 × 10−3 * | 3.60 × 10−3 * | 3.95 × 10−3 * | 6.27 × 10−3 | 6.07 × 10−3 | 4.96 × 10−3 * | 6.24 × 10−3 ** |
| 1.33 × 10−3 | 2.56 × 10−3 | 2.79 × 10−3 | 2.91 × 10−3 | 3.10 × 10−3 | 2.98 × 10−3 | 2.11 × 10−3 | 2.03 × 10−3 | 5.11 × 10−3 | 3.89 × 10−3 | 2.74 × 10−3 | 2.00 × 10−3 |
COVID*ESG_high | 8.26 × 10−3 ** | 8.97 × 10−3 | 6.14 × 10−3 | 4.34 × 10−3 | 1.28 × 10−2 | 2.24 × 10−3 | 2.16 × 10−5 | 1.96 × 10−3 | 1.12 × 10−2 | 1.69 × 10−2 | 3.67 × 10−3 | 7.06 × 10−3 |
| 3.83 × 10−3 | 7.33 × 10−3 | 8.01 × 10−3 | 8.35 × 10−3 | 8.89 × 10−3 | 8.54 × 10−3 | 6.05 × 10−3 | 5.82 × 10−3 | 1.47 × 10−2 | 1.12 × 10−2 | 7.87 × 10−3 | 5.75 × 10−3 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.01 × 10−3 | 5.14 × 10−3 * | 5.52 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.73 × 10−3 | 2.93 × 10−3 | 1.93 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0390 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0345 | 0.0300 | 0.0225 |
| Panel D. Innovation score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.28 × 10−3 | −1.47 × 10−3 | 8.46 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 8.04 × 10−3 | 8.39 × 10−3 | 5.52 × 10−3 |
ESG_low | 1.14 × 10−2 ** | 3.54 × 10−2 ** | - | - | 2.79 × 10−2 * | - | 7.21 × 10−3 * | 9.22 × 10−3 * | 1.25 × 10−2 | 5.07 × 10−3 | 1.65 × 10−2 * | 1.43 × 10−2 ** |
| 2.59 × 10−3 | 1.28 × 10−2 | - | - | 1.55 × 10−2 | - | 4.22 × 10−3 | 4.74 × 10−3 | 1.02 × 10−2 | 3.35 × 10−3 | 9.15 × 10−3 | 4.60 × 10−3 |
COVID*ESG_low | 1.61 × 10−2 ** | 4.49 × 10−2 | - | - | 6.41 × 10−2 | - | 4.33 × 10−5 | 4.57 × 10−3 | 2.25 × 10−2 | 1.44 × 10−2 | 1.22 × 10−2 | 1.62 × 10−2 |
| 7.44 × 10−3 | 3.67 × 10−2 | - | - | 4.45 × 10−2 | - | 1.21 × 10−2 | 1.36 × 10−2 | 2.93 × 10−2 | 9.61 × 10−3 | 2.62 × 10−2 | 1.32 × 10−2 |
ESG_high | 7.08 × 10−2 ** | - | - | - | - | - | - | 5.53 × 10−2 * | 2.51 × 10−2 | 7.35 × 10−2 | - | 7.16 × 10−2 ** |
| 1.61 × 10−2 | - | - | - | - | - | - | 2.84 × 10−2 | 2.05 × 10−2 | 4.86 × 10−2 | - | 2.30 × 10−2 |
COVID*ESG_high | 9.97 × 10−2 ** | - | - | - | - | - | - | 2.74 × 10−2 | 4.50 × 10−2 | 2.08 × 10−1 | - | 8.11 × 10−2 |
| 4.62 × 10−2 | - | - | - | - | - | - | 8.15 × 10−2 | 5.86 × 10−2 | 1.39 × 10−1 | - | 6.61 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 2.96 × 10−3 | 5.14 × 10−3 * | 5.51 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.80 × 10−3 | 2.93 × 10−3 | 1.93 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0390 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0343 | 0.0300 | 0.0225 |
Table A7 looks at the social side of ESG, which includes how companies treat their employees, engage with communities, and ensure product responsibility. The data shows that companies scoring well in these areas tend to perform better financially. Furthermore, during the pandemic, firms with strong social practices showed even greater resilience. This makes sense—during a crisis, companies that take care of their employees and communities are likely to have a more motivated workforce and loyal customers. So, for businesses, investing in social responsibility is not just about ethics; it is a smart financial strategy, particularly in turbulent times.
Table A7.
Panel data regression results for returns and social pillar (S) scores.
Table A7.
Panel data regression results for returns and social pillar (S) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Social pillar score |
COVID | 2.20 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | −3.54 × 10−3 | 9.21 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.23 × 10−3 | 4.47 × 10−3 | 7.77 × 10−3 | −1.47 × 10−3 | 7.55 × 10−4 |
| 3.48 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 5.43 × 10−3 | 8.43 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 5.95 × 10−3 | 1.24 × 10−2 | 7.31 × 10−3 | 8.39 × 10−3 | 5.14 × 10−3 |
ESG_low | 1.13 × 10−1 ** | - | - | - | - | - | - | 5.42 × 10−2 ** | 7.17 × 10−2 | 3.27 × 10−2 * | - | 2.91 × 10−1 ** |
| 2.53 × 10−2 | - | - | - | - | - | - | 2.73 × 10−2 | 6.06 × 10−2 | 1.82 × 10−2 | - | 8.90 × 10−2 |
COVID*ESG_low | 1.56 × 10−1 ** | - | - | - | - | - | - | 2.68 × 10−2 | 1.31 × 10−1 | 8.45 × 10−2 | - | 3.26 × 10−1 |
| 7.26 × 10−2 | - | - | - | - | - | - | 7.82 × 10−2 | 1.74 × 10−1 | 5.21 × 10−2 | - | 2.56 × 10−1 |
ESG_high | 2.74 × 10−2 ** | 1.18 × 10−2 ** | 3.57 × 10−3 | - | 2.91 × 10−2 ** | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.81 × 10−2 ** | 2.39 × 10−2 | 8.17 × 10−2 * | - | 2.91 × 10−2 ** |
| 6.14 × 10−3 | 4.26 × 10−3 | 2.79 × 10−3 | - | 1.38 × 10−2 | 2.98 × 10−3 | 2.11 × 10−3 | 9.08 × 10−3 | 2.02 × 10−2 | 4.54 × 10−2 | - | 8.90 × 10−3 |
COVID*ESG_high | 3.78 × 10−2 ** | 1.50 × 10−2 | 6.14 × 10−3 | - | 6.95 × 10−2 * | 2.24 × 10−3 | 2.16 × 10−5 | 8.93 × 10−3 | 4.35 × 10−2 | 2.11 × 10−1 | - | 3.26 × 10−2 |
| 1.77 × 10−2 | 1.22 × 10−2 | 8.01 × 10−3 | - | 3.95 × 10−2 | 8.54 × 10−3 | 6.05 × 10−3 | 2.61 × 10−2 | 5.79 × 10−2 | 1.30 × 10−1 | - | 2.56 × 10−2 |
Constant | 4.80 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 4.66 × 10−3 ** | 4.69 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.15 × 10−3 ** | 4.24 × 10−3 | 3.35 × 10−3 | 5.14 × 10−3 * | 5.40 × 10−3 ** |
| 1.21 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 1.89 × 10−3 | 2.94 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.08 × 10−3 | 4.31 × 10−3 | 2.55 × 10−3 | 2.93 × 10−3 | 1.79 × 10−3 |
R-squared | 0.0390 | 0.0075 | 0.0115 | 0.0413 | 0.0387 | 0.0150 | 0.0388 | 0.0135 | 0.0128 | 0.0366 | 0.0300 | 0.0200 |
| Panel B. Workforce score |
COVID | 2.19 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 7.34 × 10−3 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.54 × 10−3 | 4.53 × 10−3 | 7.23 × 10−3 | −1.47 × 10−3 | 7.37 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 9.09 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.07 × 10−3 | 1.25 × 10−2 | 7.41 × 10−3 | 8.39 × 10−3 | 5.46 × 10−3 |
ESG_low | 9.39 × 10−2 ** | - | - | - | - | - | - | - | 7.52 × 10−2 | 3.20 × 10−2 * | - | 1.20 × 10−1 ** |
| 2.10 × 10−2 | - | - | - | - | - | - | - | 6.14 × 10−2 | 1.84 × 10−2 | - | 3.75 × 10−2 |
COVID*ESG_low | 1.29 × 10−1 ** | - | - | - | - | - | - | - | 1.35 × 10−1 | 8.03 × 10−2 | - | 1.34 × 10−1 |
| 6.04 × 10−2 | - | - | - | - | - | - | - | 1.76 × 10−1 | 5.28 × 10−2 | - | 1.08 × 10−1 |
ESG_high | 1.38 × 10−2 ** | 7.07 × 10−3 ** | 3.57 × 10−3 | 1.11 × 10−2 | 6.99 × 10−3 * | 5.39 × 10−3 * | 3.60 × 10−3 * | 5.98 × 10−3 * | 1.07 × 10−2 | 3.20 × 10−2 * | 1.24 × 10−2 * | 1.71 × 10−2 ** |
| 3.08 × 10−3 | 2.56 × 10−3 | 2.79 × 10−3 | 8.92 × 10−3 | 3.88 × 10−3 | 2.98 × 10−3 | 2.11 × 10−3 | 3.09 × 10−3 | 8.77 × 10−3 | 1.84 × 10−2 | 6.86 × 10−3 | 5.35 × 10−3 |
COVID*ESG_high | 1.89 × 10−2 ** | 8.97 × 10−3 | 6.14 × 10−3 | 3.04 × 10−2 | 1.60 × 10−2 | 2.24 × 10−3 | 2.16 × 10−5 | 2.50 × 10−3 | 1.93 × 10−2 | 8.03 × 10−2 | 9.17 × 10−3 | 1.91 × 10−2 |
| 8.86 × 10−3 | 7.33 × 10−3 | 8.01 × 10−3 | 2.56 × 10−2 | 1.11 × 10−2 | 8.54 × 10−3 | 6.05 × 10−3 | 8.86 × 10−3 | 2.51 × 10−2 | 5.28 × 10−2 | 1.97 × 10−2 | 1.54 × 10−2 |
Constant | 4.90 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 2.80 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.15 × 10−3 * | 4.46 × 10−3 | 3.33 × 10−3 | 5.14 × 10−3 * | 5.62 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.17 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.12 × 10−3 | 4.37 × 10−3 | 2.59 × 10−3 | 2.93 × 10−3 | 1.90 × 10−3 |
R-squared | 0.0373 | 0.0075 | 0.0115 | 0.0316 | 0.0365 | 0.0150 | 0.0388 | 0.0170 | 0.0128 | 0.0308 | 0.0300 | 0.0175 |
| Panel C. Human rights score |
COVID | 2.25 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 7.91 × 10−3 | −1.47 × 10−3 | 7.62 × 10−4 |
| 3.55 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.82 × 10−3 | 8.39 × 10−3 | 5.52 × 10−3 |
ESG_low | 1.48 × 10−2 ** | - | - | - | - | - | - | 1.11 × 10−2 * | 3.76 × 10−2 | 6.30 × 10−3 | 1.24 × 10−2 * | 1.76 × 10−2 ** |
| 3.37 × 10−3 | - | - | - | - | - | - | 5.69 × 10−3 | 3.07 × 10−2 | 4.05 × 10−3 | 6.86 × 10−3 | 5.63 × 10−3 |
COVID*ESG_low | 2.05 × 10−2 ** | - | - | - | - | - | - | 5.48 × 10−3 | 6.74 × 10−2 | 1.73 × 10−2 | 9.17 × 10−3 | 1.97 × 10−2 |
| 9.68 × 10−3 | - | - | - | - | - | - | 1.63 × 10−2 | 8.79 × 10−2 | 1.16 × 10−2 | 1.97 × 10−2 | 1.62 × 10−2 |
ESG_high | 3.20 × 10−2 ** | 8.84 × 10−3 ** | 3.57 × 10−3 | 8.06 × 10−3 | 1.40 × 10−2 * | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.84 × 10−2 * | 2.51 × 10−2 | 7.56 × 10−2 | - | 5.00 × 10−2 ** |
| 7.26 × 10−3 | 3.19 × 10−3 | 2.79 × 10−3 | 5.83 × 10−3 | 7.76 × 10−3 | 2.98 × 10−3 | 2.11 × 10−3 | 9.48 × 10−3 | 2.05 × 10−2 | 4.86 × 10−2 | - | 1.60 × 10−2 |
COVID*ESG_high | 4.43 × 10−2 ** | 1.12 × 10−2 | 6.14 × 10−3 | 8.69 × 10−3 | 3.20 × 10−2 | 2.24 × 10−3 | 2.16 × 10−5 | 9.13 × 10−3 | 4.50 × 10−2 | 2.08 × 10−1 | - | 5.59 × 10−2 |
| 2.09 × 10−2 | 9.17 × 10−3 | 8.01 × 10−3 | 1.67 × 10−2 | 2.22 × 10−2 | 8.54 × 10−3 | 6.05 × 10−3 | 2.72 × 10−2 | 5.86 × 10−2 | 1.39 × 10−1 | - | 4.58 × 10−2 |
Constant | 4.84 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.01 × 10−3 | 5.14 × 10−3 * | 5.57 × 10−3 ** |
| 1.24 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.73 × 10−3 | 2.93 × 10−3 | 1.93 × 10−3 |
R-squared | 0.0388 | 0.0075 | 0.0115 | 0.0025 | 0.0365 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0331 | 0.0300 | 0.0175 |
| Panel D. Community score |
COVID | 2.25 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 5.55 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.40 × 10−3 | 4.53 × 10−3 | 8.04 × 10−3 | −1.47 × 10−3 | 8.44 × 10−4 |
| 3.51 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.18 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.12 × 10−3 | 1.25 × 10−2 | 7.93 × 10−3 | 8.39 × 10−3 | 5.52 × 10−3 |
ESG_low | 1.13 × 10−1 ** | - | - | - | 3.53 × 10−2 * | - | 0.00 × 100 | 2.06 × 10−2 ** | 7.52 × 10−2 | 7.61 × 10−2 | 2.48 × 10−2 * | - |
| 2.55 × 10−2 | - | - | - | 1.80 × 10−2 | - | 0.00 × 100 | 1.00 × 10−2 | 6.14 × 10−2 | 4.92 × 10−2 | 1.37 × 10−2 | - |
COVID*ESG_low | 1.57 × 10−1 ** | - | - | - | 6.46 × 10−2 | - | 0.00 × 100 | 1.01 × 10−2 | 1.35 × 10−1 | 2.10 × 10−1 | 1.83 × 10−2 | - |
| 7.33 × 10−2 | - | - | - | 5.17 × 10−2 | - | 0.00 × 100 | 2.87 × 10−2 | 1.76 × 10−1 | 1.41 × 10−1 | 3.94 × 10−2 | - |
ESG_high | 1.07 × 10−2 ** | 3.54 × 10−2 | 3.57 × 10−3 | 4.03 × 10−3 | 1.76 × 10−2 * | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.24 × 10−2 ** | 1.25 × 10−2 | 1.52 × 10−2 | 4.96 × 10−2 * | 9.20 × 10−3 ** |
| 2.41 × 10−3 | 1.28 × 10−2 | 2.79 × 10−3 | 2.91 × 10−3 | 9.01 × 10−3 | 2.98 × 10−3 | 2.11 × 10−3 | 6.01 × 10−3 | 1.02 × 10−2 | 9.85 × 10−3 | 2.74 × 10−2 | 2.98 × 10−3 |
COVID*ESG_high | 1.49 × 10−2 ** | 4.49 × 10−2 | 6.14 × 10−3 | 4.34 × 10−3 | 3.23 × 10−2 | 2.24 × 10−3 | 2.16 × 10−5 | 6.05 × 10−3 | 2.25 × 10−2 | 4.21 × 10−2 | 3.67 × 10−2 | 1.04 × 10−2 |
| 6.94 × 10−3 | 3.67 × 10−2 | 8.01 × 10−3 | 8.35 × 10−3 | 2.58 × 10−2 | 8.54 × 10−3 | 6.05 × 10−3 | 1.72 × 10−2 | 2.93 × 10−2 | 2.82 × 10−2 | 7.87 × 10−2 | 8.56 × 10−3 |
Constant | 4.81 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 5.20 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.42 × 10−3 * | 4.46 × 10−3 | 3.02 × 10−3 | 5.14 × 10−3 * | 5.47 × 10−3 * |
| 1.22 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.20 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.14 × 10−3 | 4.37 × 10−3 | 2.77 × 10−3 | 2.93 × 10−3 | 1.93 × 10−3 |
R-squared | 0.0398 | 0.0075 | 0.0115 | 0.0250 | 0.0355 | 0.0150 | 0.0388 | 0.0150 | 0.0128 | 0.0100 | 0.0300 | 0.0475 |
| Panel E. Product responsibility score |
COVID | 2.40 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.40 × 10−3 | 4.53 × 10−3 | 7.84 × 10−3 | −1.47 × 10−3 | 1.05 × 10−3 |
| 3.54 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.12 × 10−3 | 1.25 × 10−2 | 7.96 × 10−3 | 8.39 × 10−3 | 5.59 × 10−3 |
ESG_low | 3.79 × 10−2 ** | - | - | - | 2.79 × 10−2 * | - | - | 3.09 × 10−2 ** | 7.52 × 10−2 | 1.05 × 10−2 | - | 7.35 × 10−2 ** |
| 8.58 × 10−3 | - | - | - | 1.55 × 10−2 | - | - | 1.50 × 10−2 | 6.14 × 10−2 | 6.77 × 10−3 | - | 2.38 × 10−2 |
COVID*ESG_low | 5.35 × 10−2 ** | - | - | - | 6.41 × 10−2 | - | - | 1.51 × 10−2 | 1.35 × 10−1 | 2.84 × 10−2 | - | 8.54 × 10−2 |
| 2.47 × 10−2 | - | - | - | 4.45 × 10−2 | - | - | 4.31 × 10−2 | 1.76 × 10−1 | 1.94 × 10−2 | - | 6.83 × 10−2 |
ESG_high | 1.97 × 10−2 ** | 1.18 × 10−2 ** | 7.14 × 10−3 | - | 1.40 × 10−2 * | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.03 × 10−2 ** | 1.50 × 10−2 | 5.26 × 10−2 | 4.96 × 10−2 ** | 2.10 × 10−2 ** |
| 4.45 × 10−3 | 4.26 × 10−3 | 5.59 × 10−3 | - | 7.76 × 10−3 | 2.98 × 10−3 | 2.11 × 10−3 | 5.00 × 10−3 | 1.23 × 10−2 | 3.38 × 10−2 | 2.74 × 10−2 | 6.79 × 10−3 |
Covid*ESG_high | 2.78 × 10−2 ** | 1.50 × 10−2 | 1.23 × 10−2 | - | 3.20 × 10−2 | 2.24 × 10−3 | 2.16 × 10−5 | 5.04 × 10−3 | 2.70 × 10−2 | 1.42 × 10−1 | 3.67 × 10−2 | 2.44 × 10−2 |
| 1.28 × 10−2 | 1.22 × 10−2 | 1.60 × 10−2 | - | 2.22 × 10−2 | 8.54 × 10−3 | 6.05 × 10−3 | 1.44 × 10−2 | 3.52 × 10−2 | 9.70 × 10−2 | 7.87 × 10−2 | 1.95 × 10−2 |
Constant | 4.82 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.42 × 10−3 ** | 4.46 × 10−3 | 3.09 × 10−3 | 5.14 × 10−3 * | 5.52 × 10−3 ** |
| 1.24 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.14 × 10−3 | 4.37 × 10−3 | 2.78 × 10−3 | 2.93 × 10−3 | 1.95 × 10−3 |
R-squared | 0.0443 | 0.0075 | 0.0115 | 0.0025 | 0.0365 | 0.0150 | 0.0388 | 0.0150 | 0.0128 | 0.0314 | 0.0300 | 0.0350 |
Table A8 highlights the importance of governance—things such as ethical management, transparency, and board independence. The results show that firms with stronger governance practices tend to have higher stock returns. Interestingly, while governance continues to be important during the pandemic, its effect is not as dramatically boosted as with environmental or social scores. This suggests that strong governance is a steady factor in a company’s success, whether times are good or bad. It underscores the idea that having solid governance structures in place can help companies manage risks and maintain stability, which is always valuable to investors.
Table A8.
Panel data regression results for returns and governance pillar (G) scores.
Table A8.
