Submitted:
26 July 2024
Posted:
29 July 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Literature
3. Data
3.1. Variables
- Returns: These consist of plain returns, absolute returns, and risk-adjusted returns. Regarding financial performance, all three kinds of returns provide a slightly different aspect of the same.
-
ESG Scores: ESG scores provide a composite measurement of companies' environmental, social, and governance performance. Such scores, in turn, are derived from multiple indicators:
- Environmental Pillar Score (EPS) consolidates the Resource Use, Emissions, and Innovation sub-scores.
- Social Pillar Score (SPS) includes sub-scores for Workforce, Human Rights, Community, and Product Responsibility.
- The Governance Pillar Score (GPS ) includes the company's subs scores in Management, Shareholders, CSR Strategy, and Cont.
- Country Governance Scores: This is also a derivative of the WGI. The following six dimensions are used in developing the governance scores: Voice and Accountability, Political Stability and Absence of Violence/Terrorism, Government Effectiveness, Regulatory Quality, Rule of Law, and Control of Corruption.
3.2. Sample
- Low (1 to 3): Represented as D- to D+
- Middle (4 to 9): Like a C- to B
- High (10 to 12): A- to A+
4. Methodology
4.1. Panel Data Regressions
4.2. ESG and Country Governance
5. Empirical Findings
5.1. Panel Data Regressions
5.1.1. Returns
5.1.2. Absolute Returns
5.1.3. Risk-Adjusted Returns
5.2. Cross-Sectional Regressions
5.2.1. Returns
5.2.2. Absolute Returns
5.2.3. Risk-Adjusted Returns
6. Limitations
6. Concluding Remarks and Future Research
Author Contributions
Funding
Informed Consent Statement
Acknowledgments
Conflicts of Interest
Appendix A
Appendix B
| 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 |
| Overall | Voice & Accountability | Political stability & 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 |
| Europe | nonEurope | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | ||
| Panel data regressions | Observations | 552,750 | 13,750 | 5,500 | 5,500 | 16,500 | 2,750 | 5,500 | 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 | 2,211 | |||||||||||
| 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% |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. ESG combined score | ||||||||||||
| Covid | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.04E-03 | -1.47E-03 | 8.64E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.93E-03 | 8.39E-03 | 5.58E-03 | |
| ESG_low | 1.24E-01** | - | - | - | - | - | - | - | 7.52E-02 | 3.04E-02 | - | 2.84E-01** |
| 2.81E-02 | - | - | - | - | - | - | - | 6.14E-02 | 1.97E-02 | - | 9.21E-02 | |
| Covid*ESG_low | 1.75E-01** | - | - | - | - | - | - | - | 1.35E-01 | 8.41E-02 | - | 3.22E-01 |
| 8.09E-02 | - | - | - | - | - | - | - | 1.76E-01 | 5.65E-02 | - | 2.64E-01 | |
| ESG_high | 1.98E-01** | 3.54E-02 | 7.14E-03 | - | - | - | 7.21E-03* | - | 7.52E-02 | - | - | 5.68E-01** |
| 4.50E-02 | 1.28E-02 | 5.59E-03 | - | - | - | 4.22E-03 | - | 6.14E-02 | - | - | 1.84E-01 | |
| Covid*ESG_high | 2.79E-01** | 4.49E-02 | 1.23E-02 | - | - | - | 4.33E-05 | - | 1.35E-01 | - | - | 6.44E-01 |
| 1.29E-01 | 3.67E-02 | 1.60E-02 | - | - | - | 1.21E-02 | - | 1.76E-01 | - | - | 5.29E-01 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.02E-03 | 5.14E-03* | 5.52E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.77E-03 | 2.93E-03 | 1.95E-03 | |
| 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 | 2.33E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.04E-03 | -1.47E-03 | 8.07E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.93E-03 | 8.39E-03 | 5.57E-03 | |
| ESG_low | 1.41E-01** | - | - | - | - | - | - | - | - | 3.04E-02 | - | 2.83E-01** |
| 3.21E-02 | - | - | - | - | - | - | - | - | 1.97E-02 | - | 9.20E-02 | |
| Covid*ESG_low | 1.98E-01** | - | - | - | - | - | - | - | - | 8.41E-02 | - | 3.18E-01 |
| 9.24E-02 | - | - | - | - | - | - | - | - | 5.65E-02 | - | 2.64E-01 | |
| ESG_high | 6.59E-02** | - | 3.57E-03 | - | - | 5.39E-03* | 3.60E-03* | 1.84E-02* | - | - | - | 8.08E-02** |
| 1.50E-02 | - | 2.79E-03 | - | - | 2.98E-03 | 2.11E-03 | 9.48E-03 | - | - | - | 2.63E-02 | |
| Covid*ESG_high | 9.26E-02** | - | 6.14E-03 | - | - | 2.24E-03 | 2.16E-05 | 9.13E-03 | - | - | - | 9.10E-02 |
| 4.31E-02 | - | 8.01E-03 | - | - | 8.54E-03 | 6.05E-03 | 2.72E-02 | - | - | - | 7.54E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.02E-03 | 5.14E-03* | 5.50E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.77E-03 | 2.93E-03 | 1.94E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Enviromental pillar score | ||||||||||||
| Covid | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 7.86E-03 | -1.47E-03 | 8.63E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.63E-03 | 8.39E-03 | 5.51E-03 | |
| ESG_low | 3.20E-02** | - | - | - | - | - | - | 2.77E-02* | 3.76E-02 | 8.79E-03 | - | 6.24E-02** |
| 7.26E-03 | - | - | - | - | - | - | 1.42E-02 | 3.07E-02 | 5.41E-03 | - | 2.00E-02 | |
| Covid*ESG_low | 4.50E-02** | - | - | - | - | - | - | 1.37E-02 | 6.74E-02 | 2.38E-02 | - | 7.08E-02 |
| 2.09E-02 | - | - | - | - | - | - | 4.08E-02 | 8.79E-02 | 1.55E-02 | - | 5.74E-02 | |
| ESG_high | 3.00E-02** | 3.54E-02** | 3.57E-03 | - | - | 5.39E-03* | 3.60E-03* | 1.38E-02* | 2.51E-02 | 5.28E-02 | 2.48E-02* | 3.74E-02** |
| 6.82E-03 | 1.28E-02 | 2.79E-03 | - | - | 2.98E-03 | 2.11E-03 | 7.11E-03 | 2.05E-02 | 3.24E-02 | 1.37E-02 | 1.20E-02 | |
| Covid*ESG_high | 4.23E-02** | 4.49E-02 | 6.14E-03 | - | - | 2.24E-03 | 2.16E-05 | 6.85E-03 | 4.50E-02 | 1.42E-01 | 1.83E-02 | 4.25E-02 |
| 1.96E-02 | 3.67E-02 | 8.01E-03 | - | - | 8.54E-03 | 6.05E-03 | 2.04E-02 | 5.86E-02 | 9.30E-02 | 3.94E-02 | 3.45E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.10E-03 | 5.14E-03* | 5.51E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.66E-03 | 2.93E-03 | 1.92E-03 | |
| 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 | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.04E-03 | -1.47E-03 | 8.64E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.93E-03 | 8.39E-03 | 5.58E-03 | |
| ESG_low | 3.20E-02** | - | - | - | - | - | - | 2.77E-02* | 2.51E-02 | 1.01E-02 | - | 5.16E-02** |
| 7.26E-03 | - | - | - | - | - | - | 1.42E-02 | 2.05E-02 | 6.57E-03 | - | 1.68E-02 | |
| Covid*ESG_low | 4.50E-02** | - | - | - | - | - | - | 1.37E-02 | 4.50E-02 | 2.80E-02 | - | 5.86E-02 |
| 2.09E-02 | - | - | - | - | - | - | 4.08E-02 | 5.86E-02 | 1.88E-02 | - | 4.81E-02 | |
| ESG_high | 1.55E-02** | 8.84E-03** | 3.57E-03 | - | - | 5.39E-03* | 3.60E-03* | 9.22E-03* | 1.07E-02 | 5.07E-02 | 1.65E-02* | 1.58E-02** |
| 3.52E-03 | 3.19E-03 | 2.79E-03 | - | - | 2.98E-03 | 2.11E-03 | 4.74E-03 | 8.77E-03 | 3.28E-02 | 9.15E-03 | 5.12E-03 | |
| Covid*ESG_high | 2.18E-02** | 1.12E-02 | 6.14E-03 | - | - | 2.24E-03 | 2.16E-05 | 4.57E-03 | 1.93E-02 | 1.40E-01 | 1.22E-02 | 1.79E-02 |
| 1.01E-02 | 9.17E-03 | 8.01E-03 | - | - | 8.54E-03 | 6.05E-03 | 1.36E-02 | 2.51E-02 | 9.41E-02 | 2.62E-02 | 1.47E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.02E-03 | 5.14E-03* | 5.52E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.77E-03 | 2.93E-03 | 1.95E-03 | |
| 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 | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.10E-03 | -1.47E-03 | 8.42E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.84E-03 | 8.39E-03 | 5.52E-03 | |
| ESG_low | 3.81E-02** | - | - | - | - | - | - | - | 2.51E-02 | 1.17E-02 | - | 5.68E-02** |
| 8.66E-03 | - | - | - | - | - | - | - | 2.05E-02 | 7.49E-03 | - | 1.82E-02 | |
| Covid*ESG_low | 5.37E-02** | - | - | - | - | - | - | - | 4.50E-02 | 3.25E-02 | - | 6.43E-02 |
| 2.49E-02 | - | - | - | - | - | - | - | 5.86E-02 | 2.15E-02 | - | 5.23E-02 | |
| ESG_high | 5.86E-03** | 7.07E-03** | 3.57E-03 | 4.03E-03 | 5.59E-03* | 5.39E-03* | 3.60E-03* | 3.95E-03* | 6.27E-03 | 6.07E-03 | 4.96E-03* | 6.24E-03** |
| 1.33E-03 | 2.56E-03 | 2.79E-03 | 2.91E-03 | 3.10E-03 | 2.98E-03 | 2.11E-03 | 2.03E-03 | 5.11E-03 | 3.89E-03 | 2.74E-03 | 2.00E-03 | |
| Covid*ESG_high | 8.26E-03** | 8.97E-03 | 6.14E-03 | 4.34E-03 | 1.28E-02 | 2.24E-03 | 2.16E-05 | 1.96E-03 | 1.12E-02 | 1.69E-02 | 3.67E-03 | 7.06E-03 |
| 3.83E-03 | 7.33E-03 | 8.01E-03 | 8.35E-03 | 8.89E-03 | 8.54E-03 | 6.05E-03 | 5.82E-03 | 1.47E-02 | 1.12E-02 | 7.87E-03 | 5.75E-03 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.01E-03 | 5.14E-03* | 5.52E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.73E-03 | 2.93E-03 | 1.93E-03 | |
| 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 | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.28E-03 | -1.47E-03 | 8.46E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 8.04E-03 | 8.39E-03 | 5.52E-03 | |
| ESG_low | 1.14E-02** | 3.54E-02** | - | - | 2.79E-02* | - | 7.21E-03* | 9.22E-03* | 1.25E-02 | 5.07E-03 | 1.65E-02* | 1.43E-02** |
| 2.59E-03 | 1.28E-02 | - | - | 1.55E-02 | - | 4.22E-03 | 4.74E-03 | 1.02E-02 | 3.35E-03 | 9.15E-03 | 4.60E-03 | |
| Covid*ESG_low | 1.61E-02** | 4.49E-02 | - | - | 6.41E-02 | - | 4.33E-05 | 4.57E-03 | 2.25E-02 | 1.44E-02 | 1.22E-02 | 1.62E-02 |
| 7.44E-03 | 3.67E-02 | - | - | 4.45E-02 | - | 1.21E-02 | 1.36E-02 | 2.93E-02 | 9.61E-03 | 2.62E-02 | 1.32E-02 | |
| ESG_high | 7.08E-02** | - | - | - | - | - | - | 5.53E-02* | 2.51E-02 | 7.35E-02 | - | 7.16E-02** |
| 1.61E-02 | - | - | - | - | - | - | 2.84E-02 | 2.05E-02 | 4.86E-02 | - | 2.30E-02 | |
| Covid*ESG_high | 9.97E-02** | - | - | - | - | - | - | 2.74E-02 | 4.50E-02 | 2.08E-01 | - | 8.11E-02 |
| 4.62E-02 | - | - | - | - | - | - | 8.15E-02 | 5.86E-02 | 1.39E-01 | - | 6.61E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 2.96E-03 | 5.14E-03* | 5.51E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.80E-03 | 2.93E-03 | 1.93E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Social pillar score | ||||||||||||
| Covid | 2.20E-03 | 2.16E-03 | 2.93E-03 | -3.54E-03 | 9.21E-03 | -3.58E-03 | -4.08E-03 | -2.23E-03 | 4.47E-03 | 7.77E-03 | -1.47E-03 | 7.55E-04 |
| 3.48E-03 | 7.82E-03 | 8.55E-03 | 5.43E-03 | 8.43E-03 | 9.11E-03 | 6.46E-03 | 5.95E-03 | 1.24E-02 | 7.31E-03 | 8.39E-03 | 5.14E-03 | |
| ESG_low | 1.13E-01** | - | - | - | - | - | - | 5.42E-02** | 7.17E-02 | 3.27E-02* | - | 2.91E-01** |
| 2.53E-02 | - | - | - | - | - | - | 2.73E-02 | 6.06E-02 | 1.82E-02 | - | 8.90E-02 | |
| Covid*ESG_low | 1.56E-01** | - | - | - | - | - | - | 2.68E-02 | 1.31E-01 | 8.45E-02 | - | 3.26E-01 |
| 7.26E-02 | - | - | - | - | - | - | 7.82E-02 | 1.74E-01 | 5.21E-02 | - | 2.56E-01 | |
| ESG_high | 2.74E-02** | 1.18E-02** | 3.57E-03 | - | 2.91E-02** | 5.39E-03* | 3.60E-03* | 1.81E-02** | 2.39E-02 | 8.17E-02* | - | 2.91E-02** |
| 6.14E-03 | 4.26E-03 | 2.79E-03 | - | 1.38E-02 | 2.98E-03 | 2.11E-03 | 9.08E-03 | 2.02E-02 | 4.54E-02 | - | 8.90E-03 | |
| Covid*ESG_high | 3.78E-02** | 1.50E-02 | 6.14E-03 | - | 6.95E-02* | 2.24E-03 | 2.16E-05 | 8.93E-03 | 4.35E-02 | 2.11E-01 | - | 3.26E-02 |
| 1.77E-02 | 1.22E-02 | 8.01E-03 | - | 3.95E-02 | 8.54E-03 | 6.05E-03 | 2.61E-02 | 5.79E-02 | 1.30E-01 | - | 2.56E-02 | |
| Constant | 4.80E-03** | 6.81E-03** | 3.21E-03 | 4.66E-03** | 4.69E-03 | 5.82E-03* | 4.10E-03* | 4.15E-03** | 4.24E-03 | 3.35E-03 | 5.14E-03* | 5.40E-03** |
| 1.21E-03 | 2.73E-03 | 2.98E-03 | 1.89E-03 | 2.94E-03 | 3.18E-03 | 2.25E-03 | 2.08E-03 | 4.31E-03 | 2.55E-03 | 2.93E-03 | 1.79E-03 | |
| 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 | 2.19E-03 | 2.16E-03 | 2.93E-03 | 7.34E-03 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.54E-03 | 4.53E-03 | 7.23E-03 | -1.47E-03 | 7.37E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 9.09E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.07E-03 | 1.25E-02 | 7.41E-03 | 8.39E-03 | 5.46E-03 | |
| ESG_low | 9.39E-02** | - | - | - | - | - | - | - | 7.52E-02 | 3.20E-02* | - | 1.20E-01** |
| 2.10E-02 | - | - | - | - | - | - | - | 6.14E-02 | 1.84E-02 | - | 3.75E-02 | |
| Covid*ESG_low | 1.29E-01** | - | - | - | - | - | - | - | 1.35E-01 | 8.03E-02 | - | 1.34E-01 |