Panel data regression results for returns and governance pillar (G) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Governance pillar score |
COVID | 2.20 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 7.22 × 10−3 | −1.47 × 10−3 | 8.64 × 10−4 |
| 3.51 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.71 × 10−3 | 8.39 × 10−3 | 5.58 × 10−3 |
ESG_low | 1.65 × 10−1 ** | - | - | - | - | - | - | - | - | 4.94 × 10−2 | 4.96 × 10−2 * | 2.84 × 10−1 ** |
| 3.73 × 10−2 | - | - | - | - | - | - | - | - | 3.19 × 10−2 | 2.74 × 10−2 | 9.21 × 10−2 |
COVID*ESG_low | 2.27 × 10−1 ** | - | - | - | - | - | - | - | - | 1.30 × 10−1 | 3.67 × 10−2 | 3.22 × 10−1 |
| 1.07 × 10−1 | - | - | - | - | - | - | - | - | 9.15 × 10−2 | 7.87 × 10−2 | 2.64 × 10−1 |
ESG_high | 3.80 × 10−2 ** | 3.54 × 10−2 ** | 3.57 × 10−3 | - | - | 5.39 × 10−3 * | 7.21 × 10−3 * | 1.84 × 10−2 * | 3.76 × 10−2 | 4.94 × 10−2 | 4.96 × 10−2 * | 4.73 × 10−2 ** |
| 8.61 × 10−3 | 1.28 × 10−2 | 2.79 × 10−3 | - | - | 2.98 × 10−3 | 4.22 × 10−3 | 9.48 × 10−3 | 3.07 × 10−2 | 3.19 × 10−2 | 2.74 × 10−2 | 1.54 × 10−2 |
COVID*ESG_high | 5.25 × 10−2 ** | 4.49 × 10−2 | 6.14 × 10−3 | - | - | 2.24 × 10−3 | 4.33 × 10−5 | 9.13 × 10−3 | 6.74 × 10−2 | 1.30 × 10−1 | 3.67 × 10−2 | 5.37 × 10−2 |
| 2.47 × 10−2 | 3.67 × 10−2 | 8.01 × 10−3 | - | - | 8.54 × 10−3 | 1.21 × 10−2 | 2.72 × 10−2 | 8.79 × 10−2 | 9.15 × 10−2 | 7.87 × 10−2 | 4.41 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.02 × 10−3 | 5.14 × 10−3 * | 5.52 × 10−3 ** |
| 1.22 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.69 × 10−3 | 2.93 × 10−3 | 1.95 × 10−3 |
R-squared | 0.0383 | 0.0075 | 0.0115 | 0.0025 | 0.0365 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0283 | 0.0300 | 0.0225 |
| Panel B. Management score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.04 × 10−3 | −1.47 × 10−3 | 8.64 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 7.93 × 10−3 | 8.39 × 10−3 | 5.58 × 10−3 |
ESG_low | 1.10 × 10−1 ** | - | - | - | - | - | - | - | 7.52 × 10−2 | 3.04 × 10−2 | 4.96 × 10−2 * | 2.84 × 10−1 ** |
| 2.50 × 10−2 | - | - | - | - | - | - | - | 6.14 × 10−2 | 1.97 × 10−2 | 2.74 × 10−2 | 9.21 × 10−2 |
COVID*ESG_low | 1.55 × 10−1 ** | - | - | - | - | - | - | - | 1.35 × 10−1 | 8.41 × 10−2 | 3.67 × 10−2 | 3.22 × 10−1 |
| 7.19 × 10−2 | - | - | - | - | - | - | - | 1.76 × 10−1 | 5.65 × 10−2 | 7.87 × 10−2 | 2.64 × 10−1 |
ESG_high | 2.20 × 10−2 ** | 3.54 × 10−2 ** | 3.57 × 10−3 | 8.06 × 10−3 | - | 5.39 × 10−3 * | 3.60 × 10−3 * | 1.38 × 10−2 * | 2.51 × 10−2 | 1.90 × 10−2 | 4.96 × 10−2 * | 2.58 × 10−2 ** |
| 5.00 × 10−3 | 1.28 × 10−2 | 2.79 × 10−3 | 5.83 × 10−3 | - | 2.98 × 10−3 | 2.11 × 10−3 | 7.11 × 10−3 | 2.05 × 10−2 | 1.23 × 10−2 | 2.74 × 10−2 | 8.37 × 10−3 |
COVID*ESG_high | 3.10 × 10−2 ** | 4.49 × 10−2 | 6.14 × 10−3 | 8.69 × 10−3 | - | 2.24 × 10−3 | 2.16 × 10−5 | 6.85 × 10−3 | 4.50 × 10−2 | 5.26 × 10−2 | 3.67 × 10−2 | 2.93 × 10−2 |
| 1.44 × 10−2 | 3.67 × 10−2 | 8.01 × 10−3 | 1.67 × 10−2 | - | 8.54 × 10−3 | 6.05 × 10−3 | 2.04 × 10−2 | 5.86 × 10−2 | 3.53 × 10−2 | 7.87 × 10−2 | 2.40 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 3.02 × 10−3 | 5.14 × 10−3 * | 5.52 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.77 × 10−3 | 2.93 × 10−3 | 1.95 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0365 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0333 | 0.0300 | 0.0225 |
| Panel C. Shareholders score |
COVID | 2.36 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.34 × 10−3 | −1.47 × 10−3 | 9.70 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 8.00 × 10−3 | 8.39 × 10−3 | 5.44 × 10−3 |
ESG_low | 5.22 × 10−2 ** | 3.54 × 10−2 ** | - | 8.06 × 10−3 | - | - | 7.21 × 10−3 * | - | 3.76 × 10−2 | 3.41 × 10−2 | 4.96 × 10−2 * | 6.48 × 10−2 ** |
| 1.19 × 10−2 | 1.28 × 10−2 | - | 5.83 × 10−3 | - | - | 4.22 × 10−3 | - | 3.07 × 10−2 | 2.29 × 10−2 | 2.74 × 10−2 | 2.05 × 10−2 |
COVID*ESG_low | 7.35 × 10−2 ** | 4.49 × 10−2 | - | 8.69 × 10−3 | - | - | 4.33 × 10−5 | - | 6.74 × 10−2 | 9.82 × 10−2 | 3.67 × 10−2 | 7.47 × 10−2 |
| 3.41 × 10−2 | 3.67 × 10−2 | - | 1.67 × 10−2 | - | - | 1.21 × 10−2 | - | 8.79 × 10−2 | 6.56 × 10−2 | 7.87 × 10−2 | 5.90 × 10−2 |
ESG_high | 2.16 × 10−2 ** | 3.54 × 10−2 ** | 3.57 × 10−3 | - | 1.40 × 10−2 * | 5.39 × 10−3 ** | - | 1.84 × 10−2 * | 1.25 × 10−2 | 3.41 × 10−2 | 4.96 × 10−2 * | 2.24 × 10−2 ** |
| 4.89 × 10−3 | 1.28 × 10−2 | 2.79 × 10−3 | - | 7.76 × 10−3 | 2.98 × 10−3 | - | 9.48 × 10−3 | 1.02 × 10−2 | 2.29 × 10−2 | 2.74 × 10−2 | 7.11 × 10−3 |
COVID*ESG_high | 3.04 × 10−2 ** | 4.49 × 10−2 | 6.14 × 10−3 | - | 3.20 × 10−2 | 2.24 × 10−3 | - | 9.13 × 10−3 | 2.25 × 10−2 | 9.82 × 10−2 | 3.67 × 10−2 | 2.59 × 10−2 |
| 1.41 × 10−2 | 3.67 × 10−2 | 8.01 × 10−3 | - | 2.22 × 10−2 | 8.54 × 10−3 | - | 2.72 × 10−2 | 2.93 × 10−2 | 6.56 × 10−2 | 7.87 × 10−2 | 2.04 × 10−2 |
Constant | 4.79 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 2.88 × 10−3 | 5.14 × 10−3 * | 5.49 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.79 × 10−3 | 2.93 × 10−3 | 1.90 × 10−3 |
R-squared | 0.0435 | 0.0075 | 0.0115 | 0.0025 | 0.0365 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0351 | 0.0300 | 0.0300 |
| Panel D. CSR strategy score |
COVID | 2.38 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.27 × 10−3 | 4.53 × 10−3 | 8.28 × 10−3 | −1.47 × 10−3 | 8.78 × 10−4 |
| 3.53 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.21 × 10−3 | 1.25 × 10−2 | 8.04 × 10−3 | 8.39 × 10−3 | 5.52 × 10−3 |
ESG_low | 2.86 × 10−2 ** | - | - | - | 2.79 × 10−2 * | - | - | 2.77 × 10−2 * | 1.88 × 10−2 | 1.13 × 10−2 | - | 3.88 × 10−2 ** |
| 6.43 × 10−3 | - | - | - | 1.55 × 10−2 | - | - | 1.42 × 10−2 | 1.53 × 10−2 | 7.48 × 10−3 | - | 1.23 × 10−2 |
COVID*ESG_low | 4.02 × 10−2 ** | - | - | - | 6.41 × 10−2 | - | - | 1.37 × 10−2 | 3.37 × 10−2 | 3.20 × 10−2 | - | 4.40 × 10−2 |
| 1.85 × 10−2 | - | - | - | 4.45 × 10−2 | - | - | 4.08 × 10−2 | 4.40 × 10−2 | 2.14 × 10−2 | - | 3.52 × 10−2 |
ESG_high | 1.51 × 10−2 ** | 3.54 × 10−2 ** | 3.57 × 10−3 | - | - | 5.39 × 10−3 ** | 7.21 × 10−3 * | 1.11 × 10−2 * | 1.50 × 10−2 | 2.10 × 10−2 | 1.24 × 10−2 * | 1.45 × 10−2 ** |
| 3.41 × 10−3 | 1.28 × 10−2 | 2.79 × 10−3 | - | - | 2.98 × 10−3 | 4.22 × 10−3 | 5.69 × 10−3 | 1.23 × 10−2 | 1.39 × 10−2 | 6.86 × 10−3 | 4.60 × 10−3 |
COVID*ESG_high | 2.13 × 10−2 ** | 4.49 × 10−2 | 6.14 × 10−3 | - | - | 2.24 × 10−3 | 4.33 × 10−5 | 5.48 × 10−3 | 2.70 × 10−2 | 5.95 × 10−2 | 9.17 × 10−3 | 1.65 × 10−2 |
| 9.80 × 10−3 | 3.67 × 10−2 | 8.01 × 10−3 | - | - | 8.54 × 10−3 | 1.21 × 10−2 | 1.63 × 10−2 | 3.52 × 10−2 | 3.98 × 10−2 | 1.97 × 10−2 | 1.32 × 10−2 |
Constant | 4.84 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.23 × 10−3 * | 4.46 × 10−3 | 2.96 × 10−3 | 5.14 × 10−3 * | 5.59 × 10−3 ** |
| 1.23 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.17 × 10−3 | 4.37 × 10−3 | 2.80 × 10−3 | 2.93 × 10−3 | 1.93 × 10−3 |
R-squared | 0.0443 | 0.0075 | 0.0115 | 0.0025 | 0.0365 | 0.0150 | 0.0388 | 0.0130 | 0.0128 | 0.0343 | 0.0300 | 0.0250 |
Table A9 shows what happens when things go wrong. Firms that score higher in controversies—whether it is environmental scandals, labor violations, or governance failures—suffer in terms of stock returns. And this impact is even more severe during the pandemic, when negative news can hit companies even harder. These findings are a reminder that bad behavior has real financial consequences. For companies, it is crucial to avoid actions that could damage their reputation, especially in a crisis. For investors, this table reinforces the importance of keeping an eye on a company’s controversies, as these can signal significant financial risk.
Table A9.
Panel data regression results for returns and controversies score.
Table A9.
Panel data regression results for returns and controversies score.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
COVID | 2.52 × 10−3 | 2.16 × 10−3 | 2.93 × 10−3 | 3.55 × 10−4 | 8.23 × 10−3 | −3.58 × 10−3 | −4.08 × 10−3 | −2.11 × 10−3 | 4.53 × 10−3 | 7.80 × 10−3 | −1.47 × 10−3 | 1.13 × 10−3 |
| 3.57 × 10−3 | 7.82 × 10−3 | 8.55 × 10−3 | 8.91 × 10−3 | 9.49 × 10−3 | 9.11 × 10−3 | 6.46 × 10−3 | 6.07 × 10−3 | 1.25 × 10−2 | 7.63 × 10−3 | 8.39 × 10−3 | 5.55 × 10−3 |
ESG_low | 1.24 × 10−1 ** | - | - | - | - | - | 7.21 × 10−3 * | - | 7.52 × 10−2 | - | - | 9.46 × 10−2 ** |
| 2.84 × 10−2 | - | - | - | - | - | 4.22 × 10−3 | - | 6.14 × 10−2 | - | - | 3.05 × 10−2 |
COVID*ESG_low | 1.78 × 10−1 ** | - | - | - | - | - | 4.33 × 10−5 | - | 1.35 × 10−1 | - | - | 1.11 × 10−1 |
| 8.17 × 10−2 | - | - | - | - | - | 1.21 × 10−2 | - | 1.76 × 10−1 | - | - | 8.77 × 10−2 |
ESG_high | 8.24 × 10−3 ** | 1.18 × 10−2 ** | - | 4.03 × 10−3 | 5.59 × 10−3 * | - | - | 9.50 × 10−3 | 5.78 × 10−3 | 4.37 × 10−3 | 6.20 × 10−3 * | 1.16 × 10−2 ** |
| 1.90 × 10−3 | 4.26 × 10−3 | - | 2.91 × 10−3 | 3.10 × 10−3 | - | - | 4.30 × 10−3 | 4.72 × 10−3 | 2.86 × 10−3 | 3.43 × 10−3 | 3.74 × 10−3 |
COVID*ESG_high | 1.18 × 10−2 ** | 1.50 × 10−2 | - | 4.34 × 10−3 | 1.28 × 10−2 | - | - | 5.49 × 10−3 | 1.04 × 10−2 | 1.22 × 10−2 | 4.59 × 10−3 | 1.36 × 10−2 |
| 5.45 × 10−3 | 1.22 × 10−2 | - | 8.35 × 10−3 | 8.89 × 10−3 | - | - | 1.23 × 10−2 | 1.35 × 10−2 | 8.21 × 10−3 | 9.84 × 10−3 | 1.07 × 10−2 |
Constant | 4.77 × 10−3 ** | 6.81 × 10−3 ** | 3.21 × 10−3 | 3.99 × 10−3 | 4.59 × 10−3 | 5.82 × 10−3 * | 4.10 × 10−3 * | 4.64 × 10−3 ** | 4.46 × 10−3 | 2.86 × 10−3 | 5.14 × 10−3 * | 5.48 × 10−3 ** |
| 1.24 × 10−3 | 2.73 × 10−3 | 2.98 × 10−3 | 3.11 × 10−3 | 3.31 × 10−3 | 3.18 × 10−3 | 2.25 × 10−3 | 2.12 × 10−3 | 4.37 × 10−3 | 2.66 × 10−3 | 2.93 × 10−3 | 1.94 × 10−3 |
R-squared | 0.0241 | 0.0038 | 0.0058 | 0.0013 | 0.0183 | 0.0075 | 0.0194 | 0.0059 | 0.0064 | 0.0168 | 0.0150 | 0.0200 |
Table A10.
Panel data regression results for absolute returns and overall ESG scores.
Table A10.
Panel data regression results for absolute returns and overall ESG scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. ESG combined score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.28 × 10−3 ** | 1.18 × 10−3 ** | 8.30 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.19 × 10−4 | 4.88 × 10−4 | 3.71 × 10−4 |
ESG_low | 3.15 × 10−1 ** | - | - | - | - | - | - | - | 3.24 × 10−1 ** | 1.21 × 10−1 ** | - | 5.28 × 10−1 ** |
| 2.52 × 10−3 | - | - | - | - | - | - | - | 3.69 × 10−3 | 1.35 × 10−3 | - | 6.69 × 10−3 |
COVID*ESG_low | 4.78 × 10−1 ** | - | - | - | - | - | - | - | 4.31 × 10−1 ** | 1.76 × 10−1 ** | - | 8.96 × 10−1 ** |
| 1.67 × 10−2 | - | - | - | - | - | - | - | 1.93 × 10−2 | 7.05 × 10−3 | - | 3.07 × 10−2 |
ESG_high | 5.04 × 10−1 ** | 6.08 × 10−2 ** | 2.20 × 10−2 ** | - | - | - | 1.70 × 10−2 ** | - | 3.24 × 10−1 ** | - | - | 1.06 × 100 ** |
| 4.03 × 10−3 | 8.60 × 10−4 | 3.83 × 10−4 | - | - | - | 2.79 × 10−4 | - | 3.69 × 10−3 | - | - | 1.34 × 10−2 |
COVID*ESG_high | 7.65 × 10−1 ** | 8.08 × 10−2 ** | 3.23 × 10−2 ** | - | - | - | 2.26 × 10−2 ** | - | 4.31 × 10−1 ** | - | - | 1.79 × 100 ** |
| 2.68 × 10−2 | 3.92 × 10−3 | 1.53 × 10−3 | - | - | - | 1.17 × 10−3 | - | 1.93 × 10−2 | - | - | 6.15 × 10−2 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.45 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.81 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0225 | 0.0113 | 0.0271 |
| Panel B. ESG score |
COVID | 7.60 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.28 × 10−3 ** | 1.18 × 10−3 ** | 8.30 × 10−3 ** |
| 2.78 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.19 × 10−4 | 4.88 × 10−4 | 3.70 × 10−4 |
ESG_low | 3.60 × 10−1 ** | - | - | - | - | - | - | - | - | 1.21 × 10−1 ** | - | 5.27 × 10−1 ** |
| 2.88 × 10−3 | - | - | - | - | - | - | - | - | 1.35 × 10−3 | - | 6.68 × 10−3 |
COVID*ESG_low | 5.46 × 10−1 ** | - | - | - | - | - | - | - | - | 1.76 × 10−1 ** | - | 8.95 × 10−1 ** |
| 1.91 × 10−2 | - | - | - | - | - | - | - | - | 7.05 × 10−3 | - | 3.07 × 10−2 |
ESG_high | 1.68 × 10−1 ** | - | 1.10 × 10−2 ** | - | - | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 5.88 × 10−2 ** | - | - | - | 1.51 × 10−1 ** |
| 1.34 × 10−3 | - | 1.92 × 10−4 | - | - | 2.13 × 10−4 | 1.40 × 10−4 | 6.56 × 10−4 | - | - | - | 1.91 × 10−3 |
COVID*ESG_high | 2.55 × 10−1 ** | - | 1.62 × 10−2 ** | - | - | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 8.89 × 10−2 ** | - | - | - | 2.56 × 10−1 ** |
| 8.91 × 10−3 | - | 7.66 × 10−4 | - | - | 8.01 × 10−4 | 5.85 × 10−4 | 3.39 × 10−3 | - | - | - | 8.77 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.43 × 10−3 ** |
| 9.71 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.81 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0562 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0225 | 0.0113 | 0.0272 |
Table A11.
Panel data regression results for absolute returns and environmental (E) scores.
Table A11.
Panel data regression results for absolute returns and environmental (E) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Environmental pillar score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.49 × 10−3 ** | 1.18 × 10−3 ** | 8.22 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.10 × 10−4 | 4.88 × 10−4 | 3.68 × 10−4 |
ESG_low | 8.13 × 10−2 ** | - | - | - | - | - | - | 8.81 × 10−2 ** | 1.62 × 10−1 ** | 3.43 × 10−2 ** | - | 1.16 × 10−1 ** |
| 6.50 × 10−4 | - | - | - | - | - | - | 9.84 × 10−4 | 1.84 × 10−3 | 3.80 × 10−4 | - | 1.46 × 10−3 |
COVID*ESG_low | 1.23 × 10−1 ** | - | - | - | - | - | - | 1.33 × 10−1 ** | 2.15 × 10−1 ** | 5.05 × 10−2 ** | - | 1.96 × 10−1 ** |
| 4.32 × 10−3 | - | - | - | - | - | - | 5.08 × 10−3 | 9.67 × 10−3 | 1.99 × 10−3 | - | 6.74 × 10−3 |
ESG_high | 7.64 × 10−2 ** | 6.08 × 10−2 ** | 1.10 × 10−2 ** | - | - | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 4.41 × 10−2 ** | 1.08 × 10−1 ** | 2.06 × 10−1 ** | 7.06 × 10−2 ** | 6.96 × 10−2 ** |
| 6.11 × 10−4 | 8.60 × 10−4 | 1.92 × 10−4 | - | - | 2.13 × 10−4 | 1.40 × 10−4 | 4.92 × 10−4 | 1.23 × 10−3 | 2.28 × 10−3 | 7.98 × 10−4 | 8.76 × 10−4 |
COVID*ESG_high | 1.16 × 10−1 ** | 8.08 × 10−2 ** | 1.62 × 10−2 ** | - | - | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 6.67 × 10−2 ** | 1.44 × 10−1 ** | 3.03 × 10−1 ** | 7.58 × 10−2 ** | 1.18 × 10−1 ** |
| 4.05 × 10−3 | 3.92 × 10−3 | 7.66 × 10−4 | - | - | 8.01 × 10−4 | 5.85 × 10−4 | 2.54 × 10−3 | 6.44 × 10−3 | 1.19 × 10−2 | 4.35 × 10−3 | 4.05 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.48 × 10−2 ** | 1.40 × 10−2 ** | 9.44 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.78 × 10−4 | 1.70 × 10−4 | 1.28 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0243 | 0.0113 | 0.0270 |
| Panel B. Resource use score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.28 × 10−3 ** | 1.18 × 10−3 ** | 8.30 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.19 × 10−4 | 4.88 × 10−4 | 3.71 × 10−4 |
ESG_low | 8.13 × 10−2 ** | - | - | - | - | - | - | 8.81 × 10−2 ** | 1.08 × 10−1 ** | 4.04 × 10−2 ** | - | 9.60 × 10−2 ** |
| 6.51 × 10−4 | - | - | - | - | - | - | 9.84 × 10−4 | 1.23 × 10−3 | 4.50 × 10−4 | - | 1.22 × 10−3 |
COVID*ESG_low | 1.23 × 10−1 ** | - | - | - | - | - | - | 1.33 × 10−1 ** | 1.44 × 10−1 ** | 5.88 × 10−2 ** | - | 1.63 × 10−1 ** |
| 4.32 × 10−3 | - | - | - | - | - | - | 5.08 × 10−3 | 6.44 × 10−3 | 2.35 × 10−3 | - | 5.59 × 10−3 |
ESG_high | 3.94 × 10−2 ** | 1.52 × 10−2 ** | 1.10 × 10−2 ** | - | - | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 2.94 × 10−2 ** | 4.63 × 10−2 ** | 2.02 × 10−1 ** | 4.71 × 10−2 ** | 2.93 × 10−2 ** |
| 3.15 × 10−4 | 2.15 × 10−4 | 1.92 × 10−4 | - | - | 2.13 × 10−4 | 1.40 × 10−4 | 3.28 × 10−4 | 5.27 × 10−4 | 2.25 × 10−3 | 5.32 × 10−4 | 3.72 × 10−4 |
COVID*ESG_high | 5.97 × 10−2 ** | 2.02 × 10−2 ** | 1.62 × 10−2 ** | - | - | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 4.45 × 10−2 ** | 6.15 × 10−2 ** | 2.94 × 10−1 ** | 5.05 × 10−2 ** | 4.98 × 10−2 ** |
| 2.09 × 10−3 | 9.79 × 10−4 | 7.66 × 10−4 | - | - | 8.01 × 10−4 | 5.85 × 10−4 | 1.69 × 10−3 | 2.76 × 10−3 | 1.18 × 10−2 | 2.90 × 10−3 | 1.71 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.45 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.81 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0225 | 0.0113 | 0.0271 |
| Panel C. Emissions score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.42 × 10−3 ** | 1.18 × 10−3 ** | 8.24 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.16 × 10−4 | 4.88 × 10−4 | 3.69 × 10−4 |
ESG_low | 9.69 × 10−2 ** | - | - | - | - | - | - | - | 1.08 × 10−1 ** | 4.67 × 10−2 ** | - | 1.05 × 10−1 ** |
| 7.76 × 10−4 | - | - | - | - | - | - | - | 1.23 × 10−3 | 5.18 × 10−4 | - | 1.33 × 10−3 |
COVID*ESG_low | 1.47 × 10−1 ** | - | - | - | - | - | - | - | 1.44 × 10−1 ** | 6.84 × 10−2 ** | - | 1.79 × 10−1 ** |
| 5.15 × 10−3 | - | - | - | - | - | - | - | 6.44 × 10−3 | 2.71 × 10−3 | - | 6.13 × 10−3 |
ESG_high | 1.49 × 10−2 ** | 1.22 × 10−2 ** | 1.10 × 10−2 ** | 1.24 × 10−2 ** | 1.61 × 10−2 ** | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 1.26 × 10−2 ** | 2.70 × 10−2 ** | 2.43 × 10−2 ** | 1.41 × 10−2 ** | 1.16 × 10−2 ** |
| 1.19 × 10−4 | 1.72 × 10−4 | 1.92 × 10−4 | 2.03 × 10−4 | 2.15 × 10−4 | 2.13 × 10−4 | 1.40 × 10−4 | 1.41 × 10−4 | 3.07 × 10−4 | 2.69 × 10−4 | 1.60 × 10−4 | 1.46 × 10−4 |
COVID*ESG_high | 2.26 × 10−2 ** | 1.62 × 10−2 ** | 1.62 × 10−2 ** | 1.76 × 10−2 ** | 2.25 × 10−2 ** | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 1.91 × 10−2 ** | 3.59 × 10−2 ** | 3.55 × 10−2 ** | 1.52 × 10−2 ** | 1.96 × 10−2 ** |
| 7.92 × 10−4 | 7.83 × 10−4 | 7.66 × 10−4 | 8.44 × 10−4 | 1.01 × 10−3 | 8.01 × 10−4 | 5.85 × 10−4 | 7.26 × 10−4 | 1.61 × 10−3 | 1.41 × 10−3 | 8.69 × 10−4 | 6.74 × 10−4 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.50 × 10−2 ** | 1.40 × 10−2 ** | 9.44 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.80 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0235 | 0.0113 | 0.0271 |
| Panel D. Innovation score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.41 × 10−3 ** | 1.18 × 10−3 ** | 8.25 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.25 × 10−4 | 4.88 × 10−4 | 3.69 × 10−4 |
ESG_low | 2.90 × 10−2 ** | 6.08 × 10−2 ** | - | - | 8.07 × 10−2 ** | - | 1.70 × 10−2 ** | 2.94 × 10−2 ** | 5.40 × 10−2 ** | 2.06 × 10−2 ** | 4.71 × 10−2 ** | 2.66 × 10−2 ** |
| 2.32 × 10−4 | 8.60 × 10−4 | - | - | 1.08 × 10−3 | - | 2.79 × 10−4 | 3.28 × 10−4 | 6.15 × 10−4 | 2.30 × 10−4 | 5.32 × 10−4 | 3.36 × 10−4 |
Covid*ESG_low | 4.39 × 10−2 ** | 8.08 × 10−2 ** | - | - | 1.12 × 10−1 ** | - | 2.26 × 10−2 ** | 4.45 × 10−2 ** | 7.18 × 10−2 ** | 3.00 × 10−2 ** | 5.05 × 10−2 ** | 4.51 × 10−2 ** |
| 1.54 × 10−3 | 3.92 × 10−3 | - | - | 5.03 × 10−3 | - | 1.17 × 10−3 | 1.69 × 10−3 | 3.22 × 10−3 | 1.20 × 10−3 | 2.90 × 10−3 | 1.55 × 10−3 |
ESG_high | 1.80 × 10−1 ** | - | - | - | - | - | - | 1.76 × 10−1 ** | 1.08 × 10−1 ** | 2.99 × 10−1 ** | - | 1.33 × 10−1 ** |
| 1.44 × 10−3 | - | - | - | - | - | - | 1.97 × 10−3 | 1.23 × 10−3 | 3.33 × 10−3 | - | 1.68 × 10−3 |
COVID*ESG_high | 2.73 × 10−1 ** | - | - | - | - | - | - | 2.67 × 10−1 ** | 1.44 × 10−1 ** | 4.35 × 10−1 ** | - | 2.26 × 10−1 ** |
| 9.56 × 10−3 | - | - | - | - | - | - | 1.02 × 10−2 | 6.44 × 10−3 | 1.74 × 10−2 | - | 7.74 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.51 × 10−2 ** | 1.40 × 10−2 ** | 9.44 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.83 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0226 | 0.0113 | 0.0271 |
Table A12.