| 6.04E-02 | - | - | - | - | - | - | - | 1.76E-01 | 5.28E-02 | - | 1.08E-01 | |
| ESG_high | 1.38E-02** | 7.07E-03** | 3.57E-03 | 1.11E-02 | 6.99E-03* | 5.39E-03* | 3.60E-03* | 5.98E-03* | 1.07E-02 | 3.20E-02* | 1.24E-02* | 1.71E-02** |
| 3.08E-03 | 2.56E-03 | 2.79E-03 | 8.92E-03 | 3.88E-03 | 2.98E-03 | 2.11E-03 | 3.09E-03 | 8.77E-03 | 1.84E-02 | 6.86E-03 | 5.35E-03 | |
| Covid*ESG_high | 1.89E-02** | 8.97E-03 | 6.14E-03 | 3.04E-02 | 1.60E-02 | 2.24E-03 | 2.16E-05 | 2.50E-03 | 1.93E-02 | 8.03E-02 | 9.17E-03 | 1.91E-02 |
| 8.86E-03 | 7.33E-03 | 8.01E-03 | 2.56E-02 | 1.11E-02 | 8.54E-03 | 6.05E-03 | 8.86E-03 | 2.51E-02 | 5.28E-02 | 1.97E-02 | 1.54E-02 | |
| Constant | 4.90E-03** | 6.81E-03** | 3.21E-03 | 2.80E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.15E-03* | 4.46E-03 | 3.33E-03 | 5.14E-03* | 5.62E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.17E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.12E-03 | 4.37E-03 | 2.59E-03 | 2.93E-03 | 1.90E-03 | |
| 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 | 2.25E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 7.91E-03 | -1.47E-03 | 7.62E-04 |
| 3.55E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.82E-03 | 8.39E-03 | 5.52E-03 | |
| ESG_low | 1.48E-02** | - | - | - | - | - | - | 1.11E-02* | 3.76E-02 | 6.30E-03 | 1.24E-02* | 1.76E-02** |
| 3.37E-03 | - | - | - | - | - | - | 5.69E-03 | 3.07E-02 | 4.05E-03 | 6.86E-03 | 5.63E-03 | |
| Covid*ESG_low | 2.05E-02** | - | - | - | - | - | - | 5.48E-03 | 6.74E-02 | 1.73E-02 | 9.17E-03 | 1.97E-02 |
| 9.68E-03 | - | - | - | - | - | - | 1.63E-02 | 8.79E-02 | 1.16E-02 | 1.97E-02 | 1.62E-02 | |
| ESG_high | 3.20E-02** | 8.84E-03** | 3.57E-03 | 8.06E-03 | 1.40E-02* | 5.39E-03* | 3.60E-03* | 1.84E-02* | 2.51E-02 | 7.56E-02 | - | 5.00E-02** |
| 7.26E-03 | 3.19E-03 | 2.79E-03 | 5.83E-03 | 7.76E-03 | 2.98E-03 | 2.11E-03 | 9.48E-03 | 2.05E-02 | 4.86E-02 | - | 1.60E-02 | |
| Covid*ESG_high | 4.43E-02** | 1.12E-02 | 6.14E-03 | 8.69E-03 | 3.20E-02 | 2.24E-03 | 2.16E-05 | 9.13E-03 | 4.50E-02 | 2.08E-01 | - | 5.59E-02 |
| 2.09E-02 | 9.17E-03 | 8.01E-03 | 1.67E-02 | 2.22E-02 | 8.54E-03 | 6.05E-03 | 2.72E-02 | 5.86E-02 | 1.39E-01 | - | 4.58E-02 | |
| Constant | 4.84E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.01E-03 | 5.14E-03* | 5.57E-03** |
| 1.24E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.73E-03 | 2.93E-03 | 1.93E-03 | |
| 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 | 2.25E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 5.55E-03 | -3.58E-03 | -4.08E-03 | -2.40E-03 | 4.53E-03 | 8.04E-03 | -1.47E-03 | 8.44E-04 |
| 3.51E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.18E-03 | 9.11E-03 | 6.46E-03 | 6.12E-03 | 1.25E-02 | 7.93E-03 | 8.39E-03 | 5.52E-03 | |
| ESG_low | 1.13E-01** | - | - | - | 3.53E-02* | - | 0.00E+00 | 2.06E-02** | 7.52E-02 | 7.61E-02 | 2.48E-02* | - |
| 2.55E-02 | - | - | - | 1.80E-02 | - | 0.00E+00 | 1.00E-02 | 6.14E-02 | 4.92E-02 | 1.37E-02 | - | |
| Covid*ESG_low | 1.57E-01** | - | - | - | 6.46E-02 | - | 0.00E+00 | 1.01E-02 | 1.35E-01 | 2.10E-01 | 1.83E-02 | - |
| 7.33E-02 | - | - | - | 5.17E-02 | - | 0.00E+00 | 2.87E-02 | 1.76E-01 | 1.41E-01 | 3.94E-02 | - | |
| ESG_high | 1.07E-02** | 3.54E-02 | 3.57E-03 | 4.03E-03 | 1.76E-02* | 5.39E-03* | 3.60E-03* | 1.24E-02** | 1.25E-02 | 1.52E-02 | 4.96E-02* | 9.20E-03** |
| 2.41E-03 | 1.28E-02 | 2.79E-03 | 2.91E-03 | 9.01E-03 | 2.98E-03 | 2.11E-03 | 6.01E-03 | 1.02E-02 | 9.85E-03 | 2.74E-02 | 2.98E-03 | |
| Covid*ESG_high | 1.49E-02** | 4.49E-02 | 6.14E-03 | 4.34E-03 | 3.23E-02 | 2.24E-03 | 2.16E-05 | 6.05E-03 | 2.25E-02 | 4.21E-02 | 3.67E-02 | 1.04E-02 |
| 6.94E-03 | 3.67E-02 | 8.01E-03 | 8.35E-03 | 2.58E-02 | 8.54E-03 | 6.05E-03 | 1.72E-02 | 2.93E-02 | 2.82E-02 | 7.87E-02 | 8.56E-03 | |
| Constant | 4.81E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 5.20E-03 | 5.82E-03* | 4.10E-03* | 4.42E-03* | 4.46E-03 | 3.02E-03 | 5.14E-03* | 5.47E-03* |
| 1.22E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.20E-03 | 3.18E-03 | 2.25E-03 | 2.14E-03 | 4.37E-03 | 2.77E-03 | 2.93E-03 | 1.93E-03 | |
| 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 | 2.40E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.40E-03 | 4.53E-03 | 7.84E-03 | -1.47E-03 | 1.05E-03 |
| 3.54E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.12E-03 | 1.25E-02 | 7.96E-03 | 8.39E-03 | 5.59E-03 | |
| ESG_low | 3.79E-02** | - | - | - | 2.79E-02* | - | - | 3.09E-02** | 7.52E-02 | 1.05E-02 | - | 7.35E-02** |
| 8.58E-03 | - | - | - | 1.55E-02 | - | - | 1.50E-02 | 6.14E-02 | 6.77E-03 | - | 2.38E-02 | |
| Covid*ESG_low | 5.35E-02** | - | - | - | 6.41E-02 | - | - | 1.51E-02 | 1.35E-01 | 2.84E-02 | - | 8.54E-02 |
| 2.47E-02 | - | - | - | 4.45E-02 | - | - | 4.31E-02 | 1.76E-01 | 1.94E-02 | - | 6.83E-02 | |
| ESG_high | 1.97E-02** | 1.18E-02** | 7.14E-03 | - | 1.40E-02* | 5.39E-03* | 3.60E-03* | 1.03E-02** | 1.50E-02 | 5.26E-02 | 4.96E-02** | 2.10E-02** |
| 4.45E-03 | 4.26E-03 | 5.59E-03 | - | 7.76E-03 | 2.98E-03 | 2.11E-03 | 5.00E-03 | 1.23E-02 | 3.38E-02 | 2.74E-02 | 6.79E-03 | |
| Covid*ESG_high | 2.78E-02** | 1.50E-02 | 1.23E-02 | - | 3.20E-02 | 2.24E-03 | 2.16E-05 | 5.04E-03 | 2.70E-02 | 1.42E-01 | 3.67E-02 | 2.44E-02 |
| 1.28E-02 | 1.22E-02 | 1.60E-02 | - | 2.22E-02 | 8.54E-03 | 6.05E-03 | 1.44E-02 | 3.52E-02 | 9.70E-02 | 7.87E-02 | 1.95E-02 | |
| Constant | 4.82E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.42E-03** | 4.46E-03 | 3.09E-03 | 5.14E-03* | 5.52E-03** |
| 1.24E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.14E-03 | 4.37E-03 | 2.78E-03 | 2.93E-03 | 1.95E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Governance pillar score | ||||||||||||
| Covid | 2.20E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 7.22E-03 | -1.47E-03 | 8.64E-04 |
| 3.51E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.71E-03 | 8.39E-03 | 5.58E-03 | |
| ESG_low | 1.65E-01** | - | - | - | - | - | - | - | - | 4.94E-02 | 4.96E-02* | 2.84E-01** |
| 3.73E-02 | - | - | - | - | - | - | - | - | 3.19E-02 | 2.74E-02 | 9.21E-02 | |
| Covid*ESG_low | 2.27E-01** | - | - | - | - | - | - | - | - | 1.30E-01 | 3.67E-02 | 3.22E-01 |
| 1.07E-01 | - | - | - | - | - | - | - | - | 9.15E-02 | 7.87E-02 | 2.64E-01 | |
| ESG_high | 3.80E-02** | 3.54E-02** | 3.57E-03 | - | - | 5.39E-03* | 7.21E-03* | 1.84E-02* | 3.76E-02 | 4.94E-02 | 4.96E-02* | 4.73E-02** |
| 8.61E-03 | 1.28E-02 | 2.79E-03 | - | - | 2.98E-03 | 4.22E-03 | 9.48E-03 | 3.07E-02 | 3.19E-02 | 2.74E-02 | 1.54E-02 | |
| Covid*ESG_high | 5.25E-02** | 4.49E-02 | 6.14E-03 | - | - | 2.24E-03 | 4.33E-05 | 9.13E-03 | 6.74E-02 | 1.30E-01 | 3.67E-02 | 5.37E-02 |
| 2.47E-02 | 3.67E-02 | 8.01E-03 | - | - | 8.54E-03 | 1.21E-02 | 2.72E-02 | 8.79E-02 | 9.15E-02 | 7.87E-02 | 4.41E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.02E-03 | 5.14E-03* | 5.52E-03** |
| 1.22E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.69E-03 | 2.93E-03 | 1.95E-03 | |
| 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 | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.04E-03 | -1.47E-03 | 8.64E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 7.93E-03 | 8.39E-03 | 5.58E-03 | |
| ESG_low | 1.10E-01** | - | - | - | - | - | - | - | 7.52E-02 | 3.04E-02 | 4.96E-02* | 2.84E-01** |
| 2.50E-02 | - | - | - | - | - | - | - | 6.14E-02 | 1.97E-02 | 2.74E-02 | 9.21E-02 | |
| Covid*ESG_low | 1.55E-01** | - | - | - | - | - | - | - | 1.35E-01 | 8.41E-02 | 3.67E-02 | 3.22E-01 |
| 7.19E-02 | - | - | - | - | - | - | - | 1.76E-01 | 5.65E-02 | 7.87E-02 | 2.64E-01 | |
| ESG_high | 2.20E-02** | 3.54E-02** | 3.57E-03 | 8.06E-03 | - | 5.39E-03* | 3.60E-03* | 1.38E-02* | 2.51E-02 | 1.90E-02 | 4.96E-02* | 2.58E-02** |
| 5.00E-03 | 1.28E-02 | 2.79E-03 | 5.83E-03 | - | 2.98E-03 | 2.11E-03 | 7.11E-03 | 2.05E-02 | 1.23E-02 | 2.74E-02 | 8.37E-03 | |
| Covid*ESG_high | 3.10E-02** | 4.49E-02 | 6.14E-03 | 8.69E-03 | - | 2.24E-03 | 2.16E-05 | 6.85E-03 | 4.50E-02 | 5.26E-02 | 3.67E-02 | 2.93E-02 |
| 1.44E-02 | 3.67E-02 | 8.01E-03 | 1.67E-02 | - | 8.54E-03 | 6.05E-03 | 2.04E-02 | 5.86E-02 | 3.53E-02 | 7.87E-02 | 2.40E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 3.02E-03 | 5.14E-03* | 5.52E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.77E-03 | 2.93E-03 | 1.95E-03 | |
| 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 | 2.36E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.34E-03 | -1.47E-03 | 9.70E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 8.00E-03 | 8.39E-03 | 5.44E-03 | |
| ESG_low | 5.22E-02** | 3.54E-02** | - | 8.06E-03 | - | - | 7.21E-03* | - | 3.76E-02 | 3.41E-02 | 4.96E-02* | 6.48E-02** |
| 1.19E-02 | 1.28E-02 | - | 5.83E-03 | - | - | 4.22E-03 | - | 3.07E-02 | 2.29E-02 | 2.74E-02 | 2.05E-02 | |
| Covid*ESG_low | 7.35E-02** | 4.49E-02 | - | 8.69E-03 | - | - | 4.33E-05 | - | 6.74E-02 | 9.82E-02 | 3.67E-02 | 7.47E-02 |
| 3.41E-02 | 3.67E-02 | - | 1.67E-02 | - | - | 1.21E-02 | - | 8.79E-02 | 6.56E-02 | 7.87E-02 | 5.90E-02 | |
| ESG_high | 2.16E-02** | 3.54E-02** | 3.57E-03 | - | 1.40E-02* | 5.39E-03** | - | 1.84E-02* | 1.25E-02 | 3.41E-02 | 4.96E-02* | 2.24E-02** |
| 4.89E-03 | 1.28E-02 | 2.79E-03 | - | 7.76E-03 | 2.98E-03 | - | 9.48E-03 | 1.02E-02 | 2.29E-02 | 2.74E-02 | 7.11E-03 | |
| Covid*ESG_high | 3.04E-02** | 4.49E-02 | 6.14E-03 | - | 3.20E-02 | 2.24E-03 | - | 9.13E-03 | 2.25E-02 | 9.82E-02 | 3.67E-02 | 2.59E-02 |
| 1.41E-02 | 3.67E-02 | 8.01E-03 | - | 2.22E-02 | 8.54E-03 | - | 2.72E-02 | 2.93E-02 | 6.56E-02 | 7.87E-02 | 2.04E-02 | |
| Constant | 4.79E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 2.88E-03 | 5.14E-03* | 5.49E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.79E-03 | 2.93E-03 | 1.90E-03 | |
| 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 | 2.38E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.27E-03 | 4.53E-03 | 8.28E-03 | -1.47E-03 | 8.78E-04 |
| 3.53E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.21E-03 | 1.25E-02 | 8.04E-03 | 8.39E-03 | 5.52E-03 | |
| ESG_low | 2.86E-02** | - | - | - | 2.79E-02* | - | - | 2.77E-02* | 1.88E-02 | 1.13E-02 | - | 3.88E-02** |
| 6.43E-03 | - | - | - | 1.55E-02 | - | - | 1.42E-02 | 1.53E-02 | 7.48E-03 | - | 1.23E-02 | |
| Covid*ESG_low | 4.02E-02** | - | - | - | 6.41E-02 | - | - | 1.37E-02 | 3.37E-02 | 3.20E-02 | - | 4.40E-02 |
| 1.85E-02 | - | - | - | 4.45E-02 | - | - | 4.08E-02 | 4.40E-02 | 2.14E-02 | - | 3.52E-02 | |
| ESG_high | 1.51E-02** | 3.54E-02** | 3.57E-03 | - | - | 5.39E-03** | 7.21E-03* | 1.11E-02* | 1.50E-02 | 2.10E-02 | 1.24E-02* | 1.45E-02** |
| 3.41E-03 | 1.28E-02 | 2.79E-03 | - | - | 2.98E-03 | 4.22E-03 | 5.69E-03 | 1.23E-02 | 1.39E-02 | 6.86E-03 | 4.60E-03 | |
| Covid*ESG_high | 2.13E-02** | 4.49E-02 | 6.14E-03 | - | - | 2.24E-03 | 4.33E-05 | 5.48E-03 | 2.70E-02 | 5.95E-02 | 9.17E-03 | 1.65E-02 |
| 9.80E-03 | 3.67E-02 | 8.01E-03 | - | - | 8.54E-03 | 1.21E-02 | 1.63E-02 | 3.52E-02 | 3.98E-02 | 1.97E-02 | 1.32E-02 | |
| Constant | 4.84E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.23E-03* | 4.46E-03 | 2.96E-03 | 5.14E-03* | 5.59E-03** |
| 1.23E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.17E-03 | 4.37E-03 | 2.80E-03 | 2.93E-03 | 1.93E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Covid | 2.52E-03 | 2.16E-03 | 2.93E-03 | 3.55E-04 | 8.23E-03 | -3.58E-03 | -4.08E-03 | -2.11E-03 | 4.53E-03 | 7.80E-03 | -1.47E-03 | 1.13E-03 |
| 3.57E-03 | 7.82E-03 | 8.55E-03 | 8.91E-03 | 9.49E-03 | 9.11E-03 | 6.46E-03 | 6.07E-03 | 1.25E-02 | 7.63E-03 | 8.39E-03 | 5.55E-03 | |
| ESG_low | 1.24E-01** | - | - | - | - | - | 7.21E-03* | - | 7.52E-02 | - | - | 9.46E-02** |
| 2.84E-02 | - | - | - | - | - | 4.22E-03 | - | 6.14E-02 | - | - | 3.05E-02 | |
| Covid*ESG_low | 1.78E-01** | - | - | - | - | - | 4.33E-05 | - | 1.35E-01 | - | - | 1.11E-01 |
| 8.17E-02 | - | - | - | - | - | 1.21E-02 | - | 1.76E-01 | - | - | 8.77E-02 | |
| ESG_high | 8.24E-03** | 1.18E-02** | - | 4.03E-03 | 5.59E-03* | - | - | 9.50E-03 | 5.78E-03 | 4.37E-03 | 6.20E-03* | 1.16E-02** |
| 1.90E-03 | 4.26E-03 | - | 2.91E-03 | 3.10E-03 | - | - | 4.30E-03 | 4.72E-03 | 2.86E-03 | 3.43E-03 | 3.74E-03 | |