Panel data regression results for absolute returns and social pillar (S) scores.
Table A12.
Panel data regression results for absolute returns and social pillar (S) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Social pillar score |
COVID | 7.59 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 4.18 × 10−3 ** | 6.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 8.20 × 10−3 ** | 8.29 × 10−3 ** | 8.03 × 10−3 ** | 1.18 × 10−3 ** | 8.27 × 10−3 ** |
| 2.75 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 3.81 × 10−4 | 5.84 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.28 × 10−4 | 4.89 × 10−4 | 4.88 × 10−4 | 3.48 × 10−4 |
ESG_low | 2.87 × 10−1 ** | - | - | - | - | - | - | 1.90 × 10−1 ** | 3.20 × 10−1 ** | 1.18 × 10−1 ** | - | 5.67 × 10−1 ** |
| 2.28 × 10−3 | - | - | - | - | - | - | 2.00 × 10−3 | 3.66 × 10−3 | 1.28 × 10−3 | - | 6.66 × 10−3 |
COVID*ESG_low | 4.35 × 10−1 ** | - | - | - | - | - | - | 2.91 × 10−1 ** | 4.29 × 10−1 ** | 1.72 × 10−1 ** | - | 9.52 × 10−1 ** |
| 1.52 × 10−2 | - | - | - | - | - | - | 1.07 × 10−2 | 1.91 × 10−2 | 6.82 × 10−3 | - | 3.22 × 10−2 |
ESG_high | 6.98 × 10−2 ** | 2.03 × 10−2 ** | 1.10 × 10−2 ** | - | 7.72 × 10−2 ** | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 6.32 × 10−2 ** | 1.07 × 10−1 ** | 2.96 × 10−1 ** | - | 5.67 × 10−2 ** |
| 5.53 × 10−4 | 2.87 × 10−4 | 1.92 × 10−4 | - | 9.76 × 10−4 | 2.13 × 10−4 | 1.40 × 10−4 | 6.65 × 10−4 | 1.22 × 10−3 | 3.19 × 10−3 | - | 6.66 × 10−4 |
COVID*ESG_high | 1.06 × 10−1 ** | 2.69 × 10−2 ** | 1.62 × 10−2 ** | - | 1.05 × 10−1 ** | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 9.68 × 10−2 ** | 1.43 × 10−1 ** | 4.30 × 10−1 ** | - | 9.52 × 10−2 ** |
| 3.70 × 10−3 | 1.31 × 10−3 | 7.66 × 10−4 | - | 4.75 × 10−3 | 8.01 × 10−4 | 5.85 × 10−4 | 3.57 × 10−3 | 6.36 × 10−3 | 1.71 × 10−2 | - | 3.22 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 8.54 × 10−3 ** | 1.47 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.26 × 10−2 ** | 2.03 × 10−2 ** | 1.46 × 10−2 ** | 1.40 × 10−2 ** | 9.70 × 10−3 ** |
| 9.60 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 1.33 × 10−4 | 2.04 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.54 × 10−4 | 1.71 × 10−4 | 1.70 × 10−4 | 1.21 × 10−4 |
R-squared | 0.0570 | 0.0290 | 0.0389 | 0.0446 | 0.0211 | 0.0247 | 0.0212 | 0.0343 | 0.0120 | 0.0237 | 0.0113 | 0.0300 |
| Panel B. Workforce score |
COVID | 7.55 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.18 × 10−3 ** | 8.12 × 10−3 ** | 8.39 × 10−3 ** | 1.18 × 10−3 ** | 8.16 × 10−3 ** |
| 2.77 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.29 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 3.97 × 10−4 | 7.35 × 10−4 | 4.91 × 10−4 | 4.88 × 10−4 | 3.65 × 10−4 |
ESG_low | 2.34 × 10−1 ** | - | - | - | - | - | - | - | 3.24 × 10−1 ** | 1.18 × 10−1 ** | - | 2.20 × 10−1 ** |
| 1.87 × 10−3 | - | - | - | - | - | - | - | 3.69 × 10−3 | 1.29 × 10−3 | - | 2.74 × 10−3 |
COVID*ESG_low | 3.54 × 10−1 ** | - | - | - | - | - | - | - | 4.31 × 10−1 ** | 1.74 × 10−1 ** | - | 3.70 × 10−1 ** |
| 1.24 × 10−2 | - | - | - | - | - | - | - | 1.93 × 10−2 | 6.81 × 10−3 | - | 1.27 × 10−2 |
ESG_high | 3.43 × 10−2 ** | 1.22 × 10−2 ** | 1.10 × 10−2 ** | 4.96 × 10−2 ** | 2.02 × 10−2 ** | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 1.94 × 10−2 ** | 4.63 × 10−2 ** | 1.18 × 10−1 ** | 3.53 × 10−2 ** | 3.14 × 10−2 ** |
| 2.74 × 10−4 | 1.72 × 10−4 | 1.92 × 10−4 | 6.27 × 10−4 | 2.69 × 10−4 | 2.13 × 10−4 | 1.40 × 10−4 | 2.15 × 10−4 | 5.27 × 10−4 | 1.29 × 10−3 | 3.99 × 10−4 | 3.92 × 10−4 |
COVID*ESG_high | 5.20 × 10−2 ** | 1.62 × 10−2 ** | 1.62 × 10−2 ** | 6.50 × 10−2 ** | 2.81 × 10−2 ** | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 2.92 × 10−2 ** | 6.15 × 10−2 ** | 1.74 × 10−1 ** | 3.79 × 10−2 ** | 5.29 × 10−2 ** |
| 1.82 × 10−3 | 7.83 × 10−4 | 7.66 × 10−4 | 3.07 × 10−3 | 1.26 × 10−3 | 8.01 × 10−4 | 5.85 × 10−4 | 1.12 × 10−3 | 2.76 × 10−3 | 6.81 × 10−3 | 2.17 × 10−3 | 1.82 × 10−3 |
Constant | 1.19 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.58 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.16 × 10−2 ** | 2.06 × 10−2 ** | 1.45 × 10−2 ** | 1.40 × 10−2 ** | 9.48 × 10−3 ** |
| 9.67 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.19 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.39 × 10−4 | 2.56 × 10−4 | 1.71 × 10−4 | 1.70 × 10−4 | 1.28 × 10−4 |
R-squared | 0.0559 | 0.0290 | 0.0389 | 0.0327 | 0.0234 | 0.0247 | 0.0212 | 0.0281 | 0.0113 | 0.0254 | 0.0113 | 0.0270 |
| Panel C. Human rights score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.38 × 10−3 ** | 1.18 × 10−3 ** | 8.23 × 10−3 ** |
| 2.80 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.15 × 10−4 | 4.88 × 10−4 | 3.69 × 10−4 |
ESG_low | 3.72 × 10−2 ** | - | - | - | - | - | - | 3.53 × 10−2 ** | 1.62 × 10−1 ** | 2.52 × 10−2 ** | 3.53 × 10−2 ** | 3.24 × 10−2 ** |
| 3.01 × 10−4 | - | - | - | - | - | - | 3.94 × 10−4 | 1.84 × 10−3 | 2.80 × 10−4 | 3.99 × 10−4 | 4.11 × 10−4 |
COVID*ESG_low | 5.65 × 10−2 ** | - | - | - | - | - | - | 5.34 × 10−2 ** | 2.15 × 10−1 ** | 3.69 × 10−2 ** | 3.79 × 10−2 ** | 5.49 × 10−2 ** |
| 1.98 × 10−3 | - | - | - | - | - | - | 2.03 × 10−3 | 9.67 × 10−3 | 1.47 × 10−3 | 2.17 × 10−3 | 1.89 × 10−3 |
ESG_high | 8.02 × 10−2 ** | 1.52 × 10−2 ** | 1.10 × 10−2 ** | 2.49 × 10−2 ** | 4.04 × 10−2 ** | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 5.88 × 10−2 ** | 1.08 × 10−1 ** | 3.03 × 10−1 ** | - | 9.18 × 10−2 ** |
| 6.48 × 10−4 | 2.15 × 10−4 | 1.92 × 10−4 | 4.06 × 10−4 | 5.38 × 10−4 | 2.13 × 10−4 | 1.40 × 10−4 | 6.56 × 10−4 | 1.23 × 10−3 | 3.36 × 10−3 | - | 1.16 × 10−3 |
COVID*ESG_high | 1.22 × 10−1 ** | 2.02 × 10−2 ** | 1.62 × 10−2 ** | 3.52 × 10−2 ** | 5.62 × 10−2 ** | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 8.89 × 10−2 ** | 1.44 × 10−1 ** | 4.43 × 10−1 ** | - | 1.56 × 10−1 ** |
| 4.26 × 10−3 | 9.79 × 10−4 | 7.66 × 10−4 | 1.69 × 10−3 | 2.52 × 10−3 | 8.01 × 10−4 | 5.85 × 10−4 | 3.39 × 10−3 | 6.44 × 10−3 | 1.76 × 10−2 | - | 5.35 × 10−3 |
Constant | 1.19 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.39 × 10−3 ** |
| 9.76 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.80 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0557 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0232 | 0.0113 | 0.0270 |
| Panel D. Community score |
COVID | 7.65 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.97 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.34 × 10−3 ** | 8.12 × 10−3 ** | 8.28 × 10−3 ** | 1.18 × 10−3 ** | 8.33 × 10−3 ** |
| 2.78 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.17 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.06 × 10−4 | 7.35 × 10−4 | 5.19 × 10−4 | 4.88 × 10−4 | 3.70 × 10−4 |
ESG_low | 2.86 × 10−1 ** | - | - | - | 9.31 × 10−2 ** | - | - | 6.33 × 10−2 ** | 3.24 × 10−1 ** | 3.03 × 10−1 ** | 7.06 × 10−2 ** | - |
| 2.30 × 10−3 | - | - | - | 1.25 × 10−3 | - | - | 7.05 × 10−4 | 3.69 × 10−3 | 3.38 × 10−3 | 7.98 × 10−4 | - |
COVID*ESG_low | 4.35 × 10−1 ** | - | - | - | 1.35 × 10−1 ** | - | - | 9.56 × 10−2 ** | 4.31 × 10−1 ** | 4.41 × 10−1 ** | 7.58 × 10−2 ** | - |
| 1.52 × 10−2 | - | - | - | 5.77 × 10−3 | - | - | 3.65 × 10−3 | 1.93 × 10−2 | 1.76 × 10−2 | 4.35 × 10−3 | - |
ESG_high | 2.71 × 10−2 ** | 6.08 × 10−2 ** | 1.10 × 10−2 ** | 1.24 × 10−2 ** | 4.66 × 10−2 ** | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 3.80 × 10−2 ** | 5.40 × 10−2 ** | 6.06 × 10−2 ** | 1.41 × 10−1 ** | 1.72 × 10−2 ** |
| 2.18 × 10−4 | 8.60 × 10−4 | 1.92 × 10−4 | 2.03 × 10−4 | 6.24 × 10−4 | 2.13 × 10−4 | 1.40 × 10−4 | 4.23 × 10−4 | 6.15 × 10−4 | 6.76 × 10−4 | 1.60 × 10−3 | 2.18 × 10−4 |
COVID*ESG_high | 4.12 × 10−2 ** | 8.08 × 10−2 ** | 1.62 × 10−2 ** | 1.76 × 10−2 ** | 6.76 × 10−2 ** | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 5.73 × 10−2 ** | 7.18 × 10−2 ** | 8.82 × 10−2 ** | 1.52 × 10−1 ** | 2.93 × 10−2 ** |
| 1.44 × 10−3 | 3.92 × 10−3 | 7.66 × 10−4 | 8.44 × 10−4 | 2.89 × 10−3 | 8.01 × 10−4 | 5.85 × 10−4 | 2.19 × 10−3 | 3.22 × 10−3 | 3.53 × 10−3 | 8.69 × 10−3 | 1.00 × 10−3 |
Constant | 1.19 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.46 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.18 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.41 × 10−3 ** |
| 9.69 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.15 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.42 × 10−4 | 2.56 × 10−4 | 1.81 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0568 | 0.0225 | 0.0373 | 0.0206 | 0.0261 | 0.0218 | 0.0329 | 0.0383 | 0.0283 | 0.0362 | 0.0369 | 0.0277 |
| Panel E. Product responsibility score |
COVID | 5.35 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 6.14 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 5.60 × 10−3 ** | 6.76 × 10−3 ** | 1.34 × 10−3 ** | 1.18 × 10−3 ** | 7.05 × 10−3 ** |
| 1.95 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 5.36 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 3.23 × 10−4 | 6.35 × 10−4 | 1.83 × 10−4 | 4.88 × 10−4 | 3.09 × 10−4 |
ESG_low | 6.27 × 10−2 ** | - | - | - | 4.57 × 10−2 ** | - | - | 6.90 × 10−2 ** | 2.55 × 10−1 ** | 4.40 × 10−3 ** | - | 1.14 × 10−1 ** |
| 5.38 × 10−4 | - | - | - | 8.97 × 10−4 | - | - | 8.37 × 10−4 | 3.18 × 10−3 | 1.58 × 10−4 | - | 1.44 × 10−3 |
COVID*ESG_low | 9.76 × 10−2 ** | - | - | - | 7.27 × 10−2 ** | - | - | 1.06 × 10−1 ** | 3.44 × 10−1 ** | 7.46 × 10−3 ** | - | 1.95 × 10−1 ** |
| 3.35 × 10−3 | - | - | - | 3.35 × 10−3 | - | - | 4.07 × 10−3 | 1.56 × 10−2 | 4.94 × 10−4 | - | 6.62 × 10−3 |
ESG_high | 3.26 × 10−2 ** | 2.03 × 10−2 ** | 2.20 × 10−2 ** | - | 2.29 × 10−2 ** | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 2.30 × 10−2 ** | 5.10 × 10−2 ** | 2.20 × 10−2 ** | 1.41 × 10−1 ** | 3.26 × 10−2 ** |
| 2.79 × 10−4 | 2.87 × 10−4 | 3.83 × 10−4 | - | 4.49 × 10−4 | 2.13 × 10−4 | 1.40 × 10−4 | 2.79 × 10−4 | 6.36 × 10−4 | 7.88 × 10−4 | 1.60 × 10−3 | 4.11 × 10−4 |
COVID*ESG_high | 5.07 × 10−2 ** | 2.69 × 10−2 ** | 3.23 × 10−2 ** | - | 3.63 × 10−2 ** | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 3.53 × 10−2 ** | 6.88 × 10−2 ** | 3.73 × 10−2 ** | 1.52 × 10−1 ** | 5.56 × 10−2 ** |
| 1.74 × 10−3 | 1.31 × 10−3 | 1.53 × 10−3 | - | 1.68 × 10−3 | 8.01 × 10−4 | 5.85 × 10−4 | 1.36 × 10−3 | 3.13 × 10−3 | 2.47 × 10−3 | 8.69 × 10−3 | 1.89 × 10−3 |
Constant | 7.82 × 10−3 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 8.40 × 10−3 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 8.51 × 10−3 ** | 1.62 × 10−2 ** | 1.53 × 10−3 ** | 1.40 × 10−2 ** | 7.92 × 10−3 ** |
| 6.82 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 1.87 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.13 × 10−4 | 2.22 × 10−4 | 6.40 × 10−5 | 1.70 × 10−4 | 1.08 × 10−4 |
R-squared | 0.0564 | 0.0290 | 0.0389 | 0.0346 | 0.0243 | 0.0247 | 0.0212 | 0.0261 | 0.0105 | 0.0051 | 0.0113 | 0.0280 |
Table A13.
Panel data regression results for absolute returns and governance pillar (G) scores.
Table A13.
Panel data regression results for absolute returns and governance pillar (G) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Governance pillar score |
COVID | 7.58 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.14 × 10−3 ** | 1.18 × 10−3 ** | 8.30 × 10−3 ** |
| 2.78 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.09 × 10−4 | 4.88 × 10−4 | 3.71 × 10−4 |
ESG_low | 4.17 × 10−1 ** | - | - | - | - | - | - | - | - | 1.95 × 10−1 ** | 1.41 × 10−1 ** | 5.28 × 10−1 ** |
| 3.35 × 10−3 | - | - | - | - | - | - | - | - | 2.21 × 10−3 | 1.60 × 10−3 | 6.69 × 10−3 |
COVID*ESG_low | 6.33 × 10−1 ** | - | - | - | - | - | - | - | - | 2.86 × 10−1 ** | 1.52 × 10−1 ** | 8.96 × 10−1 ** |
| 2.21 × 10−2 | - | - | - | - | - | - | - | - | 1.14 × 10−2 | 8.69 × 10−3 | 3.07 × 10−2 |
ESG_high | 9.61 × 10−2 ** | 6.08 × 10−2 ** | 1.10 × 10−2 ** | - | - | 1.06 × 10−2 ** | 1.70 × 10−2 ** | 5.88 × 10−2 ** | 1.62 × 10−1 ** | 1.95 × 10−1 ** | 1.41 × 10−1 ** | 8.80 × 10−2 ** |
| 7.74 × 10−4 | 8.60 × 10−4 | 1.92 × 10−4 | - | - | 2.13 × 10−4 | 2.79 × 10−4 | 6.56 × 10−4 | 1.84 × 10−3 | 2.21 × 10−3 | 1.60 × 10−3 | 1.12 × 10−3 |
COVID*ESG_high | 1.46 × 10−1 ** | 8.08 × 10−2 ** | 1.62 × 10−2 ** | - | - | 1.52 × 10−2 ** | 2.26 × 10−2 ** | 8.89 × 10−2 ** | 2.15 × 10−1 ** | 2.86 × 10−1 ** | 1.52 × 10−1 ** | 1.49 × 10−1 ** |
| 5.11 × 10−3 | 3.92 × 10−3 | 7.66 × 10−4 | - | - | 8.01 × 10−4 | 1.17 × 10−3 | 3.39 × 10−3 | 9.67 × 10−3 | 1.14 × 10−2 | 8.69 × 10−3 | 5.12 × 10−3 |
Constant | 1.19 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.44 × 10−2 ** | 1.40 × 10−2 ** | 9.45 × 10−3 ** |
| 9.71 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.78 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0559 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0225 | 0.0113 | 0.0271 |
| Panel B. Management score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.28 × 10−3 ** | 1.18 × 10−3 ** | 8.30 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.19 × 10−4 | 4.88 × 10−4 | 3.71 × 10−4 |
ESG_low | 2.80 × 10−1 ** | - | - | - | - | - | - | - | 3.24 × 10−1 ** | 1.21 × 10−1 ** | 1.41 × 10−1 ** | 5.28 × 10−1 ** |
| 2.24 × 10−3 | - | - | - | - | - | - | - | 3.69 × 10−3 | 1.35 × 10−3 | 1.60 × 10−3 | 6.69 × 10−3 |
COVID*ESG_low | 4.25 × 10−1 ** | - | - | - | - | - | - | - | 4.31 × 10−1 ** | 1.76 × 10−1 ** | 1.52 × 10−1 ** | 8.96 × 10−1 ** |
| 1.49 × 10−2 | - | - | - | - | - | - | - | 1.93 × 10−2 | 7.05 × 10−3 | 8.69 × 10−3 | 3.07 × 10−2 |
ESG_high | 5.60 × 10−2 ** | 6.08 × 10−2 ** | 1.10 × 10−2 ** | 2.49 × 10−2 ** | - | 1.06 × 10−2 ** | 8.52 × 10−3 ** | 4.41 × 10−2 ** | 1.08 × 10−1 ** | 7.58 × 10−2 ** | 1.41 × 10−1 ** | 4.80 × 10−2 ** |
| 4.48 × 10−4 | 8.60 × 10−4 | 1.92 × 10−4 | 4.06 × 10−4 | - | 2.13 × 10−4 | 1.40 × 10−4 | 4.92 × 10−4 | 1.23 × 10−3 | 8.44 × 10−4 | 1.60 × 10−3 | 6.08 × 10−4 |
COVID*ESG_high | 8.49 × 10−2 ** | 8.08 × 10−2 ** | 1.62 × 10−2 ** | 3.52 × 10−2 ** | - | 1.52 × 10−2 ** | 1.13 × 10−2 ** | 6.67 × 10−2 ** | 1.44 × 10−1 ** | 1.10 × 10−1 ** | 1.52 × 10−1 ** | 8.15 × 10−2 ** |
| 2.97 × 10−3 | 3.92 × 10−3 | 7.66 × 10−4 | 1.69 × 10−3 | - | 8.01 × 10−4 | 5.85 × 10−4 | 2.54 × 10−3 | 6.44 × 10−3 | 4.41 × 10−3 | 8.69 × 10−3 | 2.79 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.45 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.81 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0225 | 0.0113 | 0.0271 |
| Panel C. Shareholders score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.66 × 10−3 ** | 1.18 × 10−3 ** | 8.17 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.26 × 10−4 | 4.88 × 10−4 | 3.65 × 10−4 |
ESG_low | 1.33 × 10−1 ** | 6.08 × 10−2 ** | - | 2.49 × 10−2 ** | - | - | 1.70 × 10−2 ** | - | 1.62 × 10−1 ** | 1.40 × 10−1 ** | 1.41 × 10−1 ** | 1.23 × 10−1 ** |
| 1.06 × 10−3 | 8.60 × 10−4 | - | 4.06 × 10−4 | - | - | 2.79 × 10−4 | - | 1.84 × 10−3 | 1.58 × 10−3 | 1.60 × 10−3 | 1.51 × 10−3 |
COVID*ESG_low | 2.01 × 10−1 ** | 8.08 × 10−2 ** | - | 3.52 × 10−2 ** | - | - | 2.26 × 10−2 ** | - | 2.15 × 10−1 ** | 2.06 × 10−1 ** | 1.52 × 10−1 ** | 2.05 × 10−1 ** |
| 7.04 × 10−3 | 3.92 × 10−3 | - | 1.69 × 10−3 | - | - | 1.17 × 10−3 | - | 9.67 × 10−3 | 8.15 × 10−3 | 8.69 × 10−3 | 7.08 × 10−3 |
ESG_high | 5.48 × 10−2 ** | 6.08 × 10−2 ** | 1.10 × 10−2 ** | - | 4.04 × 10−2 ** | 1.06 × 10−2 ** | - | 5.88 × 10−2 ** | 5.40 × 10−2 ** | 1.40 × 10−1 ** | 1.41 × 10−1 ** | 4.24 × 10−2 ** |
| 4.38 × 10−4 | 8.60 × 10−4 | 1.92 × 10−4 | - | 5.38 × 10−4 | 2.13 × 10−4 | - | 6.56 × 10−4 | 6.15 × 10−4 | 1.58 × 10−3 | 1.60 × 10−3 | 5.21 × 10−4 |
COVID*ESG_high | 8.31 × 10−2 ** | 8.08 × 10−2 ** | 1.62 × 10−2 ** | - | 5.62 × 10−2 ** | 1.52 × 10−2 ** | - | 8.89 × 10−2 ** | 7.18 × 10−2 ** | 2.06 × 10−1 ** | 1.52 × 10−1 ** | 7.11 × 10−2 ** |
| 2.91 × 10−3 | 3.92 × 10−3 | 7.66 × 10−4 | - | 2.52 × 10−3 | 8.01 × 10−4 | - | 3.39 × 10−3 | 3.22 × 10−3 | 8.15 × 10−3 | 8.69 × 10−3 | 2.45 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.61 × 10−3 ** |
| 9.72 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.83 × 10−4 | 1.70 × 10−4 | 1.27 × 10−4 |
R-squared | 0.0561 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0238 | 0.0113 | 0.0272 |
| Panel D. CSR strategy score |
COVID | 7.61 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.36 × 10−3 ** | 8.12 × 10−3 ** | 8.41 × 10−3 ** | 1.18 × 10−3 ** | 8.25 × 10−3 ** |
| 2.79 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 4.05 × 10−4 | 7.35 × 10−4 | 5.25 × 10−4 | 4.88 × 10−4 | 3.69 × 10−4 |
ESG_low | 7.19 × 10−2 ** | - | - | - | 8.07 × 10−2 | - | - | 8.81 × 10−2 ** | 8.09 × 10−2 ** | 4.59 × 10−2 ** | - | 7.07 × 10−2 ** |
| 5.76 × 10−4 | - | - | - | 1.08 × 10−3 | - | - | 9.84 × 10−4 | 9.22 × 10−4 | 5.13 × 10−4 | - | 8.97 × 10−4 |
COVID*ESG_low | 1.09 × 10−1 ** | - | - | - | 1.12 × 10−1 | - | - | 1.33 × 10−1 ** | 1.08 × 10−1 ** | 6.70 × 10−2 ** | - | 1.20 × 10−1 ** |
| 3.82 × 10−3 | - | - | - | 5.03 × 10−3 | - | - | 5.08 × 10−3 | 4.83 × 10−3 | 2.67 × 10−3 | - | 4.12 × 10−3 |
ESG_high | 3.81 × 10−2 ** | 6.08 × 10−2 ** | 1.10 × 10−2 ** | - | - | 1.06 × 10−2 ** | 1.70 × 10−2 ** | 3.53 × 10−2 ** | 6.48 × 10−2 ** | 8.53 × 10−2 ** | 3.53 × 10−2 ** | 2.65 × 10−2 ** |
| 3.06 × 10−4 | 8.60 × 10−4 | 1.92 × 10−4 | - | - | 2.13 × 10−4 | 2.79 × 10−4 | 3.94 × 10−4 | 7.38 × 10−4 | 9.52 × 10−4 | 3.99 × 10−4 | 3.36 × 10−4 |
COVID*ESG_high | 5.78 × 10−2 ** | 8.08 × 10−2 ** | 1.62 × 10−2 ** | - | - | 1.52 × 10−2 ** | 2.26 × 10−2 ** | 5.34 × 10−2 ** | 8.62 × 10−2 ** | 1.24 × 10−1 ** | 3.79 × 10−2 ** | 4.50 × 10−2 ** |
| 2.02 × 10−3 | 3.92 × 10−3 | 7.66 × 10−4 | - | - | 8.01 × 10−4 | 1.17 × 10−3 | 2.03 × 10−3 | 3.87 × 10−3 | 4.96 × 10−3 | 2.17 × 10−3 | 1.54 × 10−3 |
Constant | 1.20 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.17 × 10−2 ** | 2.06 × 10−2 ** | 1.51 × 10−2 ** | 1.40 × 10−2 ** | 9.39 × 10−3 ** |
| 9.73 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.41 × 10−4 | 2.56 × 10−4 | 1.83 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0560 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0285 | 0.0113 | 0.0226 | 0.0113 | 0.0270 |
Table A14.