| Covid*ESG_high | 1.18E-02** | 1.50E-02 | - | 4.34E-03 | 1.28E-02 | - | - | 5.49E-03 | 1.04E-02 | 1.22E-02 | 4.59E-03 | 1.36E-02 |
| 5.45E-03 | 1.22E-02 | - | 8.35E-03 | 8.89E-03 | - | - | 1.23E-02 | 1.35E-02 | 8.21E-03 | 9.84E-03 | 1.07E-02 | |
| Constant | 4.77E-03** | 6.81E-03** | 3.21E-03 | 3.99E-03 | 4.59E-03 | 5.82E-03* | 4.10E-03* | 4.64E-03** | 4.46E-03 | 2.86E-03 | 5.14E-03* | 5.48E-03** |
| 1.24E-03 | 2.73E-03 | 2.98E-03 | 3.11E-03 | 3.31E-03 | 3.18E-03 | 2.25E-03 | 2.12E-03 | 4.37E-03 | 2.66E-03 | 2.93E-03 | 1.94E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. ESG combined score | ||||||||||||
| Covid | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.28E-03** | 1.18E-03** | 8.30E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.19E-04 | 4.88E-04 | 3.71E-04 | |
| ESG_low | 3.15E-01** | - | - | - | - | - | - | - | 3.24E-01** | 1.21E-01** | - | 5.28E-01** |
| 2.52E-03 | - | - | - | - | - | - | - | 3.69E-03 | 1.35E-03 | - | 6.69E-03 | |
| Covid*ESG_low | 4.78E-01** | - | - | - | - | - | - | - | 4.31E-01** | 1.76E-01** | - | 8.96E-01** |
| 1.67E-02 | - | - | - | - | - | - | - | 1.93E-02 | 7.05E-03 | - | 3.07E-02 | |
| ESG_high | 5.04E-01** | 6.08E-02** | 2.20E-02** | - | - | - | 1.70E-02** | - | 3.24E-01** | - | - | 1.06E+00** |
| 4.03E-03 | 8.60E-04 | 3.83E-04 | - | - | - | 2.79E-04 | - | 3.69E-03 | - | - | 1.34E-02 | |
| Covid*ESG_high | 7.65E-01** | 8.08E-02** | 3.23E-02** | - | - | - | 2.26E-02** | - | 4.31E-01** | - | - | 1.79E+00** |
| 2.68E-02 | 3.92E-03 | 1.53E-03 | - | - | - | 1.17E-03 | - | 1.93E-02 | - | - | 6.15E-02 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.45E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.81E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 7.60E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.28E-03** | 1.18E-03** | 8.30E-03** |
| 2.78E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.19E-04 | 4.88E-04 | 3.70E-04 | |
| ESG_low | 3.60E-01** | - | - | - | - | - | - | - | - | 1.21E-01** | - | 5.27E-01** |
| 2.88E-03 | - | - | - | - | - | - | - | - | 1.35E-03 | - | 6.68E-03 | |
| Covid*ESG_low | 5.46E-01** | - | - | - | - | - | - | - | - | 1.76E-01** | - | 8.95E-01** |
| 1.91E-02 | - | - | - | - | - | - | - | - | 7.05E-03 | - | 3.07E-02 | |
| ESG_high | 1.68E-01** | - | 1.10E-02** | - | - | 1.06E-02** | 8.52E-03** | 5.88E-02** | - | - | - | 1.51E-01** |
| 1.34E-03 | - | 1.92E-04 | - | - | 2.13E-04 | 1.40E-04 | 6.56E-04 | - | - | - | 1.91E-03 | |
| Covid*ESG_high | 2.55E-01** | - | 1.62E-02** | - | - | 1.52E-02** | 1.13E-02** | 8.89E-02** | - | - | - | 2.56E-01** |
| 8.91E-03 | - | 7.66E-04 | - | - | 8.01E-04 | 5.85E-04 | 3.39E-03 | - | - | - | 8.77E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.43E-03** |
| 9.71E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.81E-04 | 1.70E-04 | 1.29E-04 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Enviromental pillar score | ||||||||||||
| Covid | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.49E-03** | 1.18E-03** | 8.22E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.10E-04 | 4.88E-04 | 3.68E-04 | |
| ESG_low | 8.13E-02** | - | - | - | - | - | - | 8.81E-02** | 1.62E-01** | 3.43E-02** | - | 1.16E-01** |
| 6.50E-04 | - | - | - | - | - | - | 9.84E-04 | 1.84E-03 | 3.80E-04 | - | 1.46E-03 | |
| Covid*ESG_low | 1.23E-01** | - | - | - | - | - | - | 1.33E-01** | 2.15E-01** | 5.05E-02** | - | 1.96E-01** |
| 4.32E-03 | - | - | - | - | - | - | 5.08E-03 | 9.67E-03 | 1.99E-03 | - | 6.74E-03 | |
| ESG_high | 7.64E-02** | 6.08E-02** | 1.10E-02** | - | - | 1.06E-02** | 8.52E-03** | 4.41E-02** | 1.08E-01** | 2.06E-01** | 7.06E-02** | 6.96E-02** |
| 6.11E-04 | 8.60E-04 | 1.92E-04 | - | - | 2.13E-04 | 1.40E-04 | 4.92E-04 | 1.23E-03 | 2.28E-03 | 7.98E-04 | 8.76E-04 | |
| Covid*ESG_high | 1.16E-01** | 8.08E-02** | 1.62E-02** | - | - | 1.52E-02** | 1.13E-02** | 6.67E-02** | 1.44E-01** | 3.03E-01** | 7.58E-02** | 1.18E-01** |
| 4.05E-03 | 3.92E-03 | 7.66E-04 | - | - | 8.01E-04 | 5.85E-04 | 2.54E-03 | 6.44E-03 | 1.19E-02 | 4.35E-03 | 4.05E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.48E-02** | 1.40E-02** | 9.44E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.78E-04 | 1.70E-04 | 1.28E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.28E-03** | 1.18E-03** | 8.30E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.19E-04 | 4.88E-04 | 3.71E-04 | |
| ESG_low | 8.13E-02** | - | - | - | - | - | - | 8.81E-02** | 1.08E-01** | 4.04E-02** | - | 9.60E-02** |
| 6.51E-04 | - | - | - | - | - | - | 9.84E-04 | 1.23E-03 | 4.50E-04 | - | 1.22E-03 | |
| Covid*ESG_low | 1.23E-01** | - | - | - | - | - | - | 1.33E-01** | 1.44E-01** | 5.88E-02** | - | 1.63E-01** |
| 4.32E-03 | - | - | - | - | - | - | 5.08E-03 | 6.44E-03 | 2.35E-03 | - | 5.59E-03 | |
| ESG_high | 3.94E-02** | 1.52E-02** | 1.10E-02** | - | - | 1.06E-02** | 8.52E-03** | 2.94E-02** | 4.63E-02** | 2.02E-01** | 4.71E-02** | 2.93E-02** |
| 3.15E-04 | 2.15E-04 | 1.92E-04 | - | - | 2.13E-04 | 1.40E-04 | 3.28E-04 | 5.27E-04 | 2.25E-03 | 5.32E-04 | 3.72E-04 | |
| Covid*ESG_high | 5.97E-02** | 2.02E-02** | 1.62E-02** | - | - | 1.52E-02** | 1.13E-02** | 4.45E-02** | 6.15E-02** | 2.94E-01** | 5.05E-02** | 4.98E-02** |
| 2.09E-03 | 9.79E-04 | 7.66E-04 | - | - | 8.01E-04 | 5.85E-04 | 1.69E-03 | 2.76E-03 | 1.18E-02 | 2.90E-03 | 1.71E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.45E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.81E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.42E-03** | 1.18E-03** | 8.24E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.16E-04 | 4.88E-04 | 3.69E-04 | |
| ESG_low | 9.69E-02** | - | - | - | - | - | - | - | 1.08E-01** | 4.67E-02** | - | 1.05E-01** |
| 7.76E-04 | - | - | - | - | - | - | - | 1.23E-03 | 5.18E-04 | - | 1.33E-03 | |
| Covid*ESG_low | 1.47E-01** | - | - | - | - | - | - | - | 1.44E-01** | 6.84E-02** | - | 1.79E-01** |
| 5.15E-03 | - | - | - | - | - | - | - | 6.44E-03 | 2.71E-03 | - | 6.13E-03 | |
| ESG_high | 1.49E-02** | 1.22E-02** | 1.10E-02** | 1.24E-02** | 1.61E-02** | 1.06E-02** | 8.52E-03** | 1.26E-02** | 2.70E-02** | 2.43E-02** | 1.41E-02** | 1.16E-02** |
| 1.19E-04 | 1.72E-04 | 1.92E-04 | 2.03E-04 | 2.15E-04 | 2.13E-04 | 1.40E-04 | 1.41E-04 | 3.07E-04 | 2.69E-04 | 1.60E-04 | 1.46E-04 | |
| Covid*ESG_high | 2.26E-02** | 1.62E-02** | 1.62E-02** | 1.76E-02** | 2.25E-02** | 1.52E-02** | 1.13E-02** | 1.91E-02** | 3.59E-02** | 3.55E-02** | 1.52E-02** | 1.96E-02** |
| 7.92E-04 | 7.83E-04 | 7.66E-04 | 8.44E-04 | 1.01E-03 | 8.01E-04 | 5.85E-04 | 7.26E-04 | 1.61E-03 | 1.41E-03 | 8.69E-04 | 6.74E-04 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.50E-02** | 1.40E-02** | 9.44E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.80E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.41E-03** | 1.18E-03** | 8.25E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.25E-04 | 4.88E-04 | 3.69E-04 | |
| ESG_low | 2.90E-02** | 6.08E-02** | - | - | 8.07E-02** | - | 1.70E-02** | 2.94E-02** | 5.40E-02** | 2.06E-02** | 4.71E-02** | 2.66E-02** |
| 2.32E-04 | 8.60E-04 | - | - | 1.08E-03 | - | 2.79E-04 | 3.28E-04 | 6.15E-04 | 2.30E-04 | 5.32E-04 | 3.36E-04 | |
| Covid*ESG_low | 4.39E-02** | 8.08E-02** | - | - | 1.12E-01** | - | 2.26E-02** | 4.45E-02** | 7.18E-02** | 3.00E-02** | 5.05E-02** | 4.51E-02** |
| 1.54E-03 | 3.92E-03 | - | - | 5.03E-03 | - | 1.17E-03 | 1.69E-03 | 3.22E-03 | 1.20E-03 | 2.90E-03 | 1.55E-03 | |
| ESG_high | 1.80E-01** | - | - | - | - | - | - | 1.76E-01** | 1.08E-01** | 2.99E-01** | - | 1.33E-01** |
| 1.44E-03 | - | - | - | - | - | - | 1.97E-03 | 1.23E-03 | 3.33E-03 | - | 1.68E-03 | |
| Covid*ESG_high | 2.73E-01** | - | - | - | - | - | - | 2.67E-01** | 1.44E-01** | 4.35E-01** | - | 2.26E-01** |
| 9.56E-03 | - | - | - | - | - | - | 1.02E-02 | 6.44E-03 | 1.74E-02 | - | 7.74E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.51E-02** | 1.40E-02** | 9.44E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.83E-04 | 1.70E-04 | 1.29E-04 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Social pillar score | ||||||||||||
| Covid | 7.59E-03** | 4.55E-03** | 5.87E-03** | 4.18E-03** | 6.23E-03** | 5.20E-03** | 3.15E-03** | 8.20E-03** | 8.29E-03** | 8.03E-03** | 1.18E-03** | 8.27E-03** |
| 2.75E-04 | 5.19E-04 | 5.75E-04 | 3.81E-04 | 5.84E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.28E-04 | 4.89E-04 | 4.88E-04 | 3.48E-04 | |
| ESG_low | 2.87E-01** | - | - | - | - | - | - | 1.90E-01** | 3.20E-01** | 1.18E-01** | - | 5.67E-01** |
| 2.28E-03 | - | - | - | - | - | - | 2.00E-03 | 3.66E-03 | 1.28E-03 | - | 6.66E-03 | |
| Covid*ESG_low | 4.35E-01** | - | - | - | - | - | - | 2.91E-01** | 4.29E-01** | 1.72E-01** | - | 9.52E-01** |
| 1.52E-02 | - | - | - | - | - | - | 1.07E-02 | 1.91E-02 | 6.82E-03 | - | 3.22E-02 | |
| ESG_high | 6.98E-02** | 2.03E-02** | 1.10E-02** | - | 7.72E-02** | 1.06E-02** | 8.52E-03** | 6.32E-02** | 1.07E-01** | 2.96E-01** | - | 5.67E-02** |
| 5.53E-04 | 2.87E-04 | 1.92E-04 | - | 9.76E-04 | 2.13E-04 | 1.40E-04 | 6.65E-04 | 1.22E-03 | 3.19E-03 | - | 6.66E-04 | |
| Covid*ESG_high | 1.06E-01** | 2.69E-02** | 1.62E-02** | - | 1.05E-01** | 1.52E-02** | 1.13E-02** | 9.68E-02** | 1.43E-01** | 4.30E-01** | - | 9.52E-02** |
| 3.70E-03 | 1.31E-03 | 7.66E-04 | - | 4.75E-03 | 8.01E-04 | 5.85E-04 | 3.57E-03 | 6.36E-03 | 1.71E-02 | - | 3.22E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 8.54E-03** | 1.47E-02** | 9.95E-03** | 8.14E-03** | 1.26E-02** | 2.03E-02** | 1.46E-02** | 1.40E-02** | 9.70E-03** |
| 9.60E-05 | 1.81E-04 | 2.01E-04 | 1.33E-04 | 2.04E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.54E-04 | 1.71E-04 | 1.70E-04 | 1.21E-04 | |
| 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 | 7.55E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.18E-03** | 8.12E-03** | 8.39E-03** | 1.18E-03** | 8.16E-03** |
| 2.77E-04 | 5.19E-04 | 5.75E-04 | 6.29E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 3.97E-04 | 7.35E-04 | 4.91E-04 | 4.88E-04 | 3.65E-04 | |
| ESG_low | 2.34E-01** | - | - | - | - | - | - | - | 3.24E-01** | 1.18E-01** | - | 2.20E-01** |
| 1.87E-03 | - | - | - | - | - | - | - | 3.69E-03 | 1.29E-03 | - | 2.74E-03 | |
| Covid*ESG_low | 3.54E-01** | - | - | - | - | - | - | - | 4.31E-01** | 1.74E-01** | - | 3.70E-01** |
| 1.24E-02 | - | - | - | - | - | - | - | 1.93E-02 | 6.81E-03 | - | 1.27E-02 | |
| ESG_high | 3.43E-02** | 1.22E-02** | 1.10E-02** | 4.96E-02** | 2.02E-02** | 1.06E-02** | 8.52E-03** | 1.94E-02** | 4.63E-02** | 1.18E-01** | 3.53E-02** | 3.14E-02** |
| 2.74E-04 | 1.72E-04 | 1.92E-04 | 6.27E-04 | 2.69E-04 | 2.13E-04 | 1.40E-04 | 2.15E-04 | 5.27E-04 | 1.29E-03 | 3.99E-04 | 3.92E-04 | |
| Covid*ESG_high | 5.20E-02** | 1.62E-02** | 1.62E-02** | 6.50E-02** | 2.81E-02** | 1.52E-02** | 1.13E-02** | 2.92E-02** | 6.15E-02** | 1.74E-01** | 3.79E-02** | 5.29E-02** |
| 1.82E-03 | 7.83E-04 | 7.66E-04 | 3.07E-03 | 1.26E-03 | 8.01E-04 | 5.85E-04 | 1.12E-03 | 2.76E-03 | 6.81E-03 | 2.17E-03 | 1.82E-03 | |
| Constant | 1.19E-02** | 1.16E-02** | 1.03E-02** | 1.58E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.16E-02** | 2.06E-02** | 1.45E-02** | 1.40E-02** | 9.48E-03** |
| 9.67E-05 | 1.81E-04 | 2.01E-04 | 2.19E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.39E-04 | 2.56E-04 | 1.71E-04 | 1.70E-04 | 1.28E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.38E-03** | 1.18E-03** | 8.23E-03** |
| 2.80E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.15E-04 | 4.88E-04 | 3.69E-04 | |
| ESG_low | 3.72E-02** | - | - | - | - | - | - | 3.53E-02** | 1.62E-01** | 2.52E-02** | 3.53E-02** | 3.24E-02** |
| 3.01E-04 | - | - | - | - | - | - | 3.94E-04 | 1.84E-03 | 2.80E-04 | 3.99E-04 | 4.11E-04 | |
| Covid*ESG_low | 5.65E-02** | - | - | - | - | - | - | 5.34E-02** | 2.15E-01** | 3.69E-02** | 3.79E-02** | 5.49E-02** |
| 1.98E-03 | - | - | - | - | - | - | 2.03E-03 | 9.67E-03 | 1.47E-03 | 2.17E-03 | 1.89E-03 | |
| ESG_high | 8.02E-02** | 1.52E-02** | 1.10E-02** | 2.49E-02** | 4.04E-02** | 1.06E-02** | 8.52E-03** | 5.88E-02** | 1.08E-01** | 3.03E-01** | - | 9.18E-02** |