Panel data regression results for absolute returns and controversies score.
Table A14.
Panel data regression results for absolute returns and controversies score.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
COVID | 7.66 × 10−3 ** | 4.55 × 10−3 ** | 5.87 × 10−3 ** | 5.87 × 10−3 ** | 7.23 × 10−3 ** | 5.20 × 10−3 ** | 3.15 × 10−3 ** | 7.30 × 10−3 ** | 8.12 × 10−3 ** | 8.57 × 10−3 ** | 1.18 × 10−3 ** | 8.29 × 10−3 ** |
| 2.81 × 10−4 | 5.19 × 10−4 | 5.75 × 10−4 | 6.11 × 10−4 | 6.42 × 10−4 | 6.44 × 10−4 | 4.22 × 10−4 | 3.99 × 10−4 | 7.35 × 10−4 | 5.08 × 10−4 | 4.88 × 10−4 | 3.71 × 10−4 |
ESG_low | 3.17 × 10−1 ** | - | - | - | - | - | 1.70 × 10−2 ** | - | 3.24 × 10−1 ** | - | - | 1.79 × 10−1 ** |
| 2.54 × 10−3 | - | - | - | - | - | 2.79 × 10−4 | - | 3.69 × 10−3 | - | - | 2.23 × 10−3 |
COVID*ESG_low | 4.81 × 10−1 ** | - | - | - | - | - | 2.26 × 10−2 ** | - | 4.31 × 10−1 ** | - | - | 3.01 × 10−1 ** |
| 1.68 × 10−2 | - | - | - | - | - | 1.17 × 10−3 | - | 1.93 × 10−2 | - | - | 1.04 × 10−2 |
ESG_high | 2.11 × 10−2 ** | 2.03 × 10−2 ** | - | 1.24 × 10−2 ** | 1.61 × 10−2 ** | - | - | 2.69 × 10−2 ** | 2.49 × 10−2 ** | 1.83 × 10−2 ** | 1.77 × 10−2 ** | 2.19 × 10−2 ** |
| 1.70 × 10−4 | 2.87 × 10−4 | - | 2.03 × 10−4 | 2.15 × 10−4 | - | - | 3.01 × 10−4 | 2.84 × 10−4 | 2.01 × 10−4 | 2.00 × 10−4 | 2.73 × 10−4 |
COVID*ESG_high | 3.21 × 10−2 ** | 2.69 × 10−2 ** | - | 1.76 × 10−2 ** | 2.25 × 10−2 ** | - | - | 4.08 × 10−2 ** | 3.31 × 10−2 ** | 2.69 × 10−2 ** | 1.89 × 10−2 ** | 3.69 × 10−2 ** |
| 1.12 × 10−3 | 1.31 × 10−3 | - | 8.44 × 10−4 | 1.01 × 10−3 | - | - | 1.55 × 10−3 | 1.49 × 10−3 | 1.06 × 10−3 | 1.09 × 10−3 | 1.27 × 10−3 |
Constant | 1.21 × 10−2 ** | 1.16 × 10−2 ** | 1.03 × 10−2 ** | 1.17 × 10−2 ** | 1.53 × 10−2 ** | 9.95 × 10−3 ** | 8.14 × 10−3 ** | 1.15 × 10−2 ** | 2.06 × 10−2 ** | 1.49 × 10−2 ** | 1.40 × 10−2 ** | 9.61 × 10−3 ** |
| 9.81 × 10−5 | 1.81 × 10−4 | 2.01 × 10−4 | 2.13 × 10−4 | 2.24 × 10−4 | 2.25 × 10−4 | 1.47 × 10−4 | 1.39 × 10−4 | 2.56 × 10−4 | 1.77 × 10−4 | 1.70 × 10−4 | 1.29 × 10−4 |
R-squared | 0.0559 | 0.0290 | 0.0389 | 0.0346 | 0.0234 | 0.0247 | 0.0212 | 0.0287 | 0.0113 | 0.0249 | 0.0113 | 0.0271 |
Table A15.
Panel data regression results for risk-adjusted returns and overall ESG scores.
Table A15.
Panel data regression results for risk-adjusted returns and overall ESG scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. ESG combined score |
COVID | 1.10 × 10−3 | 1.64 × 10−3 | 1.71 × 10−3 | −1.37 × 10−3 | 1.58 × 10−3 | −4.28 × 10−3 | −2.64 × 10−3 | −4.88 × 10−4 | 5.04 × 10−3 | 5.33 × 10−3 | −2.26 × 10−3 | −4.19 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.43 × 10−3 | 5.80 × 10−3 | 3.28 × 10−3 | 4.32 × 10−3 | 3.33 × 10−3 |
ESG_low | 1.26 × 10−1 ** | - | - | - | - | - | - | - | 2.74 × 10−2 | 2.45 × 10−2 ** | - | 3.45 × 10−1 ** |
| 1.57 × 10−2 | - | - | - | - | - | - | - | 2.84 × 10−2 | 8.16 × 10−3 | - | 5.50 × 10−2 |
COVID*ESG_low | 1.50 × 10−1 ** | - | - | - | - | - | - | - | 9.37 × 10−2 | 6.00 × 10−2 ** | - | 3.26 × 10−1 ** |
| 4.55 × 10−2 | - | - | - | - | - | - | - | 8.15 × 10−2 | 2.34 × 10−2 | - | 1.59 × 10−1 |
ESG_high | 2.02 × 10−1 ** | 3.25 × 10−2 ** | 1.05 × 10−2 ** | - | - | - | 1.22 × 10−2 ** | - | 2.74 × 10−2 | - | - | 6.90 × 10−1 ** |
| 2.52 × 10−2 | 7.10 × 10−3 | 3.51 × 10−3 | - | - | - | 3.71 × 10−3 | - | 2.84 × 10−2 | - | - | 1.10 × 10−1 |
COVID*ESG_high | 2.39 × 10−1 ** | 3.97 × 10−2 * | 1.35 × 10−2 | - | - | - | 7.55 × 10−3 | - | 9.37 × 10−2 | - | - | 6.53 × 10−1 ** |
| 7.29 × 10−2 | 2.04 × 10−2 | 1.01 × 10−2 | - | - | - | 1.07 × 10−2 | - | 8.15 × 10−2 | - | - | 3.18 × 10−1 |
Constant | 5.04 × 10−3 ** | 6.30 × 10−3 ** | 5.03 × 10−3 ** | 4.47 × 10−3 ** | 3.54 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 3.93 × 10−3 ** | 1.21 × 10−3 | 2.57 × 10−3 ** | 3.11 × 10−3 ** | 6.88 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.02 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0317 | 0.0147 | 0.0104 | 0.0080 | 0.0160 | 0.0255 | 0.0224 | 0.0213 | 0.0260 | 0.0272 | 0.0283 | 0.0160 |
| Panel B. ESG score |
COVID | 1.05 × 10−3 | 1.65 × 10−3 | 1.71 × 10−3 | −1.34 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.64 × 10−3 | −4.84 × 10−4 | 4.92 × 10−3 | 5.32 × 10−3 | −2.25 × 10−3 | −4.79 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.43 × 10−3 | 5.75 × 10−3 | 3.28 × 10−3 | 4.32 × 10−3 | 3.33 × 10−3 |
ESG_low | 1.44 × 10−1 ** | - | - | - | - | - | - | - | - | 2.45 × 10−2 ** | - | 3.45 × 10−1 ** |
| 1.80 × 10−2 | - | - | - | - | - | - | - | - | 8.16 × 10−3 | - | 5.50 × 10−2 |
COVID*ESG_low | 1.70 × 10−1 ** | - | - | - | - | - | - | - | - | 6.00 × 10−2 | - | 3.24 × 10−1 ** |
| 5.21 × 10−2 | - | - | - | - | - | - | - | - | 2.34 × 10−2 | - | 1.59 × 10−1 |
ESG_high | 6.74 × 10−2 ** | - | 5.24 × 10−3 ** | - | - | 5.00 × 10−3 ** | 6.09 × 10−3 ** | 1.80 × 10−2 ** | - | - | - | 9.86 × 10−2 ** |
| 8.39 × 10−3 | - | 1.75 × 10−3 | - | - | 2.00 × 10−3 | 1.86 × 10−3 | 5.24 × 10−3 | - | - | - | 1.57 × 10−2 |
COVID*ESG_high | 7.95 × 10−2 ** | - | 6.74 × 10−3 | - | - | 1.24 × 10−3 | 3.78 × 10−3 | 1.61 × 10−2 | - | - | - | 9.25 × 10−2 ** |
| 2.43 × 10−2 | - | 5.03 × 10−3 | - | - | 5.73 × 10−3 | 5.33 × 10−3 | 1.50 × 10−2 | - | - | - | 4.54 × 10−2 |
Constant | 5.06 × 10−3 ** | 6.29 × 10−3 ** | 5.03 × 10−3 ** | 4.45 × 10−3 ** | 3.54 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 3.92 × 10−3 ** | 1.33 × 10−3 | 2.58 × 10−3 ** | 3.10 × 10−3 ** | 6.89 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.00 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0296 | 0.0149 | 0.0104 | 0.0075 | 0.0160 | 0.0127 | 0.0224 | 0.0040 | 0.0114 | 0.0170 | 0.0140 | 0.0213 |
Table A16.
Panel data regression results for risk-adjusted returns and environmental (E) scores.
Table A16.
Panel data regression results for risk-adjusted returns and environmental (E) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Environmental pillar score |
COVID | 1.09 × 10−3 | 1.65 × 10−3 | 1.71 × 10−3 | −1.35 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.64 × 10−3 | −4.84 × 10−4 | 4.96 × 10−3 | 5.06 × 10−3 | −2.25 × 10−3 | −3.78 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.14 × 10−3 | 4.32 × 10−3 | 3.30 × 10−3 |
ESG_low | 3.26 × 10−2 ** | - | - | - | - | - | - | 2.71 × 10−2 ** | 1.42 × 10−2 | 7.32 × 10−3 ** | - | 7.56 × 10−2 ** |
| 4.06 × 10−3 | - | - | - | - | - | - | 7.85 × 10−3 | 1.41 × 10−2 | 2.22 × 10−3 | - | 1.20 × 10−2 |
COVID*ESG_low | 3.86 × 10−2 ** | - | - | - | - | - | - | 2.41 × 10−2 | 4.69 × 10−2 | 1.70 × 10−2 ** | - | 7.19 × 10−2 ** |
| 1.18 × 10−2 | - | - | - | - | - | - | 2.26 × 10−2 | 4.05 × 10−2 | 6.37 × 10−3 | - | 3.45 × 10−2 |
ESG_high | 3.06 × 10−2 ** | 3.25 × 10−2 ** | 5.24 × 10−3 ** | - | - | 5.00 × 10−3 ** | 6.09 × 10−3 ** | 1.35 × 10−2 ** | 9.45 × 10−3 | 4.39 × 10−2 ** | 1.42 × 10−2 ** | 4.54 × 10−2 ** |
| 3.81 × 10−3 | 7.10 × 10−3 | 1.75 × 10−3 | - | - | 2.00 × 10−3 | 1.86 × 10−3 | 3.93 × 10−3 | 9.42 × 10−3 | 1.33 × 10−2 | 7.07 × 10−3 | 7.18 × 10−3 |
COVID*ESG_high | 3.63 × 10−2 ** | 3.97 × 10−2 * | 6.74 × 10−3 | - | - | 1.24 × 10−3 | 3.78 × 10−3 | 1.20 × 10−2 | 3.12 × 10−2 | 1.02 × 10−1 ** | 4.29 × 10−3 | 4.32 × 10−2 ** |
| 1.10 × 10−2 | 2.04 × 10−2 | 5.03 × 10−3 | - | - | 5.73 × 10−3 | 5.33 × 10−3 | 1.13 × 10−2 | 2.70 × 10−2 | 3.82 × 10−2 | 2.03 × 10−2 | 2.07 × 10−2 |
Constant | 5.05 × 10−3 ** | 6.29 × 10−3 ** | 5.03 × 10−3 ** | 4.45 × 10−3 ** | 3.55 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 3.92 × 10−3 ** | 1.29 × 10−3 | 2.76 × 10−3 ** | 3.10 × 10−3 ** | 6.85 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.09 × 10−3 | 1.51 × 10−3 | 1.15 × 10−3 |
R-squared | 0.0197 | 0.0093 | 0.0065 | 0.0048 | 0.0098 | 0.0318 | 0.0140 | 0.0013 | 0.0048 | 0.0168 | 0.0105 | 0.0200 |
| Panel B. Resource use score |
COVID | 1.11 × 10−3 | 1.64 × 10−3 | 1.71 × 10−3 | −1.37 × 10−3 | 1.56 × 10−3 | −4.28 × 10−3 | −2.64 × 10−3 | −4.82 × 10−4 | 5.15 × 10−3 | 5.33 × 10−3 | −2.26 × 10−3 | −4.10 × 10−4 ** |
| 1.98 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.43 × 10−3 | 5.86 × 10−3 | 3.28 × 10−3 | 4.32 × 10−3 | 3.33 × 10−3 |
ESG_low | 3.25 × 10−2 ** | - | - | - | - | - | - | 2.70 × 10−2 ** | 8.62 × 10−3 | 8.16 × 10−3 ** | - | 6.26 × 10−2 ** |
| 4.06 × 10−3 | - | - | - | - | - | - | 7.86 × 10−3 | 9.58 × 10−3 | 2.72 × 10−3 | - | 1.00 × 10−2 |
COVID*ESG_low | 3.86 × 10−2 ** | - | - | - | - | - | - | 2.41 × 10−2 | 3.12 × 10−2 | 2.00 × 10−2 ** | - | 5.93 × 10−2 ** |
| 1.18 × 10−2 | - | - | - | - | - | - | 2.26 × 10−2 | 2.74 × 10−2 | 7.80 × 10−3 | - | 2.89 × 10−2 |
ESG_high | 1.57 × 10−2 ** | 8.13 × 10−3 ** | 5.24 × 10−3 ** | - | - | 5.00 × 10−3 ** | 6.09 × 10−3 ** | 9.01 × 10−3 ** | 3.69 × 10−3 | 4.08 × 10−2 ** | 9.47 × 10−3 ** | 1.91 × 10−2 ** |
| 1.97 × 10−3 | 1.77 × 10−3 | 1.75 × 10−3 | - | - | 2.00 × 10−3 | 1.86 × 10−3 | 2.62 × 10−3 | 4.10 × 10−3 | 1.36 × 10−2 | 4.71 × 10−3 | 3.06 × 10−3 |
COVID*ESG_high | 1.87 × 10−2 ** | 9.93 × 10−3 * | 6.74 × 10−3 | - | - | 1.24 × 10−3 | 3.78 × 10−3 | 8.03 × 10−3 | 1.34 × 10−2 | 1.00 × 10−1 ** | 2.86 × 10−3 | 1.81 × 10−2 ** |
| 5.70 × 10−3 | 5.10 × 10−3 | 5.03 × 10−3 | - | - | 5.73 × 10−3 | 5.33 × 10−3 | 7.52 × 10−3 | 1.18 × 10−2 | 3.90 × 10−2 | 1.35 × 10−2 | 8.82 × 10−3 |
Constant | 5.03 × 10−3 ** | 6.30 × 10−3 ** | 5.03 × 10−3 ** | 4.47 × 10−3 ** | 3.56 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 3.92 × 10−3 ** | 1.10 × 10−3 | 2.57 × 10−3 ** | 3.12 × 10−3 ** | 6.87 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.04 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0203 | 0.0092 | 0.0065 | 0.0050 | 0.0097 | 0.0191 | 0.0140 | 0.0013 | 0.0050 | 0.0170 | 0.0106 | 0.0240 |
| Panel C. Emissions score |
COVID | 1.09 × 10−3 | 1.65 × 10−3 | 1.72 × 10−3 | −1.34 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.62 × 10−3 | −4.81 × 10−4 | 4.96 × 10−3 | 5.18 × 10−3 | −2.25 × 10−3 | −3.68 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.21 × 10−3 | 4.32 × 10−3 | 3.30 × 10−3 |
ESG_low | 3.89 × 10−2 ** | - | - | - | - | - | - | - | 9.47 × 10−3 | 9.56 × 10−3 ** | - | 6.88 × 10−2 ** |
| 4.84 × 10−3 | - | - | - | - | - | - | - | 9.42 × 10−3 | 3.07 × 10−3 | - | 1.09 × 10−2 |
COVID*ESG_low | 4.60 × 10−2 ** | - | - | - | - | - | - | - | 3.12 × 10−2 | 2.29 × 10−2 ** | - | 6.56 × 10−2 ** |
| 1.40 × 10−2 | - | - | - | - | - | - | - | 2.70 × 10−2 | 8.81 × 10−3 | - | 3.14 × 10−2 |
ESG_high | 5.98 × 10−3 ** | 6.49 × 10−3 ** | 5.23 × 10−3 ** | 4.28 × 10−3 ** | 3.74 × 10−3 ** | 5.01 × 10−3 ** | 6.08 × 10−3 ** | 3.86 × 10−3 ** | 2.37 × 10−3 | 4.97 × 10−3 ** | 2.83 × 10−3 ** | 7.56 × 10−3 ** |
| 7.45 × 10−4 | 1.42 × 10−3 | 1.75 × 10−3 | 1.62 × 10−3 | 1.31 × 10−3 | 2.00 × 10−3 | 1.85 × 10−3 | 1.12 × 10−3 | 2.35 × 10−3 | 1.60 × 10−3 | 1.41 × 10−3 | 1.20 × 10−3 |
COVID*ESG_high | 7.08 × 10−3 ** | 7.94 × 10−3 * | 6.74 × 10−3 | 3.10 × 10−3 | 5.12 × 10−3 | 1.24 × 10−3 | 3.78 × 10−3 | 3.44 × 10−3 | 7.81 × 10−3 | 1.19 × 10−2 ** | 8.58 × 10−4 | 7.20 × 10−3 ** |
| 2.16 × 10−3 | 4.08 × 10−3 | 5.03 × 10−3 | 4.66 × 10−3 | 3.77 × 10−3 | 5.73 × 10−3 | 5.33 × 10−3 | 3.22 × 10−3 | 6.75 × 10−3 | 4.58 × 10−3 | 4.05 × 10−3 | 3.45 × 10−3 |
Constant | 5.05 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 3.55 × 10−3 ** | 5.53 × 10−3 ** | 6.39 × 10−3 ** | 3.92 × 10−3 ** | 1.29 × 10−3 | 2.64 × 10−3 ** | 3.10 × 10−3 ** | 6.86 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.12 × 10−3 | 1.51 × 10−3 | 1.15 × 10−3 |
R-squared | 0.0256 | 0.0093 | 0.0067 | 0.0047 | 0.0098 | 0.0191 | 0.0138 | 0.0013 | 0.0048 | 0.0168 | 0.0105 | 0.0200 |
| Panel D. Innovation score |
COVID | 1.09 × 10−3 | 1.65 × 10−3 | 1.72 × 10−3 | −1.34 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.60 × 10−3 | −4.82 × 10−4 | 4.96 × 10−3 | 5.41 × 10−3 | −2.25 × 10−3 | −3.94 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.29 × 10−3 | 4.32 × 10−3 | 3.30 × 10−3 |
ESG_low | 1.16 × 10−2 ** | 3.24 × 10−2 ** | - | - | 1.87 × 10−2 ** | - | 1.21 × 10−2 ** | 9.01 × 10−3 ** | 4.73 × 10−3 | 4.04 × 10−3 ** | 9.43 × 10−3 ** | 1.74 × 10−2 ** |
| 1.45 × 10−3 | 7.10 × 10−3 | - | - | 6.57 × 10−3 | - | 3.71 × 10−3 | 2.62 × 10−3 | 4.71 × 10−3 | 1.37 × 10−3 | 4.71 × 10−3 | 2.75 × 10−3 |
COVID*ESG_low | 1.38 × 10−2 ** | 3.97 × 10−2 * | - | - | 2.56 × 10−2 | - | 7.55 × 10−3 | 8.03 × 10−3 | 1.56 × 10−2 | 1.01 × 10−2 ** | 2.86 × 10−3 | 1.65 × 10−2 ** |
| 4.19 × 10−3 | 2.04 × 10−2 | - | - | 1.88 × 10−2 | - | 1.06 × 10−2 | 7.52 × 10−3 | 1.35 × 10−2 | 3.94 × 10−3 | 1.35 × 10−2 | 7.94 × 10−3 |
ESG_high | 7.22 × 10−2 ** | - | - | - | - | - | - | 5.41 × 10−2 ** | 9.46 × 10−3 | 5.86 × 10−2 ** | - | 8.69 × 10−2 ** |
| 8.99 × 10−3 | - | - | - | - | - | - | 1.57 × 10−2 | 9.42 × 10−3 | 1.99 × 10−2 | - | 1.38 × 10−2 |
COVID*ESG_high | 8.55 × 10−2 ** | - | - | - | - | - | - | 4.82 × 10−2 | 3.12 × 10−2 | 1.47 × 10−1 ** | - | 8.25 × 10−2 ** |
| 2.60 × 10−2 | - | - | - | - | - | - | 4.51 × 10−2 | 2.70 × 10−2 | 5.71 × 10−2 | - | 3.97 × 10−2 |
Constant | 5.05 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 3.54 × 10−3 ** | 5.53 × 10−3 ** | 6.38 × 10−3 ** | 3.92 × 10−3 ** | 1.29 × 10−3 | 2.51 × 10−3 ** | 3.10 × 10−3 ** | 6.86 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.15 × 10−3 |
R-squared | 0.025566667 | 0.009333333 | 0.006666667 | 0.004666667 | 0.009833333 | 0.0191 | 0.013666667 | 0.001333333 | 0.0048 | 0.01745 | 0.0105 | 0.024 |
Table A17.