| 6.48E-04 | 2.15E-04 | 1.92E-04 | 4.06E-04 | 5.38E-04 | 2.13E-04 | 1.40E-04 | 6.56E-04 | 1.23E-03 | 3.36E-03 | - | 1.16E-03 | |
| Covid*ESG_high | 1.22E-01** | 2.02E-02** | 1.62E-02** | 3.52E-02** | 5.62E-02** | 1.52E-02** | 1.13E-02** | 8.89E-02** | 1.44E-01** | 4.43E-01** | - | 1.56E-01** |
| 4.26E-03 | 9.79E-04 | 7.66E-04 | 1.69E-03 | 2.52E-03 | 8.01E-04 | 5.85E-04 | 3.39E-03 | 6.44E-03 | 1.76E-02 | - | 5.35E-03 | |
| Constant | 1.19E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.39E-03** |
| 9.76E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.80E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 7.65E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.97E-03** | 5.20E-03** | 3.15E-03** | 7.34E-03** | 8.12E-03** | 8.28E-03** | 1.18E-03** | 8.33E-03** |
| 2.78E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.17E-04 | 6.44E-04 | 4.22E-04 | 4.06E-04 | 7.35E-04 | 5.19E-04 | 4.88E-04 | 3.70E-04 | |
| ESG_low | 2.86E-01** | - | - | - | 9.31E-02** | - | - | 6.33E-02** | 3.24E-01** | 3.03E-01** | 7.06E-02** | - |
| 2.30E-03 | - | - | - | 1.25E-03 | - | - | 7.05E-04 | 3.69E-03 | 3.38E-03 | 7.98E-04 | - | |
| Covid*ESG_low | 4.35E-01** | - | - | - | 1.35E-01** | - | - | 9.56E-02** | 4.31E-01** | 4.41E-01** | 7.58E-02** | - |
| 1.52E-02 | - | - | - | 5.77E-03 | - | - | 3.65E-03 | 1.93E-02 | 1.76E-02 | 4.35E-03 | - | |
| ESG_high | 2.71E-02** | 6.08E-02** | 1.10E-02** | 1.24E-02** | 4.66E-02** | 1.06E-02** | 8.52E-03** | 3.80E-02** | 5.40E-02** | 6.06E-02** | 1.41E-01** | 1.72E-02** |
| 2.18E-04 | 8.60E-04 | 1.92E-04 | 2.03E-04 | 6.24E-04 | 2.13E-04 | 1.40E-04 | 4.23E-04 | 6.15E-04 | 6.76E-04 | 1.60E-03 | 2.18E-04 | |
| Covid*ESG_high | 4.12E-02** | 8.08E-02** | 1.62E-02** | 1.76E-02** | 6.76E-02** | 1.52E-02** | 1.13E-02** | 5.73E-02** | 7.18E-02** | 8.82E-02** | 1.52E-01** | 2.93E-02** |
| 1.44E-03 | 3.92E-03 | 7.66E-04 | 8.44E-04 | 2.89E-03 | 8.01E-04 | 5.85E-04 | 2.19E-03 | 3.22E-03 | 3.53E-03 | 8.69E-03 | 1.00E-03 | |
| Constant | 1.19E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.46E-02** | 9.95E-03** | 8.14E-03** | 1.18E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.41E-03** |
| 9.69E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.15E-04 | 2.25E-04 | 1.47E-04 | 1.42E-04 | 2.56E-04 | 1.81E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 5.35E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 6.14E-03** | 5.20E-03** | 3.15E-03** | 5.60E-03** | 6.76E-03** | 1.34E-03** | 1.18E-03** | 7.05E-03** |
| 1.95E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 5.36E-04 | 6.44E-04 | 4.22E-04 | 3.23E-04 | 6.35E-04 | 1.83E-04 | 4.88E-04 | 3.09E-04 | |
| ESG_low | 6.27E-02** | - | - | - | 4.57E-02** | - | - | 6.90E-02** | 2.55E-01** | 4.40E-03** | - | 1.14E-01** |
| 5.38E-04 | - | - | - | 8.97E-04 | - | - | 8.37E-04 | 3.18E-03 | 1.58E-04 | - | 1.44E-03 | |
| Covid*ESG_low | 9.76E-02** | - | - | - | 7.27E-02** | - | - | 1.06E-01** | 3.44E-01** | 7.46E-03** | - | 1.95E-01** |
| 3.35E-03 | - | - | - | 3.35E-03 | - | - | 4.07E-03 | 1.56E-02 | 4.94E-04 | - | 6.62E-03 | |
| ESG_high | 3.26E-02** | 2.03E-02** | 2.20E-02** | - | 2.29E-02** | 1.06E-02** | 8.52E-03** | 2.30E-02** | 5.10E-02** | 2.20E-02** | 1.41E-01** | 3.26E-02** |
| 2.79E-04 | 2.87E-04 | 3.83E-04 | - | 4.49E-04 | 2.13E-04 | 1.40E-04 | 2.79E-04 | 6.36E-04 | 7.88E-04 | 1.60E-03 | 4.11E-04 | |
| Covid*ESG_high | 5.07E-02** | 2.69E-02** | 3.23E-02** | - | 3.63E-02** | 1.52E-02** | 1.13E-02** | 3.53E-02** | 6.88E-02** | 3.73E-02** | 1.52E-01** | 5.56E-02** |
| 1.74E-03 | 1.31E-03 | 1.53E-03 | - | 1.68E-03 | 8.01E-04 | 5.85E-04 | 1.36E-03 | 3.13E-03 | 2.47E-03 | 8.69E-03 | 1.89E-03 | |
| Constant | 7.82E-03** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 8.40E-03** | 9.95E-03** | 8.14E-03** | 8.51E-03** | 1.62E-02** | 1.53E-03** | 1.40E-02** | 7.92E-03** |
| 6.82E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 1.87E-04 | 2.25E-04 | 1.47E-04 | 1.13E-04 | 2.22E-04 | 6.40E-05 | 1.70E-04 | 1.08E-04 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Governance pillar score | ||||||||||||
| Covid | 7.58E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.14E-03** | 1.18E-03** | 8.30E-03** |
| 2.78E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.09E-04 | 4.88E-04 | 3.71E-04 | |
| ESG_low | 4.17E-01** | - | - | - | - | - | - | - | - | 1.95E-01** | 1.41E-01** | 5.28E-01** |
| 3.35E-03 | - | - | - | - | - | - | - | - | 2.21E-03 | 1.60E-03 | 6.69E-03 | |
| Covid*ESG_low | 6.33E-01** | - | - | - | - | - | - | - | - | 2.86E-01** | 1.52E-01** | 8.96E-01** |
| 2.21E-02 | - | - | - | - | - | - | - | - | 1.14E-02 | 8.69E-03 | 3.07E-02 | |
| ESG_high | 9.61E-02** | 6.08E-02** | 1.10E-02** | - | - | 1.06E-02** | 1.70E-02** | 5.88E-02** | 1.62E-01** | 1.95E-01** | 1.41E-01** | 8.80E-02** |
| 7.74E-04 | 8.60E-04 | 1.92E-04 | - | - | 2.13E-04 | 2.79E-04 | 6.56E-04 | 1.84E-03 | 2.21E-03 | 1.60E-03 | 1.12E-03 | |
| Covid*ESG_high | 1.46E-01** | 8.08E-02** | 1.62E-02** | - | - | 1.52E-02** | 2.26E-02** | 8.89E-02** | 2.15E-01** | 2.86E-01** | 1.52E-01** | 1.49E-01** |
| 5.11E-03 | 3.92E-03 | 7.66E-04 | - | - | 8.01E-04 | 1.17E-03 | 3.39E-03 | 9.67E-03 | 1.14E-02 | 8.69E-03 | 5.12E-03 | |
| Constant | 1.19E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.44E-02** | 1.40E-02** | 9.45E-03** |
| 9.71E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.78E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.28E-03** | 1.18E-03** | 8.30E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.19E-04 | 4.88E-04 | 3.71E-04 | |
| ESG_low | 2.80E-01** | - | - | - | - | - | - | - | 3.24E-01** | 1.21E-01** | 1.41E-01** | 5.28E-01** |
| 2.24E-03 | - | - | - | - | - | - | - | 3.69E-03 | 1.35E-03 | 1.60E-03 | 6.69E-03 | |
| Covid*ESG_low | 4.25E-01** | - | - | - | - | - | - | - | 4.31E-01** | 1.76E-01** | 1.52E-01** | 8.96E-01** |
| 1.49E-02 | - | - | - | - | - | - | - | 1.93E-02 | 7.05E-03 | 8.69E-03 | 3.07E-02 | |