Panel data regression results for risk-adjusted returns and social pillar (S) scores.
Table A17.
Panel data regression results for risk-adjusted returns and social pillar (S) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Social pillar score |
COVID | 9.87 × 10−4 | 1.65 × 10−3 | 1.72 × 10−3 | −2.53 × 10−3 | 2.06 × 10−3 | −4.28 × 10−3 | −2.62 × 10−3 | −6.18 × 10−4 | 4.67 × 10−3 | 5.08 × 10−3 * | −2.24 × 10−3 | −3.96 × 10−4 |
| 1.94 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.28 × 10−3 | 3.49 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.19 × 10−3 | 5.73 × 10−3 | 3.06 × 10−3 | 4.32 × 10−3 | 3.06 × 10−3 |
ESG_low | 1.15 × 10−1 ** | - | - | - | - | - | - | 5.17 × 10−2 ** | 2.97 × 10−2 | 2.75 × 10−2 ** | - | 3.47 × 10−1 ** |
| 1.41 × 10−2 | - | - | - | - | - | - | 1.46 × 10−2 | 2.81 × 10−2 | 7.61 × 10−3 | - | 5.29 × 10−2 |
COVID*ESG_low | 1.34 × 10−1 ** | - | - | - | - | - | - | 4.42 × 10−2 | 9.12 × 10−2 | 6.14 × 10−2 ** | - | 3.29 × 10−1 ** |
| 4.08 × 10−2 | - | - | - | - | - | - | 4.19 × 10−2 | 8.06 × 10−2 | 2.18 × 10−2 | - | 1.53 × 10−1 |
ESG_high | 2.80 × 10−2 ** | 1.08 × 10−2 ** | 5.23 × 10−3 ** | - | 2.23 × 10−2 ** | 5.01 × 10−3 ** | 6.08 × 10−3 ** | 1.72 × 10−2 ** | 9.90 × 10−3 | 6.88 × 10−2 ** | - | 3.47 × 10−2 ** |
| 3.43 × 10−3 | 2.37 × 10−3 | 1.75 × 10−3 | - | 5.70 × 10−3 | 2.00 × 10−3 | 1.85 × 10−3 | 4.87 × 10−3 | 9.38 × 10−3 | 1.90 × 10−2 | - | 5.29 × 10−3 |
COVID*ESG_high | 3.27 × 10−2 ** | 1.32 × 10−2 ** | 6.74 × 10−3 | - | 3.14 × 10−2 * | 1.24 × 10−3 | 3.78 × 10−3 | 1.47 × 10−2 | 3.04 × 10−2 | 1.54 × 10−1 ** | - | 3.29 × 10−2 ** |
| 9.93 × 10−3 | 6.80 × 10−3 | 5.03 × 10−3 | - | 1.64 × 10−2 | 5.73 × 10−3 | 5.33 × 10−3 | 1.40 × 10−2 | 2.69 × 10−2 | 5.46 × 10−2 | - | 1.53 × 10−2 |
Constant | 5.06 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 6.35 × 10−3 ** | 4.22 × 10−3 ** | 5.53 × 10−3 ** | 6.39 × 10−3 ** | 3.77 × 10−3 ** | 1.41 × 10−3 | 3.00 × 10−3 ** | 3.10 × 10−3 ** | 6.60 × 10−3 ** |
| 6.77 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.49 × 10−3 | 1.22 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.11 × 10−3 | 2.00 × 10−3 | 1.07 × 10−3 | 1.51 × 10−3 | 1.07 × 10−3 |
R-squared | 0.0219 | 0.0093 | 0.0067 | 0.0227 | 0.0225 | 0.0191 | 0.0138 | 0.0025 | 0.0043 | 0.0178 | 0.0104 | 0.0257 |
| Panel B. Workforce score |
COVID | 9.30 × 10−4 | 1.65 × 10−3 | 1.72 × 10−3 | 7.80 × 10−4 | 1.57 × 10−3 | −4.28 × 10−3 | −2.59 × 10−3 | −7.93 × 10−4 | 4.96 × 10−3 | 4.74 × 10−3 | −2.25 × 10−3 | −4.53 × 10−4 |
| 1.99 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 3.89 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.33 × 10−3 | 5.76 × 10−3 | 3.05 × 10−3 | 4.32 × 10−3 | 3.27 × 10−3 |
ESG_low | 9.64 × 10−2 ** | - | - | - | - | - | - | - | 2.84 × 10−2 | 2.71 × 10−2 ** | - | 1.45 × 10−1 ** |
| 1.18 × 10−2 | - | - | - | - | - | - | - | 2.83 × 10−2 | 7.59 × 10−3 | - | 2.25 × 10−2 |
COVID*ESG_low | 1.11 × 10−1 ** | - | - | - | - | - | - | - | 9.37 × 10−2 | 5.88 × 10−2 ** | - | 1.36 × 10−1 ** |
| 3.43 × 10−2 | - | - | - | - | - | - | - | 8.10 × 10−2 | 2.18 × 10−2 | - | 6.49 × 10−2 |
ESG_high | 1.41 × 10−2 ** | 6.49 × 10−3 ** | 5.23 × 10−3 ** | 1.00 × 10−2 ** | 4.67 × 10−3 ** | 5.01 × 10−3 ** | 6.05 × 10−3 ** | 6.15 × 10−3 ** | 4.06 × 10−3 | 2.71 × 10−2 ** | 7.07 × 10−3 ** | 2.07 × 10−2 ** |
| 1.73 × 10−3 | 1.42 × 10−3 | 1.75 × 10−3 | 3.81 × 10−3 | 1.64 × 10−3 | 2.00 × 10−3 | 1.85 × 10−3 | 1.69 × 10−3 | 4.04 × 10−3 | 7.59 × 10−3 | 3.53 × 10−3 | 3.21 × 10−3 |
COVID*ESG_high | 1.63 × 10−2 ** | 7.94 × 10−3 * | 6.74 × 10−3 | 1.21 × 10−2 | 6.40 × 10−3 | 1.24 × 10−3 | 3.78 × 10−3 | 5.07 × 10−3 | 1.34 × 10−2 | 5.88 × 10−2 ** | 2.14 × 10−3 | 1.95 × 10−2 ** |
| 5.03 × 10−3 | 4.08 × 10−3 | 5.03 × 10−3 | 1.09 × 10−2 | 4.71 × 10−3 | 5.73 × 10−3 | 5.32 × 10−3 | 4.87 × 10−3 | 1.16 × 10−2 | 2.18 × 10−2 | 1.01 × 10−2 | 9.27 × 10−3 |
Constant | 5.19 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 3.24 × 10−3 ** | 3.54 × 10−3 ** | 5.53 × 10−3 ** | 6.36 × 10−3 ** | 4.05 × 10−3 ** | 1.29 × 10−3 | 2.99 × 10−3 ** | 3.10 × 10−3 ** | 6.95 × 10−3 ** |
| 6.94 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.36 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.16 × 10−3 | 2.01 × 10−3 | 1.07 × 10−3 | 1.51 × 10−3 | 1.14 × 10−3 |
R-squared | 0.0255 | 0.0093 | 0.0067 | 0.0027 | 0.0100 | 0.0191 | 0.0135 | 0.0037 | 0.0048 | 0.0156 | 0.0105 | 0.0257 |
| Panel C. Human rights score |
COVID | 9.92 × 10−4 | 1.64 × 10−3 | 1.71 × 10−3 | −1.37 × 10−3 | 1.58 × 10−3 | −4.28 × 10−3 | −2.64 × 10−3 | −4.85 × 10−4 | 5.04 × 10−3 | 5.21 × 10−3 | −2.25 × 10−3 | −4.99 × 10−4 |
| 2.01 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.43 × 10−3 | 5.80 × 10−3 | 3.21 × 10−3 | 4.32 × 10−3 | 3.32 × 10−3 |
ESG_low | 1.53 × 10−2 ** | - | - | - | - | - | - | 1.08 × 10−2 ** | 1.37 × 10−2 | 5.21 × 10−3 ** | 7.09 × 10−3 ** | 2.15 × 10−2 ** |
| 1.90 × 10−3 | - | - | - | - | - | - | 3.14 × 10−3 | 1.42 × 10−2 | 1.66 × 10−3 | 3.53 × 10−3 | 3.38 × 10−3 |
COVID*ESG_low | 1.78 × 10−2 ** | - | - | - | - | - | - | 9.63 × 10−3 | 4.69 × 10−2 | 1.24 × 10−2 ** | 2.14 × 10−3 | 2.02 × 10−2 ** |
| 5.50 × 10−3 | - | - | - | - | - | - | 9.02 × 10−3 | 4.07 × 10−2 | 4.76 × 10−3 | 1.01 × 10−2 | 9.76 × 10−3 |
ESG_high | 3.30 × 10−2 ** | 8.13 × 10−3 ** | 5.24 × 10−3 ** | 8.61 × 10−3 ** | 9.33 × 10−3 ** | 5.00 × 10−3 ** | 6.09 × 10−3 ** | 1.80 × 10−2 ** | 9.13 × 10−3 | 6.25 × 10−2 ** | - | 6.10 × 10−2 ** |
| 4.10 × 10−3 | 1.77 × 10−3 | 1.75 × 10−3 | 3.25 × 10−3 | 3.28 × 10−3 | 2.00 × 10−3 | 1.86 × 10−3 | 5.24 × 10−3 | 9.47 × 10−3 | 1.99 × 10−2 | - | 9.58 × 10−3 |
COVID*ESG_high | 3.84 × 10−2 ** | 9.93 × 10−3 * | 6.74 × 10−3 | 6.20 × 10−3 | 1.28 × 10−2 | 1.24 × 10−3 | 3.78 × 10−3 | 1.61 × 10−2 | 3.12 × 10−2 | 1.49 × 10−1 ** | - | 5.71 × 10−2 ** |
| 1.19 × 10−2 | 5.10 × 10−3 | 5.03 × 10−3 | 9.32 × 10−3 | 9.42 × 10−3 | 5.73 × 10−3 | 5.33 × 10−3 | 1.50 × 10−2 | 2.72 × 10−2 | 5.72 × 10−2 | - | 2.77 × 10−2 |
Constant | 5.15 × 10−3 ** | 6.30 × 10−3 ** | 5.03 × 10−3 ** | 4.47 × 10−3 ** | 3.54 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 3.93 × 10−3 ** | 1.21 × 10−3 | 2.65 × 10−3 ** | 3.11 × 10−3 ** | 6.97 × 10−3 ** |
| 7.00 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.02 × 10−3 | 1.12 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0206 | 0.0092 | 0.0065 | 0.0050 | 0.0100 | 0.0191 | 0.0140 | 0.0013 | 0.0049 | 0.0170 | 0.0105 | 0.0330 |
| Panel D. Community score |
COVID | 1.05 × 10−3 | 1.64 × 10−3 | 1.72 × 10−3 | −1.35 × 10−3 | 3.64 × 10−4 | −4.28 × 10−3 | −2.62 × 10−3 | −4.95 × 10−4 | 4.97 × 10−3 | 5.32 × 10−3 | −2.25 × 10−3 | −3.78 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.13 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.37 × 10−3 | 5.76 × 10−3 | 3.28 × 10−3 | 4.32 × 10−3 | 3.32 × 10−3 |
ESG_low | 1.16 × 10−1 ** | - | - | - | 2.66 × 10−2 ** | - | - | 1.98 × 10−2 ** | 2.83 × 10−2 | 6.13 × 10−2 ** | 1.42 × 10−2 ** | - |
| 1.43 × 10−2 | - | - | - | 8.10 × 10−3 | - | - | 5.50 × 10−3 | 2.83 × 10−2 | 2.04 × 10−2 | 7.07 × 10−3 | - |
COVID*ESG_low | 1.36 × 10−1 ** | - | - | - | 2.85 × 10−2 | - | - | 1.76 × 10−2 | 9.37 × 10−2 | 1.50 × 10−1 ** | 4.29 × 10−3 | - |
| 4.14 × 10−2 | - | - | - | 2.33 × 10−2 | - | - | 1.58 × 10−2 | 8.10 × 10−2 | 5.85 × 10−2 | 2.03 × 10−2 | - |
ESG_high | 1.10 × 10−2 ** | 3.25 × 10−2 ** | 5.23 × 10−3 ** | 4.29 × 10−3 ** | 1.33 × 10−2 ** | 5.01 × 10−3 ** | 6.08 × 10−3 ** | 1.19 × 10−2 ** | 4.72 × 10−3 | 1.23 × 10−2 ** | 2.84 × 10−2 ** | 1.13 × 10−2 ** |
| 1.36 × 10−3 | 7.10 × 10−3 | 1.75 × 10−3 | 1.62 × 10−3 | 4.05 × 10−3 | 2.00 × 10−3 | 1.85 × 10−3 | 3.30 × 10−3 | 4.71 × 10−3 | 4.08 × 10−3 | 1.41 × 10−2 | 1.79 × 10−3 |
COVID*ESG_high | 1.29 × 10−2 ** | 3.97 × 10−2 | 6.74 × 10−3 | 3.10 × 10−3 | 1.42 × 10−2 | 1.24 × 10−3 | 3.78 × 10−3 | 1.06 × 10−2 | 1.56 × 10−2 | 3.00 × 10−2 ** | 8.58 × 10−3 | 1.07 × 10−2 ** |
| 3.93 × 10−3 | 2.04 × 10−2 | 5.03 × 10−3 | 4.66 × 10−3 | 1.16 × 10−2 | 5.73 × 10−3 | 5.33 × 10−3 | 9.49 × 10−3 | 1.35 × 10−2 | 1.17 × 10−2 | 4.05 × 10−2 | 5.17 × 10−3 |
Constant | 5.09 × 10−3 ** | 6.30 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 4.38 × 10−3 ** | 5.53 × 10−3 ** | 6.39 × 10−3 ** | 4.02 × 10−3 ** | 1.28 × 10−3 | 2.58 × 10−3 ** | 3.11 × 10−3 ** | 6.87 × 10−3 ** |
| 6.87 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.44 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.18 × 10−3 | 2.01 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0236 | 0.0119 | 0.0087 | 0.0063 | 0.0065 | 0.0041 | 0.0180 | 0.0173 | 0.0006 | 0.0221 | 0.0228 | 0.0258 |
| Panel E. Product responsibility score |
COVID | 1.07 × 10−3 | 1.64 × 10−3 | 1.72 × 10−3 | −1.35 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.64 × 10−3 | −4.96 × 10−4 | 4.96 × 10−3 | 5.25 × 10−3 ** | −2.25 × 10−3 | −4.03 × 10−4 ** |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.37 × 10−3 | 5.76 × 10−3 | 3.28 × 10−3 | 4.32 × 10−3 | 3.33 × 10−3 |
ESG_low | 3.86 × 10−2 ** | - | - | - | 1.87 × 10−2 ** | - | - | 2.97 × 10−2 ** | 2.83 × 10−2 | 8.39 × 10−3 ** | - | 8.90 × 10−2 ** |
| 4.78 × 10−3 | - | - | - | 6.57 × 10−3 | - | - | 8.26 × 10−3 | 2.83 × 10−2 | 2.79 × 10−3 | - | 1.42 × 10−2 |
COVID*ESG_low | 4.55 × 10−2 ** | - | - | - | 2.56 × 10−2 | - | - | 2.64 × 10−2 | 9.37 × 10−2 | 2.04 × 10−2 ** | - | 8.44 × 10−2 ** |
| 1.38 × 10−2 | - | - | - | 1.88 × 10−2 | - | - | 2.37 × 10−2 | 8.10 × 10−2 | 8.00 × 10−3 | - | 4.09 × 10−2 |
ESG_high | 2.00 × 10−2 ** | 1.08 × 10−2 ** | 1.05 × 10−2 ** | - | 9.34 × 10−3 ** | 5.00 × 10−3 ** | 6.09 × 10−3 ** | 9.91 × 10−3 ** | 5.67 × 10−3 | 4.19 × 10−2 ** | 2.83 × 10−2 ** | 2.54 × 10−2 ** |
| 2.48 × 10−3 | 2.37 × 10−3 | 3.51 × 10−3 | - | 3.28 × 10−3 | 2.00 × 10−3 | 1.86 × 10−3 | 2.75 × 10−3 | 5.65 × 10−3 | 1.40 × 10−2 | 1.41 × 10−2 | 4.05 × 10−3 |
COVID*ESG_high | 2.36 × 10−2 ** | 1.32 × 10−2 * | 1.35 × 10−2 | - | 1.28 × 10−2 | 1.24 × 10−3 | 3.78 × 10−3 | 8.82 × 10−3 | 1.87 × 10−2 | 1.02 × 10−1 ** | 8.58 × 10−3 | 2.41 × 10−2 ** |
| 7.18 × 10−3 | 6.80 × 10−3 | 1.01 × 10−2 | - | 9.42 × 10−3 | 5.73 × 10−3 | 5.33 × 10−3 | 7.91 × 10−3 | 1.62 × 10−2 | 4.00 × 10−2 | 4.05 × 10−2 | 1.17 × 10−2 |
Constant | 5.08 × 10−3 ** | 6.30 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 3.55 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 4.02 × 10−3 ** | 1.29 × 10−3 | 2.59 × 10−3 ** | 3.10 × 10−3 ** | 6.90 × 10−3 ** |
| 6.88 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.18 × 10−3 | 2.01 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0249 | 0.0093 | 0.0067 | 0.0048 | 0.0098 | 0.0191 | 0.0140 | 0.0013 | 0.0048 | 0.0165 | 0.0105 | 0.0240 |
Table A18.
Panel data regression results for risk-adjusted returns and governance pillar (G) scores.
Table A18.
Panel data regression results for risk-adjusted returns and governance pillar (G) scores.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
| Panel A. Governance pillar score |
COVID | 1.10 × 10−3 | 1.65 × 10−3 | 1.72 × 10−3 | −1.35 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.60 × 10−3 | −4.80 × 10−4 | 4.96 × 10−3 | 5.36 × 10−3 | −2.25 × 10−3 | −4.22 × 10−4 |
| 1.98 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.31 × 10−3 | 4.32 × 10−3 | 3.33 × 10−3 |
ESG_low | 1.69 × 10−1 ** | - | - | - | - | - | - | - | - | 4.19 × 10−2 ** | 2.83 × 10−2 ** | 3.45 × 10−1 ** |
| 2.10 × 10−2 | - | - | - | - | - | - | - | - | 1.37 × 10−2 | 1.41 × 10−2 | 5.50 × 10−2 |
COVID*ESG_low | 2.00 × 10−1 ** | - | - | - | - | - | - | - | - | 1.02 × 10−1 ** | 8.58 × 10−3 | 3.26 × 10−1 ** |
| 6.09 × 10−2 | - | - | - | - | - | - | - | - | 3.94 × 10−2 | 4.05 × 10−2 | 1.59 × 10−1 |
ESG_high | 3.90 × 10−2 ** | 3.24 × 10−2 ** | 5.23 × 10−3 ** | - | - | 5.01 × 10−3 ** | 1.21 × 10−2 ** | 1.80 × 10−2 ** | 1.42 × 10−2 | 4.19 × 10−2 ** | 2.83 × 10−2 ** | 5.75 × 10−2 ** |
| 4.85 × 10−3 | 7.10 × 10−3 | 1.75 × 10−3 | - | - | 2.00 × 10−3 | 3.71 × 10−3 | 5.24 × 10−3 | 1.41 × 10−2 | 1.37 × 10−2 | 1.41 × 10−2 | 9.17 × 10−3 |
COVID*ESG_high | 4.62 × 10−2 ** | 3.97 × 10−2 * | 6.74 × 10−3 | - | - | 1.24 × 10−3 | 7.55 × 10−3 | 1.61 × 10−2 | 4.69 × 10−2 | 1.02 × 10−1 ** | 8.58 × 10−3 | 5.44 × 10−2 ** |
| 1.41 × 10−2 | 2.04 × 10−2 | 5.03 × 10−3 | - | - | 5.73 × 10−3 | 1.06 × 10−2 | 1.50 × 10−2 | 4.05 × 10−2 | 3.94 × 10−2 | 4.05 × 10−2 | 2.65 × 10−2 |
Constant | 5.07 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 3.55 × 10−3 ** | 5.53 × 10−3 ** | 6.38 × 10−3 ** | 3.92 × 10−3 ** | 1.29 × 10−3 | 2.66 × 10−3 ** | 3.10 × 10−3 ** | 6.88 × 10−3 ** |
| 6.91 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.16 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0258 | 0.0093 | 0.0067 | 0.0048 | 0.0098 | 0.0191 | 0.0137 | 0.0013 | 0.0048 | 0.0169 | 0.0105 | 0.0240 |
| Panel B. Management score |
COVID | 1.09 × 10−3 | 1.65 × 10−3 | 1.72 × 10−3 | −1.35 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.62 × 10−3 | −4.81 × 10−4 | 4.96 × 10−3 | 5.32 × 10−3 | −2.25 × 10−3 | −4.23 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.28 × 10−3 | 4.32 × 10−3 | 3.33 × 10−3 |
ESG_low | 1.12 × 10−1 ** | - | - | - | - | - | - | - | 2.84 × 10−2 | 2.45 × 10−2 ** | 2.83 × 10−2 ** | 3.45 × 10−1 ** |
| 1.40 × 10−2 | - | - | - | - | - | - | - | 2.83 × 10−2 | 8.16 × 10−3 | 1.41 × 10−2 | 5.50 × 10−2 |
COVID*ESG_low | 1.33 × 10−1 ** | - | - | - | - | - | - | - | 9.37 × 10−2 | 6.00 × 10−2 ** | 8.58 × 10−3 | 3.26 × 10−1 ** |
| 4.05 × 10−2 | - | - | - | - | - | - | - | 8.10 × 10−2 | 2.34 × 10−2 | 4.05 × 10−2 | 1.59 × 10−1 |
ESG_high | 2.25 × 10−2 ** | 3.24 × 10−2 ** | 5.23 × 10−3 ** | 8.58 × 10−3 ** | - | 5.01 × 10−3 ** | 6.08 × 10−3 ** | 1.35 × 10−2 ** | 9.47 × 10−3 | 1.53 × 10−2 ** | 2.83 × 10−2 ** | 3.14 × 10−2 ** |
| 2.80 × 10−3 | 7.10 × 10−3 | 1.75 × 10−3 | 3.25 × 10−3 | - | 2.00 × 10−3 | 1.85 × 10−3 | 3.93 × 10−3 | 9.42 × 10−3 | 5.10 × 10−3 | 1.41 × 10−2 | 5.00 × 10−3 |
COVID*ESG_high | 2.66 × 10−2 ** | 3.97 × 10−2 * | 6.74 × 10−3 | 6.20 × 10−3 | - | 1.24 × 10−3 | 3.78 × 10−3 | 1.20 × 10−2 | 3.12 × 10−2 | 3.75 × 10−2 ** | 8.58 × 10−3 | 2.97 × 10−2 ** |
| 8.10 × 10−3 | 2.04 × 10−2 | 5.03 × 10−3 | 9.32 × 10−3 | - | 5.73 × 10−3 | 5.33 × 10−3 | 1.13 × 10−2 | 2.70 × 10−2 | 1.46 × 10−2 | 4.05 × 10−2 | 1.44 × 10−2 |
Constant | 5.05 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 3.55 × 10−3 ** | 5.53 × 10−3 ** | 6.39 × 10−3 ** | 3.92 × 10−3 ** | 1.29 × 10−3 | 2.58 × 10−3 ** | 3.10 × 10−3 ** | 6.88 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.16 × 10−3 |
R-squared | 0.0256 | 0.0093 | 0.0067 | 0.0048 | 0.0098 | 0.0191 | 0.0138 | 0.0013 | 0.0048 | 0.0170 | 0.0105 | 0.0240 |
| Panel C. Shareholders score |
COVID | 1.09 × 10−3 | 1.64 × 10−3 | 1.72 × 10−3 | −1.36 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.63 × 10−3 | −4.86 × 10−4 | 4.96 × 10−3 | 5.52 × 10−3 * | −2.25 × 10−3 | −3.19 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.68 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.30 × 10−3 | 4.32 × 10−3 | 3.24 × 10−3 |
ESG_low | 5.32 × 10−2 ** | 3.25 × 10−2 ** | - | 8.60 × 10−3 ** | - | - | 1.22 × 10−2 ** | - | 1.42 × 10−2 | 2.78 × 10−2 ** | 2.84 × 10−2 ** | 7.79 × 10−2 ** |
| 6.62 × 10−3 | 7.10 × 10−3 | - | 3.25 × 10−3 | - | - | 3.71 × 10−3 | - | 1.41 × 10−2 | 9.45 × 10−3 | 1.41 × 10−2 | 1.22 × 10−2 |
COVID*ESG_low | 6.30 × 10−2 ** | 3.97 × 10−2 * | - | 6.20 × 10−3 | - | - | 7.55 × 10−3 | - | 4.69 × 10−2 | 7.02 × 10−2 ** | 8.58 × 10−3 | 7.47 × 10−2 ** |
| 1.92 × 10−2 | 2.04 × 10−2 | - | 9.32 × 10−3 | - | - | 1.07 × 10−2 | - | 4.05 × 10−2 | 2.71 × 10−2 | 4.05 × 10−2 | 3.53 × 10−2 |
ESG_high | 2.20 × 10−2 ** | 3.25 × 10−2 ** | 5.23 × 10−3 | - | 9.34 × 10−3 ** | 5.01 × 10−3 ** | - | 1.80 × 10−2 ** | 4.73 × 10−3 | 2.78 × 10−2 ** | 2.84 × 10−2 ** | 2.70 × 10−2 ** |
| 2.74 × 10−3 | 7.10 × 10−3 | 1.75 × 10−3 | - | 3.28 × 10−3 | 2.00 × 10−3 | - | 5.24 × 10−3 | 4.71 × 10−3 | 9.45 × 10−3 | 1.41 × 10−2 | 4.24 × 10−3 |
COVID*ESG_high | 2.60 × 10−2 ** | 3.97 × 10−2 * | 6.74 × 10−3 | - | 1.28 × 10−2 | 1.24 × 10−3 | - | 1.61 × 10−2 | 1.56 × 10−2 | 7.02 × 10−2 ** | 8.58 × 10−3 | 2.58 × 10−2 ** |
| 7.92 × 10−3 | 2.04 × 10−2 | 5.03 × 10−3 | - | 9.42 × 10−3 | 5.73 × 10−3 | - | 1.50 × 10−2 | 1.35 × 10−2 | 2.71 × 10−2 | 4.05 × 10−2 | 1.22 × 10−2 |
Constant | 5.05 × 10−3 ** | 6.30 × 10−3 ** | 5.02 × 10−3 ** | 4.47 × 10−3 ** | 3.54 × 10−3 ** | 5.53 × 10−3 ** | 6.41 × 10−3 ** | 3.93 × 10−3 ** | 1.29 × 10−3 | 2.50 × 10−3 ** | 3.11 × 10−3 ** | 6.78 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.13 × 10−3 |
R-squared | 0.0256 | 0.0093 | 0.0067 | 0.0048 | 0.0100 | 0.0191 | 0.0140 | 0.0013 | 0.0048 | 0.0181 | 0.0105 | 0.0160 |
| Panel D. CSR strategy score |
COVID | 1.07 × 10−3 | 1.65 × 10−3 | 1.72 × 10−3 | −1.35 × 10−3 | 1.57 × 10−3 | −4.28 × 10−3 | −2.62 × 10−3 | −4.81 × 10−4 | 4.96 × 10−3 | 5.41 × 10−3 | −2.25 × 10−3 | −4.27 × 10−4 |
| 1.97 × 10−3 | 4.34 × 10−3 | 5.36 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.11 × 10−3 | 5.67 × 10−3 | 3.43 × 10−3 | 5.76 × 10−3 | 3.29 × 10−3 | 4.32 × 10−3 | 3.31 × 10−3 |
ESG_low | 2.91 × 10−2 ** | - | - | - | 1.87 × 10−2 ** | - | - | 2.70 × 10−2 ** | 7.10 × 10−3 | 9.02 × 10−3 ** | - | 4.70 × 10−2 ** |
| 3.60 × 10−3 | - | - | - | 6.57 × 10−3 | - | - | 7.86 × 10−3 | 7.07 × 10−3 | 3.06 × 10−3 | - | 7.35 × 10−3 |
COVID*ESG_low | 3.44 × 10−2 ** | - | - | - | 2.56 × 10−2 | - | - | 2.41 × 10−2 | 2.34 × 10−2 | 2.25 × 10−2 ** | - | 4.44 × 10−2 ** |
| 1.04 × 10−2 | - | - | - | 1.88 × 10−2 | - | - | 2.26 × 10−2 | 2.02 × 10−2 | 8.78 × 10−3 | - | 2.12 × 10−2 |
ESG_high | 1.54 × 10−2 ** | 3.24 × 10−2 ** | 5.23 × 10−3 ** | - | - | 5.01 × 10−3 ** | 1.22 × 10−2 ** | 1.08 × 10−2 ** | 5.68 × 10−3 | 1.68 × 10−2 ** | 7.07 × 10−3 ** | 1.76 × 10−2 ** |
| 1.91 × 10−3 | 7.10 × 10−3 | 1.75 × 10−3 | - | - | 2.00 × 10−3 | 3.71 × 10−3 | 3.14 × 10−3 | 5.65 × 10−3 | 5.69 × 10−3 | 3.53 × 10−3 | 2.76 × 10−3 |
COVID*ESG_high | 1.82 × 10−2 ** | 3.97 × 10−2 * | 6.74 × 10−3 | - | - | 1.24 × 10−3 | 7.55 × 10−3 | 9.63 × 10−3 | 1.87 × 10−2 | 4.19 × 10−2 ** | 2.14 × 10−3 | 1.67 × 10−2 ** |
| 5.52 × 10−3 | 2.04 × 10−2 | 5.03 × 10−3 | - | - | 5.73 × 10−3 | 1.07 × 10−2 | 9.02 × 10−3 | 1.62 × 10−2 | 1.63 × 10−2 | 1.01 × 10−2 | 7.95 × 10−3 |
Constant | 5.10 × 10−3 ** | 6.29 × 10−3 ** | 5.02 × 10−3 ** | 4.45 × 10−3 ** | 3.55 × 10−3 ** | 5.53 × 10−3 ** | 6.39 × 10−3 ** | 3.92 × 10−3 ** | 1.29 × 10−3 | 2.51 × 10−3 ** | 3.10 × 10−3 ** | 6.96 × 10−3 ** |
| 6.89 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.13 × 10−3 | 1.98 × 10−3 | 1.20 × 10−3 | 2.01 × 10−3 | 1.15 × 10−3 | 1.51 × 10−3 | 1.15 × 10−3 |
R-squared | 0.0249 | 0.0093 | 0.0067 | 0.0048 | 0.0098 | 0.0191 | 0.0138 | 0.0013 | 0.0048 | 0.0175 | 0.0105 | 0.0240 |
Table A19.
Panel data regression results for risk-adjusted returns and controversies score.
Table A19.
Panel data regression results for risk-adjusted returns and controversies score.
| | Europe | Non-Europe |
---|
All Countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States |
---|
COVID | 1.14 × 10−3 | 1.75 × 10−3 | 2.55 × 10−3 | −1.37 × 10−3 | 1.58 × 10−3 | −4.41 × 10−3 | −2.66 × 10−3 | −5.69 × 10−4 | 5.07 × 10−3 | 5.13 × 10−3 | −2.38 × 10−3 | −3.09 × 10−4 |
| 1.98 × 10−3 | 4.34 × 10−3 | 5.37 × 10−3 | 4.97 × 10−3 | 4.02 × 10−3 | 6.09 × 10−3 | 5.68 × 10−3 | 3.42 × 10−3 | 5.80 × 10−3 | 3.13 × 10−3 | 4.32 × 10−3 | 3.30 × 10−3 |
ESG_low | 1.25 × 10−1 ** | - | - | - | - | - | 1.19 × 10−2 ** | - | 2.73 × 10−2 | - | - | 1.13 × 10−1 ** |
| 1.58 × 10−2 | - | - | - | - | - | 3.71 × 10−3 | - | 2.84 × 10−2 | - | - | 1.82 × 10−2 |
COVID*ESG_low | 1.49 × 10−1 ** | - | - | - | - | - | 7.19 × 10−3 | - | 9.41 × 10−2 | - | - | 1.08 × 10−1 ** |
| 4.56 × 10−2 | - | - | - | - | - | 1.07 × 10−2 | - | 8.15 × 10−2 | - | - | 5.24 × 10−2 |
ESG_high | 8.31 × 10−3 ** | 1.08 × 10−2 ** | - | 4.31 × 10−3 ** | 3.73 × 10−3 ** | - | - | 9.17 × 10−3 ** | 2.10 × 10−3 | 3.62 × 10−3 ** | 3.53 × 10−3 ** | 1.38 × 10−2 ** |
| 1.05 × 10−3 | 2.37 × 10−3 | - | 1.62 × 10−3 | 1.31 × 10−3 | - | - | 2.42 × 10−3 | 2.19 × 10−3 | 1.18 × 10−3 | 1.77 × 10−3 | 2.22 × 10−3 |
COVID*ESG_high | 9.94 × 10−3 ** | 1.34 × 10−2 ** | - | 3.10 × 10−3 | 5.12 × 10−3 | - | - | 8.08 × 10−3 | 7.24 × 10−3 | 8.78 × 10−3 ** | 9.21 × 10−4 | 1.32 × 10−2 ** |
| 3.04 × 10−3 | 6.81 × 10−3 | - | 4.66 × 10−3 | 3.77 × 10−3 | - | - | 6.96 × 10−3 | 6.27 × 10−3 | 3.37 × 10−3 | 5.07 × 10−3 | 6.41 × 10−3 |
Constant | 4.97 × 10−3 ** | 6.27 × 10−3 ** | 4.82 × 10−3 ** | 4.47 × 10−3 ** | 3.54 × 10−3 ** | 5.91 × 10−3 ** | 6.26 × 10−3 ** | 4.30 × 10−3 ** | 1.20 × 10−3 | 2.53 × 10−3 ** | 3.11 × 10−3 ** | 6.73 × 10−3 ** |
| 6.90 × 10−4 | 1.52 × 10−3 | 1.87 × 10−3 | 1.73 × 10−3 | 1.40 × 10−3 | 2.12 × 10−3 | 1.98 × 10−3 | 1.19 × 10−3 | 2.02 × 10−3 | 1.09 × 10−3 | 1.51 × 10−3 | 1.15 × 10−3 |
R-squared | 0.0260 | 0.0126 | 0.0174 | 0.0060 | 0.0120 | 0.0203 | 0.0017 | 0.0035 | 0.0059 | 0.0038 | 0.0023 | 0.0250 |
Table A20.
Cross-sectional results for returns against ESG score indices and WGI_high.
Table A20.
Cross-sectional results for returns against ESG score indices and WGI_high.
| CS | S | EPS | RU | E | I | SPS | W | HR | Co | PR | GPS | M | Sh | CSR_S | CoS |
---|
| Panel A. Full sample |
COVID | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 |
| 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 |
Index_low | 1.37 × 10−2 ** | 1.59 × 10−2 ** | 3.59 × 10−3 ** | 3.59 × 10−3 ** | 4.29 × 10−3 ** | 1.28 × 10−3 ** | 1.24 × 10−2 ** | 1.01 × 10−2 ** | 1.62 × 10−3 ** | 1.15 × 10−2 ** | 4.13 × 10−3 ** | 1.86 × 10−2 ** | 1.24 × 10−2 ** | 5.86 × 10−3 ** | 3.18 × 10−3 ** | 1.44 × 10−2 ** |
| 4.28 × 10−3 | 4.97 × 10−3 | 1.12 × 10−3 | 1.12 × 10−3 | 1.34 × 10−3 | 4.00 × 10−4 | 3.86 × 10−3 | 3.16 × 10−3 | 5.04 × 10−4 | 3.59 × 10−3 | 1.29 × 10−3 | 5.80 × 10−3 | 3.86 × 10−3 | 1.83 × 10−3 | 9.94 × 10−4 | 4.48 × 10−3 |
Index_high | 2.19 × 10−2 ** | 7.43 × 10−3 ** | 3.38 × 10−3 ** | 1.74 × 10−3 ** | 1.96 × 10−3 ** | 7.96 × 10−3 ** | 3.01 × 10−3 ** | 1.49 × 10−3 ** | 3.48 × 10−3 ** | 1.21 × 10−3 ** | 2.14 × 10−3 ** | 4.29 × 10−3 ** | 2.48 × 10−3 ** | 2.42 × 10−3 ** | 1.69 × 10−3 ** | 9.57 × 10−4 ** |
| 6.85 × 10−3 | 2.32 × 10−3 | 1.05 × 10−3 | 5.43 × 10−4 | 6.10 × 10−4 | 2.48 × 10−3 | 9.40 × 10−4 | 4.64 × 10−4 | 1.09 × 10−3 | 3.77 × 10−4 | 6.69 × 10−4 | 1.34 × 10−3 | 7.73 × 10−4 | 7.56 × 10−4 | 5.27 × 10−4 | 2.99 × 10−4 |
WGI_high | 1.61 × 10−3 ** | 1.62 × 10−3 ** | 1.59 × 10−3 ** | 1.62 × 10−3 ** | 1.62 × 10−3 ** | 1.64 × 10−3 ** | 1.66 × 10−3 ** | 1.63 × 10−3 ** | 1.62 × 10−3 ** | 1.62 × 10−3 ** | 1.61 × 10−3 ** | 1.62 × 10−3 ** | 1.62 × 10−3 ** | 1.69 × 10−3 ** | 1.64 × 10−3 ** | 1.63 × 10−3 ** |
| 5.04 × 10−4 | 5.04 × 10−4 | 4.97 × 10−4 | 5.04 × 10−4 | 5.04 × 10−4 | 5.11 × 10−4 | 5.17 × 10−4 | 5.10 × 10−4 | 5.06 × 10−4 | 5.06 × 10−4 | 5.02 × 10−4 | 5.04 × 10−4 | 5.04 × 10−4 | 5.27 × 10−4 | 5.11 × 10−4 | 5.08 × 10−4 |
Index_low*WGI_high | 3.87 × 10−2 ** | 4.50 × 10−2 ** | 1.00 × 10−2 ** | 1.02 × 10−2 ** | 1.21 × 10−2 ** | 3.67 × 10−3 ** | 3.59 × 10−2 ** | 2.90 × 10−2 ** | 4.58 × 10−3 ** | 3.26 × 10−2 ** | 1.16 × 10−2 ** | 5.25 × 10−2 ** | 3.50 × 10−2 ** | 1.73 × 10−2 ** | 9.13 × 10−3 ** | 4.09 × 10−2 ** |
| 1.21 × 10−2 | 1.40 × 10−2 | 3.13 × 10−3 | 3.17 × 10−3 | 3.78 × 10−3 | 1.15 × 10−3 | 1.12 × 10−2 | 9.04 × 10−3 | 1.43 × 10−3 | 1.02 × 10−2 | 3.62 × 10−3 | 1.64 × 10−2 | 1.09 × 10−2 | 5.41 × 10−3 | 2.85 × 10−3 | 1.28 × 10−2 |
Index_high*WGI_high | 6.20 × 10−2 ** | 2.10 × 10−2 ** | 9.41 × 10−3 ** | 4.92 × 10−3 ** | 5.52 × 10−3 ** | 2.28 × 10−2 ** | 8.73 × 10−3 ** | 4.25 × 10−3 ** | 9.88 × 10−3 ** | 3.43 × 10−3 ** | 6.03 × 10−3 ** | 1.21 × 10−2 ** | 7.00 × 10−3 ** | 7.16 × 10−3 ** | 4.84 × 10−3 ** | 2.72 × 10−3 ** |
| 1.93 × 10−2 | 6.55 × 10−3 | 2.94 × 10−3 | 1.54 × 10−3 | 1.72 × 10−3 | 7.12 × 10−3 | 2.72 × 10−3 | 1.33 × 10−3 | 3.09 × 10−3 | 1.07 × 10−3 | 1.88 × 10−3 | 3.78 × 10−3 | 2.18 × 10−3 | 2.23 × 10−3 | 1.51 × 10−3 | 8.50 × 10−4 |
ΔESG | 1.81 × 10−5 ** | 1.63 × 10−5 ** | 3.82 × 10−5 ** | 5.08 × 10−5 ** | 2.81 × 10−5 ** | −5.37 × 10−5 * | 2.86 × 10−5 ** | 2.67 × 10−5 | 5.17 × 10−5 | 2.99 × 10−5 | 1.83 × 10−5 | 9.44 × 10−6 | 4.66 × 10−6 | −1.12 × 10−5 | 5.85 × 10−5 ** | 1.30 × 10−5 |
| 6.80 × 10−6 | 7.36 × 10−6 | 1.30 × 10−5 | 1.91 × 10−5 | 1.36 × 10−5 | 3.00 × 10−5 | 1.06 × 10−5 | 1.93 × 10−5 | 5.41 × 10−5 | 2.53 × 10−5 | 1.63 × 10−5 | 1.30 × 10−5 | 1.72 × 10−5 | 1.68 × 10−5 | 2.67 × 10−5 | 2.39 × 10−5 |
Constant | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.89 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** |
| 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 2.09 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 |
R-squared | 0.0305 | 0.0202 | 0.0242 | 0.0218 | 0.0226 | 0.0252 | 0.0305 | 0.0272 | 0.0216 | 0.0280 | 0.0226 | 0.0198 | 0.0298 | 0.0245 | 0.0215 | 0.1209 |
| Panel B. High ESG scores |
COVID | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 |
| 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 |
Index_low | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Index_high | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** |
| 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 |
WGI_high | 1.43 × 10−3 ** | 1.07 × 10−3 ** | 1.35 × 10−3 ** | 2.15 × 10−3 ** | 2.33 × 10−3 ** | 2.67 × 10−3 ** | 2.11 × 10−3 ** | 1.79 × 10−3 ** | 1.66 × 10−3 ** | 2.36 × 10−3 ** | 2.12 × 10−3 ** | 1.35 × 10−3 ** | 1.35 × 10−3 ** | 2.39 × 10−3 ** | 1.89 × 10−3 ** | 1.37 × 10−3 ** |
| 4.46 × 10−4 | 3.34 × 10−4 | 4.20 × 10−4 | 6.71 × 10−4 | 7.26 × 10−4 | 8.32 × 10−4 | 6.60 × 10−4 | 5.57 × 10−4 | 5.19 × 10−4 | 7.37 × 10−4 | 6.62 × 10−4 | 4.22 × 10−4 | 4.22 × 10−4 | 7.46 × 10−4 | 5.89 × 10−4 | 4.28 × 10−4 |
Index_low*WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Index_high*WGI_high | 1.43 × 10−3 ** | 1.07 × 10−3 ** | 1.35 × 10−3 ** | 2.15 × 10−3 ** | 2.33 × 10−3 ** | 2.67 × 10−3 ** | 2.11 × 10−3 ** | 1.79 × 10−3 ** | 1.66 × 10−3 ** | 2.36 × 10−3 ** | 2.12 × 10−3 ** | 1.35 × 10−3 ** | 1.35 × 10−3 ** | 2.39 × 10−3 ** | 1.89 × 10−3 ** | 1.37 × 10−3 |
| 4.46 × 10−4 | 3.34 × 10−4 | 4.20 × 10−4 | 6.71 × 10−4 | 7.26 × 10−4 | 8.32 × 10−4 | 6.60 × 10−4 | 5.57 × 10−4 | 5.19 × 10−4 | 7.37 × 10−4 | 6.62 × 10−4 | 4.22 × 10−4 | 4.22 × 10−4 | 7.46 × 10−4 | 5.89 × 10−4 | 4.28 × 10−4 |
ΔESG | −1.70 × 10−4 | 8.93 × 10−6 | 6.16 × 10−5 | 3.83 × 10−5 * | 5.23 × 10−5 | 1.38 × 10−5 | 5.43 × 10−5 | 6.48 × 10−5 ** | 2.58 × 10−5 | 3.15 × 10−5 | 3.28 × 10−5 | −2.05 × 10−5 | −1.78 × 10−5 | 5.38 × 10−6 | 1.64 × 10−5 | 1.66 × 10−5 |
| 1.14 × 10−4 | 5.69 × 10−5 | 4.22 × 10−5 | 2.35 × 10−5 | 3.13 × 10−5 | 7.71 × 10−5 | 3.91 × 10−5 | 2.58 × 10−5 | 4.01 × 10−5 | 2.20 × 10−5 | 3.48 × 10−5 | 3.86 × 10−5 | 3.95 × 10−5 | 2.84 × 10−5 | 3.13 × 10−5 | 2.99 × 10−5 |
Constant | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.62 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** |
| 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.90 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 |
R-squared | 0.01585 | 0.0138 | 0.0157 | 0.020875 | 0.022075 | 0.024325 | 0.0207 | 0.01855 | 0.017675 | 0.022225 | 0.0207 | 0.015525 | 0.01555 | 0.022375 | 0.0191 | 0.0629 |
| Panel C. Low ESG scores |
COVID | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 | 6.36 × 10−4 |
| 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 | 5.12 × 10−4 |
Index_low | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** |
| 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 |
Index_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
WGI_high | 9.14 × 10−4 ** | 8.00 × 10−4 ** | 8.86 × 10−4 ** | 1.04 × 10−3 ** | 1.14 × 10−3 ** | 1.28 × 10−3 ** | 8.57 × 10−4 ** | 1.26 × 10−3 ** | 1.20 × 10−3 ** | 2.36 × 10−3 ** | 9.07 × 10−4 ** | 8.57 × 10−4 ** | 8.57 × 10−4 ** | 1.55 × 10−3 ** | 1.33 × 10−3 ** | 4.57 × 10−3 ** |
| 2.85 × 10−4 | 2.50 × 10−4 | 2.76 × 10−4 | 3.25 × 10−4 | 3.57 × 10−4 | 3.98 × 10−4 | 2.68 × 10−4 | 3.92 × 10−4 | 3.73 × 10−4 | 7.37 × 10−4 | 2.83 × 10−4 | 2.68 × 10−4 | 2.68 × 10−4 | 4.84 × 10−4 | 4.16 × 10−4 | 1.43 × 10−3 |
Index_low*WGI_high | 9.14 × 10−4 ** | 8.00 × 10−4 ** | 8.86 × 10−4 ** | 1.04 × 10−3 ** | 1.14 × 10−3 ** | 1.28 × 10−3 ** | 8.57 × 10−4 ** | 1.26 × 10−3 ** | 1.20 × 10−3 ** | 2.36 × 10−3 ** | 9.07 × 10−4 ** | 8.57 × 10−4 ** | 8.57 × 10−4 ** | 1.55 × 10−3 ** | 1.33 × 10−3 ** | 4.57 × 10−3 ** |
| 2.85 × 10−4 | 2.50 × 10−4 | 2.76 × 10−4 | 3.25 × 10−4 | 3.57 × 10−4 | 3.98 × 10−4 | 2.68 × 10−4 | 3.92 × 10−4 | 3.73 × 10−4 | 7.37 × 10−4 | 2.83 × 10−4 | 2.68 × 10−4 | 2.68 × 10−4 | 4.84 × 10−4 | 4.16 × 10−4 | 1.43 × 10−3 |
Index_high*WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Δ ESG | 9.85 × 10−5 | 1.47 × 10−4 | 8.21 × 10−5 ** | 9.31 × 10−5 ** | 1.17 × 10−4 ** | 1.56 × 10−5 | 6.91 × 10−5 | 7.39 × 10−5 | 3.16 × 10−5 | 3.15 × 10−5 | 1.25 × 10−4 * | −2.94 × 10−5 | −6.37 × 10−5 | −7.55 × 10−6 | 8.74 × 10−5 | −2.13 × 10−4 ** |
| 1.21 × 10−4 | 1.52 × 10−4 | 2.92 × 10−5 | 4.14 × 10−5 | 4.71 × 10−5 | 5.05 × 10−5 | 7.76 × 10−5 | 1.01 × 10−4 | 3.07 × 10−5 | 2.20 × 10−5 | 6.56 × 10−5 | 7.99 × 10−5 | 5.86 × 10−5 | 4.72 × 10−5 | 5.71 × 10−5 | 9.80 × 10−5 |
Constant | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** | 5.71 × 10−4 ** |
| 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 | 1.78 × 10−4 |
R-squared | 0.01315 | 0.012625 | 0.0127 | 0.013775 | 0.145025 | 0.01515 | 0.0126 | 0.0153 | 0.0146 | 0.022225 | 0.01305 | 0.012375 | 0.012225 | 0.0169 | 0.015725 | 0.1453 |
Table A21.
Cross-sectional results for absolute returns against ESG score indices and WGI_high.
Table A21.
Cross-sectional results for absolute returns against ESG score indices and WGI_high.
| CS | S | EPS | RU | E | I | SPS | W | HR | Co | PR | GPS | M | Sh | CSR_S | CoS |
---|
| Panel A. Full sample |
COVID | 7.35 × 10−3 ** | 7.37 × 10−3 ** | 7.57 × 10−3 ** | 7.55 × 10−3 ** | 7.48 × 10−3 ** | 7.62 × 10−3 ** | 7.25 × 10−3 ** | 7.36 × 10−3 ** | 7.47 × 10−3 ** | 8.15 × 10−3 ** | 7.62 × 10−3 ** | 7.10 × 10−3 ** | 7.21 × 10−3 ** | 7.30 × 10−3 ** | 7.40 × 10−3 ** | 7.63 × 10−3 ** |
| 3.10 × 10−4 | 3.09 × 10−4 | 3.10 × 10−4 | 3.08 × 10−4 | 3.07 × 10−4 | 3.11 × 10−4 | 3.05 × 10−4 | 3.07 × 10−4 | 3.10 × 10−4 | 3.28 × 10−4 | 3.14 × 10−4 | 3.03 × 10−4 | 3.06 × 10−4 | 3.06 × 10−4 | 3.06 × 10−4 | 3.11 × 10−4 |
Index_low | 1.02 × 10−1 ** | 1.19 × 10−1 ** | 2.75 × 10−2 ** | 2.74 × 10−2 ** | 3.24 × 10−2 ** | 1.00 × 10−2 ** | 9.21 × 10−2 ** | 7.65 × 10−2 ** | 1.23 × 10−2 ** | 9.75 × 10−2 ** | 3.25 × 10−2 ** | 1.34 × 10−1 ** | 9.07 × 10−2 ** | 4.37 × 10−2 ** | 2.39 × 10−2 ** | 1.10 × 10−1 ** |
| 2.05 × 10−3 | 2.36 × 10−3 | 5.24 × 10−4 | 5.22 × 10−4 | 6.23 × 10−4 | 1.84 × 10−4 | 1.79 × 10−3 | 1.47 × 10−3 | 2.35 × 10−4 | 1.69 × 10−3 | 5.99 × 10−4 | 2.73 × 10−3 | 1.82 × 10−3 | 8.50 × 10−4 | 4.61 × 10−4 | 2.11 × 10−3 |
Index_high | 1.63 × 10−1 ** | 5.54 × 10−2 ** | 2.59 × 10−2 ** | 1.33 × 10−2 ** | 1.48 × 10−2 ** | 6.23 × 10−2 ** | 2.24 × 10−2 ** | 1.12 × 10−2 ** | 2.66 × 10−2 ** | 1.03 × 10−2 ** | 1.69 × 10−2 ** | 3.08 × 10−2 ** | 1.82 × 10−2 ** | 1.80 × 10−2 ** | 1.27 × 10−2 ** | 7.37 × 10−3 ** |
| 3.27 × 10−3 | 1.10 × 10−3 | 4.92 × 10−4 | 2.53 × 10−4 | 2.84 × 10−4 | 1.14 × 10−3 | 4.34 × 10−4 | 2.15 × 10−4 | 5.07 × 10−4 | 1.78 × 10−4 | 3.11 × 10−4 | 6.29 × 10−4 | 3.64 × 10−4 | 3.51 × 10−4 | 2.45 × 10−4 | 1.41 × 10−4 |
WGI_high | 1.20 × 10−2 ** | 1.20 × 10−2 ** | 1.22 × 10−2 ** | 1.23 × 10−2 ** | 1.22 × 10−2 ** | 1.28 × 10−2 ** | 1.23 × 10−2 ** | 1.23 × 10−2 ** | 1.24 × 10−2 ** | 1.38 × 10−2 ** | 1.27 × 10−2 ** | 1.16 × 10−2 ** | 1.18 × 10−2 ** | 1.26 × 10−2 ** | 1.23 × 10−2 ** | 1.25 × 10−2 ** |
| 2.41 × 10−4 | 2.39 × 10−4 | 2.32 × 10−4 | 2.34 × 10−4 | 2.35 × 10−4 | 2.35 × 10−4 | 2.39 × 10−4 | 2.36 × 10−4 | 2.36 × 10−4 | 2.39 × 10−4 | 2.33 × 10−4 | 2.37 × 10−4 | 2.38 × 10−4 | 2.45 × 10−4 | 2.37 × 10−4 | 2.39 × 10−4 |
Index_low*WGI_high | 2.87 × 10−1 ** | 3.35 × 10−1 ** | 7.67 × 10−2 ** | 7.76 × 10−2 ** | 9.16 × 10−2 ** | 2.88 × 10−2 ** | 2.67 × 10−1 ** | 2.19 × 10−1 ** | 3.50 × 10−2 ** | 2.77 × 10−1 ** | 9.15 × 10−2 ** | 3.77 × 10−1 ** | 2.56 × 10−1 ** | 1.29 × 10−1 ** | 6.85 × 10−2 ** | 3.14 × 10−1 ** |
| 5.78 × 10−3 | 6.67 × 10−3 | 1.46 × 10−3 | 1.47 × 10−3 | 1.76 × 10−3 | 5.27 × 10−4 | 5.17 × 10−3 | 4.19 × 10−3 | 6.67 × 10−4 | 4.80 × 10−3 | 1.68 × 10−3 | 7.71 × 10−3 | 5.15 × 10−3 | 2.51 × 10−3 | 1.32 × 10−3 | 6.00 × 10−3 |
Index_high*WGI_high | 4.60 × 10−1 ** | 1.56 × 10−1 ** | 7.21 × 10−2 ** | 3.76 × 10−2 ** | 4.18 × 10−2 ** | 1.79 × 10−1 ** | 6.49 × 10−2 ** | 3.21 × 10−2 ** | 7.55 × 10−2 ** | 2.92 × 10−2 ** | 4.75 × 10−2 ** | 8.71 × 10−2 ** | 5.13 × 10−2 ** | 5.33 × 10−2 ** | 3.63 × 10−2 ** | 2.10 × 10−2 ** |
| 9.24 × 10−3 | 3.11 × 10−3 | 1.37 × 10−3 | 7.14 × 10−4 | 8.03 × 10−4 | 3.28 × 10−3 | 1.26 × 10−3 | 6.15 × 10−4 | 1.44 × 10−3 | 5.06 × 10−4 | 8.74 × 10−4 | 1.78 × 10−3 | 1.03 × 10−3 | 1.04 × 10−3 | 7.02 × 10−4 | 4.00 × 10−4 |
Δ ESG | 1.33 × 10−4 ** | 1.39 × 10−4 ** | 2.59 × 10−4 ** | 3.55 × 10−4 ** | 2.66 × 10−4 ** | −2.83 × 10−4 ** | 2.09 × 10−4 ** | 3.03 × 10−4 ** | 4.70 × 10−4 ** | 3.53 × 10−4 ** | 1.55 × 10−4 ** | 1.19 × 10−4 ** | 4.91 × 10−5 ** | −6.97 × 10−5 ** | 4.44 × 10−4 ** | −4.26 × 10−5 ** |
| 3.72 × 10−6 | 4.07 × 10−6 | 7.12 × 10−6 | 1.07 × 10−5 | 7.40 × 10−6 | 1.94 × 10−5 | 5.65 × 10−6 | 1.13 × 10−5 | 3.50 × 10−5 | 1.67 × 10−5 | 1.07 × 10−5 | 8.13 × 10−6 | 1.13 × 10−5 | 1.10 × 10−5 | 1.54 × 10−5 | 1.61 × 10−5 |
Constant | 4.24 × 10−3 ** | 4.26 × 10−3 ** | 4.38 × 10−3 ** | 4.36 × 10−3 ** | 4.32 × 10−3 ** | 4.48 × 10−3 ** | 4.25 × 10−3 ** | 4.31 × 10−3 ** | 4.37 × 10−3 ** | 4.85 × 10−3 ** | 4.51 × 10−3 ** | 4.11 × 10−3 ** | 4.19 × 10−3 ** | 4.26 × 10−3 ** | 4.29 × 10−3 ** | 4.40 × 10−3 ** |
| 8.52 × 10−5 | 8.47 × 10−5 | 8.33 × 10−5 | 8.29 × 10−5 | 8.30 × 10−5 | 8.20 × 10−5 | 8.24 × 10−5 | 8.27 × 10−5 | 8.32 × 10−5 | 8.42 × 10−5 | 8.29 × 10−5 | 8.39 × 10−5 | 8.40 × 10−5 | 8.28 × 10−5 | 8.28 × 10−5 | 8.40 × 10−5 |
R-squared | 0.0464 | 0.0420 | 0.0193 | 0.0153 | 0.0174 | 0.0259 | 0.0400 | 0.0308 | 0.0148 | 0.0374 | 0.0181 | 0.0554 | 0.0374 | 0.0228 | 0.0141 | 0.0406 |
| Panel B. High ESG scores |
COVID | 9.17 × 10−3 ** | 6.43 × 10−3 ** | 6.29 × 10−3 ** | 6.44 × 10−3 ** | 7.38 × 10−3 ** | 1.16 × 10−2 ** | 6.65 × 10−3 ** | 6.16 × 10−3 ** | 6.13 × 10−3 ** | 7.87 × 10−3 ** | 6.51 × 10−3 ** | 6.88 × 10−3 ** | 6.93 × 10−3 ** | 8.12 × 10−3 ** | 7.38 × 10−3 ** | 6.90 × 10−3 ** |
| 4.44 × 10−4 | 2.97 × 10−4 | 3.01 × 10−4 | 2.86 × 10−4 | 3.13 × 10−4 | 4.72 × 10−4 | 3.03 × 10−4 | 2.79 × 10−4 | 2.90 × 10−4 | 3.41 × 10−4 | 2.85 × 10−4 | 3.05 × 10−4 | 3.13 × 10−4 | 3.26 × 10−4 | 3.13 × 10−4 | 3.16 × 10−4 |
Index_low | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Index_high | 6.33 × 10−3 ** | 4.17 × 10−3 ** | 4.15 × 10−3 ** | 3.88 × 10−3 ** | 4.13 × 10−3 ** | 6.57 × 10−3 ** | 4.05 × 10−3 ** | 3.79 × 10−3 ** | 4.06 × 10−3 ** | 4.39 × 10−3 ** | 3.84 × 10−3 ** | 4.12 × 10−3 ** | 4.11 × 10−3 ** | 4.48 × 10−3 ** | 4.11 × 10−3 ** | 4.25 × 10−3 ** |
| 1.12 × 10−4 | 7.68 × 10−5 | 7.88 × 10−5 | 7.81 × 10−5 | 8.86 × 10−5 | 1.29 × 10−4 | 8.31 × 10−5 | 7.53 × 10−5 | 7.51 × 10−5 | 9.79 × 10−5 | 7.86 × 10−5 | 8.34 × 10−5 | 8.75 × 10−5 | 9.10 × 10−5 | 8.91 × 10−5 | 8.59 × 10−5 |
WGI_high | 1.58 × 10−2 ** | 7.83 × 10−3 ** | 9.79 × 10−3 ** | 1.46 × 10−2 ** | 1.68 × 10−2 ** | 3.07 × 10−2 ** | 1.50 × 10−2 ** | 1.18 × 10−2 ** | 1.18 × 10−2 ** | 1.81 × 10−2 ** | 1.42 × 10−2 ** | 9.73 × 10−3 ** | 9.73 × 10−3 ** | 1.87 × 10−2 ** | 1.36 × 10−2 ** | 1.02 × 10−2 ** |
| 2.79 × 10−4 | 1.44 × 10−4 | 1.86 × 10−4 | 2.94 × 10−4 | 3.61 × 10−4 | 6.02 × 10−4 | 3.08 × 10−4 | 2.35 × 10−4 | 2.19 × 10−4 | 4.04 × 10−4 | 2.92 × 10−4 | 1.97 × 10−4 | 2.07 × 10−4 | 3.81 × 10−4 | 2.94 × 10−4 | 2.06 × 10−4 |
Index_low*WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Index_high*WGI_high | 1.58 × 10−2 ** | 7.83 × 10−3 ** | 9.79 × 10−3 ** | 1.46 × 10−2 ** | 1.68 × 10−2 ** | 3.07 × 10−2 ** | 1.50 × 10−2 ** | 1.18 × 10−2 ** | 1.18 × 10−2 ** | 1.81 × 10−2 ** | 1.42 × 10−2 ** | 9.73 × 10−3 ** | 9.73 × 10−3 ** | 1.87 × 10−2 ** | 1.36 × 10−2 ** | 1.02 × 10−2 ** |
| 2.79 × 10−4 | 1.44 × 10−4 | 1.86 × 10−4 | 2.94 × 10−4 | 3.61 × 10−4 | 6.02 × 10−4 | 3.08 × 10−4 | 2.35 × 10−4 | 2.19 × 10−4 | 4.04 × 10−4 | 2.92 × 10−4 | 1.97 × 10−4 | 2.07 × 10−4 | 3.81 × 10−4 | 2.94 × 10−4 | 2.06 × 10−4 |
Δ ESG | −9.25 × 10−4 ** | 2.62 × 10−4 ** | 5.61 × 10−4 ** | 2.09 × 10−4 ** | 4.67 × 10−4 ** | 8.06 × 10−5 | 4.07 × 10−4 ** | 4.19 × 10−4 ** | 3.38 × 10−4 ** | 3.31 × 10−4 ** | 2.21 × 10−4 ** | 3.12 × 10−6 | 2.36 × 10−5 | 1.29 × 10−5 | 2.26 × 10−4 ** | −6.99 × 10−5 ** |
| 1.06 × 10−4 | 3.54 × 10−5 | 2.44 × 10−5 | 1.37 × 10−5 | 1.90 × 10−5 | 7.89 × 10−5 | 2.39 × 10−5 | 1.29 × 10−5 | 2.37 × 10−5 | 1.47 × 10−5 | 2.08 × 10−5 | 2.51 × 10−5 | 2.64 × 10−5 | 2.01 × 10−5 | 2.06 × 10−5 | 2.00 × 10−5 |
Constant | 6.33 × 10−3 ** | 4.17 × 10−3 ** | 4.15 × 10−3 ** | 3.88 × 10−3 ** | 4.13 × 10−3 ** | 6.57 × 10−3 ** | 4.05 × 10−3 ** | 3.79 × 10−3 ** | 4.06 × 10−3 ** | 4.39 × 10−3 ** | 3.84 × 10−3 ** | 4.12 × 10−3 ** | 4.11 × 10−3 ** | 4.48 × 10−3 | 4.11 × 10−3 ** | 4.25 × 10−3 ** |
| 1.12 × 10−4 | 7.68 × 10−5 | 7.88 × 10−5 | 7.81 × 10−5 | 8.86 × 10−5 | 1.29 × 10−4 | 8.31 × 10−5 | 7.53 × 10−5 | 7.51 × 10−5 | 9.79 × 10−5 | 7.86 × 10−5 | 8.34 × 10−5 | 8.75 × 10−5 | 9.10 × 10−5 | 8.91 × 10−5 | 8.59 × 10−5 |
R-squared | 0.0299 | 0.0175 | 0.0198 | 0.0248 | 0.0283 | 0.0490 | 0.0257 | 0.0215 | 0.0217 | 0.0303 | 0.0244 | 0.0197 | 0.0198 | 0.0310 | 0.0245 | 0.0204 |
| Panel C. Low ESG scores |
COVID | 1.30 × 10−2 ** | 1.27 × 10−2 ** | 9.65 × 10−3 ** | 8.99 × 10−3 ** | 1.01 × 10−2 ** | 7.73 × 10−3 ** | 1.20 × 10−2 ** | 8.89 × 10−3 ** | 8.16 × 10−3 ** | 2.21 × 10−2 ** | 1.03 × 10−2 ** | 9.33 × 10−3 ** | 1.05 × 10−2 ** | 7.32 × 10−3 ** | 8.70 × 10−3 ** | 1.12 × 10−2 ** |
| 6.16 × 10−4 | 5.81 × 10−4 | 4.20 × 10−4 | 3.90 × 10−4 | 4.27 × 10−4 | 3.59 × 10−4 | 6.08 × 10−4 | 4.60 × 10−4 | 3.60 × 10−4 | 9.68 × 10−4 | 5.31 × 10−4 | 4.64 × 10−4 | 4.61 × 10−4 | 3.39 × 10−4 | 3.85 × 10−4 | 4.68 × 10−4 |
Index_low | 8.31 × 10−3 ** | 7.84 × 10−3 ** | 5.59 × 10−3 ** | 5.18 × 10−3 ** | 5.70 × 10−3 ** | 4.80 × 10−3 ** | 8.30 × 10−3 ** | 6.20 × 10−3 ** | 4.65 × 10−3 ** | 1.72 × 10−2 ** | 7.13 × 10−3 ** | 6.33 × 10−3 ** | 6.27 × 10−3 ** | 4.66 × 10−3 ** | 5.19 × 10−3 ** | 6.50 × 10−3 ** |
| 1.65 × 10−4 | 1.58 × 10−4 | 1.18 × 10−4 | 1.09 × 10−4 | 1.20 × 10−4 | 9.80 × 10−5 | 1.58 × 10−4 | 1.21 × 10−4 | 1.02 × 10−4 | 1.51 × 10−4 | 1.40 × 10−4 | 1.22 × 10−4 | 1.26 × 10−4 | 9.00 × 10−5 | 1.06 × 10−4 | 1.27 × 10−4 |
Index_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
WGI_high | 1.33 × 10−2 ** | 1.10 × 10−2 ** | 8.66 × 10−3 ** | 9.44 × 10−3 ** | 1.14 × 10−2 ** | 1.07 × 10−2 ** | 1.24 × 10−2 ** | 1.36 × 10−2 ** | 9.72 × 10−3 ** | 2.21 × 10−2 ** | 1.13 × 10−2 ** | 9.49 × 10−3 ** | 9.40 × 10−3 ** | 1.26 × 10−2 ** | 1.21 × 10−2 ** | 5.20 × 10−2 ** |
| 2.65 × 10−4 | 2.21 × 10−4 | 1.82 × 10−4 | 1.99 × 10−4 | 2.40 × 10−4 | 2.19 × 10−4 | 2.37 × 10−4 | 2.66 × 10−4 | 2.14 × 10−4 | 1.94 × 10−4 | 2.23 × 10−4 | 1.83 × 10−4 | 1.88 × 10−4 | 2.44 × 10−4 | 2.47 × 10−4 | 1.02 × 10−3 |
Index_low*WGI_high | 1.33 × 10−2 ** | 1.10 × 10−2 ** | 8.66 × 10−3 ** | 9.44 × 10−3 ** | 1.14 × 10−2 ** | 1.07 × 10−2 ** | 1.24 × 10−2 ** | 1.36 × 10−2 ** | 9.72 × 10−3 ** | 2.21 × 10−2 ** | 1.13 × 10−2 ** | 9.49 × 10−3 ** | 9.40 × 10−3 ** | 1.26 × 10−2 ** | 1.21 × 10−2 ** | 5.20 × 10−2 ** |
| 2.65 × 10−4 | 2.21 × 10−4 | 1.82 × 10−4 | 1.99 × 10−4 | 2.40 × 10−4 | 2.19 × 10−4 | 2.37 × 10−4 | 2.66 × 10−4 | 2.14 × 10−4 | 1.94 × 10−4 | 2.23 × 10−4 | 1.83 × 10−4 | 1.88 × 10−4 | 2.44 × 10−4 | 2.47 × 10−4 | 1.02 × 10−3 |
Index_high*WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Δ ESG | 2.41 × 10−3 ** | 3.48 × 10−3 ** | 6.18 × 10−4 ** | 8.28 × 10−4 ** | 7.86 × 10−4 ** | 5.76 × 10−4 ** | 1.73 × 10−3 ** | 1.29 × 10−3 ** | 4.14 × 10−4 ** | 2.13 × 10−3 ** | 1.62 × 10−3 ** | −7.16 × 10−4 ** | −8.06 × 10−4 ** | 1.88 × 10−4 ** | 1.15 × 10−3 ** | −1.82 × 10−3 ** |
| 1.51 × 10−4 | 1.74 × 10−4 | 2.34 × 10−5 | 3.06 × 10−5 | 4.05 × 10−5 | 3.68 × 10−5 | 9.28 × 10−5 | 9.35 × 10−5 | 2.22 × 10−5 | 1.28 × 10−4 | 6.55 × 10−5 | 7.67 × 10−5 | 5.56 × 10−5 | 3.38 × 10−5 | 4.12 × 10−5 | 9.24 × 10−5 |
Constant | 8.31 × 10−3 ** | 7.84 × 10−3 ** | 5.59 × 10−3 ** | 5.18 × 10−3 ** | 5.70 × 10−3 ** | 4.80 × 10−3 ** | 8.30 × 10−3 ** | 6.20 × 10−3 ** | 4.65 × 10−3 ** | 1.72 × 10−2 ** | 7.13 × 10−3 ** | 6.33 × 10−3 ** | 6.27 × 10−3 ** | 4.66 × 10−3 ** | 5.19 × 10−3 ** | 6.50 × 10−3 ** |
| 1.65 × 10−4 | 1.58 × 10−4 | 1.18 × 10−4 | 1.09 × 10−4 | 1.20 × 10−4 | 9.80 × 10−5 | 1.58 × 10−4 | 1.21 × 10−4 | 1.02 × 10−4 | 1.51 × 10−4 | 1.40 × 10−4 | 1.22 × 10−4 | 1.26 × 10−4 | 9.00 × 10−5 | 1.06 × 10−4 | 1.27 × 10−4 |
R-squared | 0.0261 | 0.0240 | 0.0172 | 0.0174 | 0.0201 | 0.0175 | 0.0246 | 0.0222 | 0.0166 | 0.0453 | 0.0217 | 0.0179 | 0.0183 | 0.0187 | 0.0197 | 0.0560 |
Table A22.
Cross-sectional results for risk-adjusted returns against ESG score indices and WGI_high.
Table A22.
Cross-sectional results for risk-adjusted returns against ESG score indices and WGI_high.
| CS | S | EPS | RU | E | I | SPS | W | HR | Co | PR | GPS | M | Sh | CSR_S | CoS |
---|
| Panel A. Full sample |
COVID | 2.02 × 10−1 ** | 2.01 × 10−1 ** | 1.91 × 10−1 ** | 1.90 × 10−1 ** | 1.95 × 10−1 ** | 1.90 × 10−1 ** | 1.95 × 10−1 ** | 1.92 × 10−1 ** | 1.87 × 10−1 ** | 1.89 × 10−1 ** | 1.87 × 10−1 ** | 2.07 × 10−1 ** | 2.04 × 10−1 ** | 2.04 × 10−1 ** | 1.98 × 10−1 ** | 2.02 × 10−1 ** |
| 5.72 × 10−2 | 5.60 × 10−2 | 5.38 × 10−2 | 5.35 × 10−2 | 5.44 × 10−2 | 5.20 × 10−2 | 5.58 × 10−2 | 5.42 × 10−2 | 5.32 × 10−2 | 5.38 × 10−2 | 5.29 × 10−2 | 5.72 × 10−2 | 5.63 × 10−2 | 5.49 × 10−2 | 5.47 × 10−2 | 5.37 × 10−2 |
Index_low | 4.09 × 100 ** | 4.63 × 100 ** | 9.82 × 10−1 ** | 9.84 × 10−1 ** | 1.19 × 100 ** | 3.44 × 10−1 ** | 3.56 × 100 ** | 2.88 × 100 ** | 4.43 × 10−1 ** | 3.18 × 100 ** | 1.13 × 100 ** | 5.60 × 100 ** | 3.62 × 100 ** | 1.66 × 100 ** | 8.95 × 10−1 ** | 3.98 × 100 ** |
| 4.74 × 10−1 | 5.38 × 10−1 | 1.17 × 10−1 | 1.16 × 10−1 | 1.41 × 10−1 | 4.02 × 10−2 | 4.17 × 10−1 | 3.31 × 10−1 | 5.19 × 10−2 | 3.73 × 10−1 | 1.32 × 10−1 | 6.41 × 10−1 | 4.21 × 10−1 | 1.95 × 10−1 | 1.05 × 10−1 | 4.66 × 10−1 |
Index_high | 6.55 × 100 ** | 2.16 × 100 ** | 9.22 × 10−1 ** | 4.76 × 10−1 ** | 5.44 × 10−1 ** | 2.14 × 100 ** | 8.66 × 10−1 ** | 4.22 × 10−1 ** | 9.56 × 10−1 ** | 3.35 × 10−1 ** | 5.88 × 10−1 ** | 1.29 × 100 ** | 7.24 × 10−1 ** | 6.85 × 10−1 ** | 4.75 × 10−1 ** | 2.65 × 10−1 ** |
| 7.58 × 10−1 | 2.51 × 10−1 | 1.10 × 10−1 | 5.62 × 10−2 | 6.42 × 10−2 | 2.50 × 10−1 | 1.01 × 10−1 | 4.86 × 10−2 | 1.12 × 10−1 | 3.93 × 10−2 | 6.84 × 10−2 | 1.48 × 10−1 | 8.42 × 10−2 | 8.04 × 10−2 | 5.57 × 10−2 | 3.10 × 10−2 |
WGI_high | 4.82 × 10−1 ** | 4.70 × 10−1 ** | 4.35 × 10−1 ** | 4.42 × 10−1 ** | 4.50 × 10−1 ** | 4.41 × 10−1 ** | 4.76 × 10−1 ** | 4.64 × 10−1 ** | 4.45 × 10−1 ** | 4.49 × 10−1 ** | 4.41 × 10−1 ** | 4.87 × 10−1 ** | 4.72 × 10−1 ** | 4.78 × 10−1 ** | 4.61 × 10−1 ** | 4.51 × 10−1 ** |
| 5.58 × 10−2 | 5.46 × 10−2 | 5.17 × 10−2 | 5.22 × 10−2 | 5.31 × 10−2 | 5.15 × 10−2 | 5.58 × 10−2 | 5.35 × 10−2 | 5.21 × 10−2 | 5.27 × 10−2 | 5.13 × 10−2 | 5.57 × 10−2 | 5.49 × 10−2 | 5.60 × 10−2 | 5.41 × 10−2 | 5.27 × 10−2 |
Index_low*WGI_high | 1.16 × 101 ** | 1.31 × 101 ** | 2.73 × 100 ** | 2.78 × 100 ** | 3.37 × 100 ** | 9.87 × 10−1 ** | 1.03 × 101 ** | 8.22 × 100 ** | 1.26 × 100 ** | 9.03 × 100 ** | 3.19 × 100 ** | 1.58 × 101 ** | 1.02 × 101 ** | 4.90 × 100 ** | 2.57 × 100 ** | 1.13 × 101 ** |
| 1.34 × 100 | 1.52 × 100 | 3.25 × 10−1 | 3.28 × 10−1 | 3.98 × 10−1 | 1.15 × 10−1 | 1.21 × 100 | 9.48 × 10−1 | 1.47 × 10−1 | 1.06 × 100 | 3.71 × 10−1 | 1.81 × 100 | 1.19 × 100 | 5.75 × 10−1 | 3.01 × 10−1 | 1.33 × 100 |
Index_high*WGI_high | 1.85 × 101 ** | 6.11 × 100 ** | 2.57 × 100 ** | 1.35 × 100 ** | 1.54 × 100 ** | 6.14 × 100 ** | 2.51 × 100 ** | 1.21 × 100 ** | 2.71 × 100 ** | 9.50 × 10−1 ** | 1.65 × 100 ** | 3.65 × 100 ** | 2.05 × 100 ** | 2.02 × 100 ** | 1.36 × 100 ** | 7.56 × 10−1 ** |
| 2.14 × 100 | 7.10 × 10−1 | 3.06 × 10−1 | 1.59 × 10−1 | 1.82 × 10−1 | 7.17 × 10−1 | 2.94 × 10−1 | 1.39 × 10−1 | 3.18 × 10−1 | 1.11 × 10−1 | 1.92 × 10−1 | 4.18 × 10−1 | 2.38 × 10−1 | 2.37 × 10−1 | 1.60 × 10−1 | 8.83 × 10−2 |
Δ ESG | 6.06 × 10−3 ** | 5.62 × 10−3 ** | 1.16 × 10−2 ** | 1.54 × 10−2 ** | 9.12 × 10−3 ** | −1.11 × 10−2 ** | 9.41 × 10−3 ** | 8.34 × 10−3 ** | 2.48 × 10−2 ** | 1.15 × 10−2 ** | 6.23 × 10−3 ** | 4.90 × 10−3 ** | 3.98 × 10−3 ** | −4.45 × 10−3 ** | 1.96 × 10−2 ** | 2.03 × 10−3 |
| 7.54 × 10−4 | 8.00 × 10−4 | 1.36 × 10−3 | 1.97 × 10−3 | 1.44 × 10−3 | 3.05 × 10−3 | 1.15 × 10−3 | 2.04 × 10−3 | 5.62 × 10−3 | 2.66 × 10−3 | 1.68 × 10−3 | 1.45 × 10−3 | 1.89 × 10−3 | 1.80 × 10−3 | 2.84 × 10−3 | 2.52 × 10−3 |
Constant | 1.70 × 10−1 ** | 1.66 × 10−1 ** | 1.56 × 10−1 ** | 1.56 × 10−1 ** | 1.59 × 10−1 ** | 1.54 × 10−1 ** | 1.64 × 10−1 ** | 1.62 × 10−1 ** | 1.57 × 10−1 ** | 1.58 × 10−1 ** | 1.57 × 10−1 ** | 1.72 × 10−1 ** | 1.67 × 10−1 ** | 1.62 × 10−1 ** | 1.61 × 10−1 ** | 1.58 × 10−1 ** |
| 1.97 × 10−2 | 1.93 × 10−2 | 1.86 × 10−2 | 1.85 × 10−2 | 1.88 × 10−2 | 1.79 × 10−2 | 1.92 × 10−2 | 1.87 × 10−2 | 1.84 × 10−2 | 1.86 × 10−2 | 1.82 × 10−2 | 1.97 × 10−2 | 1.94 × 10−2 | 1.90 × 10−2 | 1.89 × 10−2 | 1.85 × 10−2 |
R-squared | 0.0387 | 0.0250 | 0.0225 | 0.0179 | 0.0209 | 0.0291 | 0.0338 | 0.0252 | 0.0174 | 0.0267 | 0.0206 | 0.0253 | 0.0326 | 0.0283 | 0.0172 | 0.0320 |
| Panel B. High ESG scores |
COVID | 6.53 × 10−2 | 1.03 × 10−1 * | 1.81 × 10−1 ** | 1.71 × 10−1 ** | 1.65 × 10−1 ** | 1.15 × 10−1 ** | 1.48 × 10−1 ** | 1.80 × 10−1 ** | 1.39 × 10−1 ** | 1.77 × 10−1 ** | 1.66 × 10−1 ** | 1.43 × 10−1 ** | 2.07 × 10−1 ** | 1.61 × 10−1 ** | 1.63 × 10−1 ** | 2.28 × 10−1 ** |
| 5.73 × 10−2 | 5.80 × 10−2 | 5.89 × 10−2 | 5.92 × 10−2 | 5.92 × 10−2 | 5.80 × 10−2 | 5.84 × 10−2 | 5.94 × 10−2 | 5.81 × 10−2 | 5.95 × 10−2 | 5.86 × 10−2 | 5.86 × 10−2 | 5.90 × 10−2 | 5.85 × 10−2 | 5.92 × 10−2 | 5.90 × 10−2 |
Index_low | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Index_high | 7.19 × 10−2 ** | 1.11 × 10−1 ** | 1.46 × 10−1 ** | 1.68 × 10−1 ** | 1.70 × 10−1 ** | 1.08 × 10−1 ** | 1.31 × 10−1 ** | 1.76 × 10−1 ** | 1.31 × 10−1 ** | 1.63 × 10−1 ** | 1.49 × 10−1 ** | 1.38 × 10−1 ** | 1.58 × 10−1 ** | 1.37 × 10−1 ** | 1.53 × 10−1 ** | 1.55 × 10−1 ** |
| 1.99 × 10−2 | 2.01 × 10−2 | 2.04 × 10−2 | 2.04 × 10−2 | 2.04 × 10−2 | 2.01 × 10−2 | 2.03 × 10−2 | 2.05 × 10−2 | 2.01 × 10−2 | 2.05 × 10−2 | 2.03 × 10−2 | 2.03 × 10−2 | 2.04 × 10−2 | 2.03 × 10−2 | 2.05 × 10−2 | 2.04 × 10−2 |
WGI_high | 1.80 × 10−1 ** | 2.09 × 10−1 ** | 3.44 × 10−1 ** | 6.31 × 10−1 ** | 6.90 × 10−1 ** | 5.03 × 10−1 ** | 4.86 × 10−1 ** | 5.49 × 10−1 ** | 3.82 × 10−1 ** | 6.72 × 10−1 ** | 5.53 × 10−1 ** | 3.26 × 10−1 ** | 3.75 × 10−1 ** | 5.74 × 10−1 ** | 5.05 × 10−1 ** | 3.72 × 10−1 ** |
| 4.98 × 10−2 | 3.77 × 10−2 | 4.81 × 10−2 | 7.69 × 10−2 | 8.31 × 10−2 | 9.40 × 10−2 | 7.49 × 10−2 | 6.39 × 10−2 | 5.85 × 10−2 | 8.48 × 10−2 | 7.52 × 10−2 | 4.80 × 10−2 | 4.83 × 10−2 | 8.47 × 10−2 | 6.75 × 10−2 | 4.90 × 10−2 |
Index_low*WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Index_high*WGI_high | 1.80 × 10−1 ** | 2.09 × 10−1 ** | 3.44 × 10−1 ** | 6.31 × 10−1 ** | 6.90 × 10−1 ** | 5.03 × 10−1 ** | 4.86 × 10−1 ** | 5.49 × 10−1 ** | 3.82 × 10−1 ** | 6.72 × 10−1 ** | 5.53 × 10−1 ** | 3.26 × 10−1 ** | 3.75 × 10−1 ** | 5.74 × 10−1 ** | 5.05 × 10−1 ** | 3.72 × 10−1 ** |
| 4.98 × 10−2 | 3.77 × 10−2 | 4.81 × 10−2 | 7.69 × 10−2 | 8.31 × 10−2 | 9.40 × 10−2 | 7.49 × 10−2 | 6.39 × 10−2 | 5.85 × 10−2 | 8.48 × 10−2 | 7.52 × 10−2 | 4.80 × 10−2 | 4.83 × 10−2 | 8.47 × 10−2 | 6.75 × 10−2 | 4.90 × 10−2 |
Δ ESG | −2.35 × 10−2 * | 6.55 × 10−3 | 1.50 × 10−2 ** | 8.68 × 10−3 ** | 1.67 × 10−2 ** | 1.18 × 10−2 | 1.63 × 10−2 ** | 2.18 × 10−2 ** | 5.51 × 10−3 | 1.26 × 10−2 ** | 8.72 × 10−3 ** | −3.49 × 10−3 | −5.24 × 10−3 | −2.85 × 10−3 | 1.23 × 10−2 ** | 1.84 × 10−3 |
| 1.28 × 10−2 | 6.44 × 10−3 | 4.86 × 10−3 | 2.71 × 10−3 | 3.61 × 10−3 | 8.74 × 10−3 | 4.46 × 10−3 | 2.97 × 10−3 | 4.56 × 10−3 | 2.55 × 10−3 | 3.98 × 10−3 | 4.42 × 10−3 | 4.56 × 10−3 | 3.25 × 10−3 | 3.61 × 10−3 | 3.45 × 10−3 |
Constant | 7.19 × 10−2 ** | 1.11 × 10−1 ** | 1.46 × 10−1 ** | 1.68 × 10−1 ** | 1.70 × 10−1 ** | 1.08 × 10−1 ** | 1.31 × 10−1 ** | 1.76 × 10−1 ** | 1.31 × 10−1 ** | 1.63 × 10−1 ** | 1.49 × 10−1 ** | 1.38 × 10−1 ** | 1.58 × 10−1 ** | 1.37 × 10−1 ** | 1.53 × 10−1 ** | 1.55 × 10−1 ** |
| 1.99 × 10−2 | 2.01 × 10−2 | 2.04 × 10−2 | 2.04 × 10−2 | 2.04 × 10−2 | 2.01 × 10−2 | 2.03 × 10−2 | 2.05 × 10−2 | 2.01 × 10−2 | 2.05 × 10−2 | 2.03 × 10−2 | 2.03 × 10−2 | 2.04 × 10−2 | 2.03 × 10−2 | 2.05 × 10−2 | 2.04 × 10−2 |
R-squared | 0.0286 | 0.0352 | 0.0209 | 0.0308 | 0.0329 | 0.0249 | 0.0250 | 0.0285 | 0.0211 | 0.0323 | 0.0278 | 0.0192 | 0.0223 | 0.0281 | 0.0262 | 0.0225 |
| Panel C. Low ESG scores |
COVID | 1.97 × 10−1 ** | 1.63 × 10−1 ** | 2.27 × 10−1 ** | 2.18 × 10−1 ** | 2.17 × 10−1 ** | 2.25 × 10−1 ** | 1.96 × 10−1 ** | 2.12 × 10−1 ** | 1.99 × 10−1 ** | 6.34 × 10−2 ** | 1.77 × 10−1 ** | 1.73 × 10−1 ** | 1.65 × 10−1 ** | 2.01 × 10−1 ** | 2.58 × 10−1 ** | 9.83 × 10−2 * |
| 5.76 × 10−2 | 5.74 × 10−2 | 5.84 × 10−2 | 5.84 × 10−2 | 5.85 × 10−2 | 5.91 × 10−2 | 5.73 × 10−2 | 5.79 × 10−2 | 5.91 × 10−2 | 2.18 × 10−2 | 5.76 × 10−2 | 5.73 × 10−2 | 5.79 × 10−2 | 5.84 × 10−2 | 5.87 × 10−2 | 5.78 × 10−2 |
Index_low | 9.07 × 10−2 ** | 9.18 × 10−2 ** | 1.37 × 10−1 ** | 1.37 × 10−1 ** | 1.23 × 10−1 ** | 1.58 × 10−1 ** | 9.51 × 10−2 ** | 1.13 × 10−1 ** | 1.62 × 10−1 ** | 3.91 × 10−2 ** | 1.02 × 10−1 ** | 1.07 × 10−1 ** | 9.85 × 10−2 ** | 1.44 × 10−1 ** | 1.46 × 10−1 ** | 1.12 × 10−1 ** |
| 2.00 × 10−2 | 2.00 × 10−2 | 2.02 × 10−2 | 2.03 × 10−2 | 2.03 × 10−2 | 2.04 × 10−2 | 2.00 × 10−2 | 2.01 × 10−2 | 2.04 × 10−2 | 7.57 × 10−3 | 2.00 × 10−2 | 1.99 × 10−2 | 2.02 × 10−2 | 2.02 × 10−2 | 2.04 × 10−2 | 2.01 × 10−2 |
Index_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
WGI_high | 1.45 × 10−1 ** | 1.29 × 10−1 ** | 2.13 × 10−1 ** | 2.50 × 10−1 ** | 2.45 × 10−1 ** | 3.52 × 10−1 ** | 1.43 × 10−1 ** | 2.49 × 10−1 ** | 3.38 × 10−1 ** | 5.03 × 10−2 ** | 1.62 × 10−1 ** | 1.60 × 10−1 ** | 1.48 × 10−1 ** | 3.91 × 10−1 ** | 3.41 × 10−1 ** | 8.99 × 10−1 ** |
| 3.21 × 10−2 | 2.80 × 10−2 | 3.14 × 10−2 | 3.69 × 10−2 | 4.07 × 10−2 | 4.56 × 10−2 | 2.99 × 10−2 | 4.43 × 10−2 | 4.27 × 10−2 | 9.73 × 10−3 | 3.18 × 10−2 | 2.99 × 10−2 | 3.02 × 10−2 | 5.49 × 10−2 | 4.75 × 10−2 | 1.60 × 10−1 |
Index_low*WGI_high | 1.45 × 10−1 ** | 1.29 × 10−1 ** | 2.13 × 10−1 ** | 2.50 × 10−1 ** | 2.45 × 10−1 ** | 3.52 × 10−1 ** | 1.43 × 10−1 ** | 2.49 × 10−1 ** | 3.38 × 10−1 ** | 5.03 × 10−2 ** | 1.62 × 10−1 ** | 1.60 × 10−1 ** | 1.48 × 10−1 ** | 3.91 × 10−1 ** | 3.41 × 10−1 ** | 8.99 × 10−1 ** |
| 3.21 × 10−2 | 2.80 × 10−2 | 3.14 × 10−2 | 3.69 × 10−2 | 4.07 × 10−2 | 4.56 × 10−2 | 2.99 × 10−2 | 4.43 × 10−2 | 4.27 × 10−2 | 9.73 × 10−3 | 3.18 × 10−2 | 2.99 × 10−2 | 3.02 × 10−2 | 5.49 × 10−2 | 4.75 × 10−2 | 1.60 × 10−1 |
Index_high*WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Δ ESG | 4.70 × 10−2 ** | 2.28 × 10−2 | 2.23 × 10−2 ** | 2.96 × 10−2 ** | 3.33 × 10−2 ** | 1.61 × 10−2 ** | 3.35 × 10−2 ** | 2.57 × 10−2 ** | 1.34 × 10−2 ** | 8.32 × 10−3 ** | 2.74 × 10−2 ** | −4.90 × 10−4 | −1.42 × 10−2 ** | 1.68 × 10−3 | 2.60 × 10−2 ** | −3.56 × 10−2 ** |
| 1.36 × 10−2 | 1.70 × 10−2 | 3.32 × 10−3 | 4.70 × 10−3 | 5.37 × 10−3 | 5.83 × 10−3 | 8.68 × 10−3 | 1.14 × 10−2 | 3.54 × 10−3 | 2.75 × 10−3 | 7.37 × 10−3 | 8.97 × 10−3 | 6.64 × 10−3 | 5.40 × 10−3 | 6.55 × 10−3 | 1.10 × 10−2 |
Constant | 9.07 × 10−2 ** | 9.18 × 10−2 ** | 1.37 × 10−1 ** | 1.37 × 10−1 ** | 1.23 × 10−1 ** | 1.58 × 10−1 ** | 9.51 × 10−2 ** | 1.13 × 10−1 ** | 1.62 × 10−1 ** | 3.91 × 10−2 ** | 1.02 × 10−1 ** | 1.07 × 10−1 ** | 9.85 × 10−2 ** | 1.44 × 10−1 ** | 1.46 × 10−1 ** | 1.12 × 10−1 ** |
| 2.00 × 10−2 | 2.00 × 10−2 | 2.02 × 10−2 | 2.03 × 10−2 | 2.03 × 10−2 | 2.04 × 10−2 | 2.00 × 10−2 | 2.01 × 10−2 | 2.04 × 10−2 | 7.57 × 10−3 | 2.00 × 10−2 | 1.99 × 10−2 | 2.02 × 10−2 | 2.02 × 10−2 | 2.04 × 10−2 | 2.01 × 10−2 |
R-squared | 0.0248 | 0.0118 | 0.0165 | 0.0178 | 0.0174 | 0.0216 | 0.0129 | 0.0172 | 0.0208 | 0.0086 | 0.0133 | 0.0129 | 0.0120 | 0.0220 | 0.0216 | 0.0280 |