| ESG_high | 5.60E-02** | 6.08E-02** | 1.10E-02** | 2.49E-02** | - | 1.06E-02** | 8.52E-03** | 4.41E-02** | 1.08E-01** | 7.58E-02** | 1.41E-01** | 4.80E-02** |
| 4.48E-04 | 8.60E-04 | 1.92E-04 | 4.06E-04 | - | 2.13E-04 | 1.40E-04 | 4.92E-04 | 1.23E-03 | 8.44E-04 | 1.60E-03 | 6.08E-04 | |
| Covid*ESG_high | 8.49E-02** | 8.08E-02** | 1.62E-02** | 3.52E-02** | - | 1.52E-02** | 1.13E-02** | 6.67E-02** | 1.44E-01** | 1.10E-01** | 1.52E-01** | 8.15E-02** |
| 2.97E-03 | 3.92E-03 | 7.66E-04 | 1.69E-03 | - | 8.01E-04 | 5.85E-04 | 2.54E-03 | 6.44E-03 | 4.41E-03 | 8.69E-03 | 2.79E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.45E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.81E-04 | 1.70E-04 | 1.29E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.66E-03** | 1.18E-03** | 8.17E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.26E-04 | 4.88E-04 | 3.65E-04 | |
| ESG_low | 1.33E-01** | 6.08E-02** | - | 2.49E-02** | - | - | 1.70E-02** | - | 1.62E-01** | 1.40E-01** | 1.41E-01** | 1.23E-01** |
| 1.06E-03 | 8.60E-04 | - | 4.06E-04 | - | - | 2.79E-04 | - | 1.84E-03 | 1.58E-03 | 1.60E-03 | 1.51E-03 | |
| Covid*ESG_low | 2.01E-01** | 8.08E-02** | - | 3.52E-02** | - | - | 2.26E-02** | - | 2.15E-01** | 2.06E-01** | 1.52E-01** | 2.05E-01** |
| 7.04E-03 | 3.92E-03 | - | 1.69E-03 | - | - | 1.17E-03 | - | 9.67E-03 | 8.15E-03 | 8.69E-03 | 7.08E-03 | |
| ESG_high | 5.48E-02** | 6.08E-02** | 1.10E-02** | - | 4.04E-02** | 1.06E-02** | - | 5.88E-02** | 5.40E-02** | 1.40E-01** | 1.41E-01** | 4.24E-02** |
| 4.38E-04 | 8.60E-04 | 1.92E-04 | - | 5.38E-04 | 2.13E-04 | - | 6.56E-04 | 6.15E-04 | 1.58E-03 | 1.60E-03 | 5.21E-04 | |
| Covid*ESG_high | 8.31E-02** | 8.08E-02** | 1.62E-02** | - | 5.62E-02** | 1.52E-02** | - | 8.89E-02** | 7.18E-02** | 2.06E-01** | 1.52E-01** | 7.11E-02** |
| 2.91E-03 | 3.92E-03 | 7.66E-04 | - | 2.52E-03 | 8.01E-04 | - | 3.39E-03 | 3.22E-03 | 8.15E-03 | 8.69E-03 | 2.45E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.61E-03** |
| 9.72E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.83E-04 | 1.70E-04 | 1.27E-04 | |
| 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 | 7.61E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.36E-03** | 8.12E-03** | 8.41E-03** | 1.18E-03** | 8.25E-03** |
| 2.79E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 4.05E-04 | 7.35E-04 | 5.25E-04 | 4.88E-04 | 3.69E-04 | |
| ESG_low | 7.19E-02** | - | - | - | 8.07E-02 | - | - | 8.81E-02** | 8.09E-02** | 4.59E-02** | - | 7.07E-02** |
| 5.76E-04 | - | - | - | 1.08E-03 | - | - | 9.84E-04 | 9.22E-04 | 5.13E-04 | - | 8.97E-04 | |
| Covid*ESG_low | 1.09E-01** | - | - | - | 1.12E-01 | - | - | 1.33E-01** | 1.08E-01** | 6.70E-02** | - | 1.20E-01** |
| 3.82E-03 | - | - | - | 5.03E-03 | - | - | 5.08E-03 | 4.83E-03 | 2.67E-03 | - | 4.12E-03 | |
| ESG_high | 3.81E-02** | 6.08E-02** | 1.10E-02** | - | - | 1.06E-02** | 1.70E-02** | 3.53E-02** | 6.48E-02** | 8.53E-02** | 3.53E-02** | 2.65E-02** |
| 3.06E-04 | 8.60E-04 | 1.92E-04 | - | - | 2.13E-04 | 2.79E-04 | 3.94E-04 | 7.38E-04 | 9.52E-04 | 3.99E-04 | 3.36E-04 | |
| Covid*ESG_high | 5.78E-02** | 8.08E-02** | 1.62E-02** | - | - | 1.52E-02** | 2.26E-02** | 5.34E-02** | 8.62E-02** | 1.24E-01** | 3.79E-02** | 4.50E-02** |
| 2.02E-03 | 3.92E-03 | 7.66E-04 | - | - | 8.01E-04 | 1.17E-03 | 2.03E-03 | 3.87E-03 | 4.96E-03 | 2.17E-03 | 1.54E-03 | |
| Constant | 1.20E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.17E-02** | 2.06E-02** | 1.51E-02** | 1.40E-02** | 9.39E-03** |
| 9.73E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.41E-04 | 2.56E-04 | 1.83E-04 | 1.70E-04 | 1.29E-04 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Covid | 7.66E-03** | 4.55E-03** | 5.87E-03** | 5.87E-03** | 7.23E-03** | 5.20E-03** | 3.15E-03** | 7.30E-03** | 8.12E-03** | 8.57E-03** | 1.18E-03** | 8.29E-03** |
| 2.81E-04 | 5.19E-04 | 5.75E-04 | 6.11E-04 | 6.42E-04 | 6.44E-04 | 4.22E-04 | 3.99E-04 | 7.35E-04 | 5.08E-04 | 4.88E-04 | 3.71E-04 | |
| ESG_low | 3.17E-01** | - | - | - | - | - | 1.70E-02** | - | 3.24E-01** | - | - | 1.79E-01** |
| 2.54E-03 | - | - | - | - | - | 2.79E-04 | - | 3.69E-03 | - | - | 2.23E-03 | |
| Covid*ESG_low | 4.81E-01** | - | - | - | - | - | 2.26E-02** | - | 4.31E-01** | - | - | 3.01E-01** |
| 1.68E-02 | - | - | - | - | - | 1.17E-03 | - | 1.93E-02 | - | - | 1.04E-02 | |
| ESG_high | 2.11E-02** | 2.03E-02** | - | 1.24E-02** | 1.61E-02** | - | - | 2.69E-02** | 2.49E-02** | 1.83E-02** | 1.77E-02** | 2.19E-02** |
| 1.70E-04 | 2.87E-04 | - | 2.03E-04 | 2.15E-04 | - | - | 3.01E-04 | 2.84E-04 | 2.01E-04 | 2.00E-04 | 2.73E-04 | |
| Covid*ESG_high | 3.21E-02** | 2.69E-02** | - | 1.76E-02** | 2.25E-02** | - | - | 4.08E-02** | 3.31E-02** | 2.69E-02** | 1.89E-02** | 3.69E-02** |
| 1.12E-03 | 1.31E-03 | - | 8.44E-04 | 1.01E-03 | - | - | 1.55E-03 | 1.49E-03 | 1.06E-03 | 1.09E-03 | 1.27E-03 | |
| Constant | 1.21E-02** | 1.16E-02** | 1.03E-02** | 1.17E-02** | 1.53E-02** | 9.95E-03** | 8.14E-03** | 1.15E-02** | 2.06E-02** | 1.49E-02** | 1.40E-02** | 9.61E-03** |
| 9.81E-05 | 1.81E-04 | 2.01E-04 | 2.13E-04 | 2.24E-04 | 2.25E-04 | 1.47E-04 | 1.39E-04 | 2.56E-04 | 1.77E-04 | 1.70E-04 | 1.29E-04 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. ESG combined score | ||||||||||||
| Covid | 1.10E-03 | 1.64E-03 | 1.71E-03 | -1.37E-03 | 1.58E-03 | -4.28E-03 | -2.64E-03 | -4.88E-04 | 5.04E-03 | 5.33E-03 | -2.26E-03 | -4.19E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.43E-03 | 5.80E-03 | 3.28E-03 | 4.32E-03 | 3.33E-03 | |
| ESG_low | 1.26E-01** | - | - | - | - | - | - | - | 2.74E-02 | 2.45E-02** | - | 3.45E-01** |
| 1.57E-02 | - | - | - | - | - | - | - | 2.84E-02 | 8.16E-03 | - | 5.50E-02 | |
| Covid*ESG_low | 1.50E-01** | - | - | - | - | - | - | - | 9.37E-02 | 6.00E-02** | - | 3.26E-01** |
| 4.55E-02 | - | - | - | - | - | - | - | 8.15E-02 | 2.34E-02 | - | 1.59E-01 | |
| ESG_high | 2.02E-01** | 3.25E-02** | 1.05E-02** | - | - | - | 1.22E-02** | - | 2.74E-02 | - | - | 6.90E-01** |
| 2.52E-02 | 7.10E-03 | 3.51E-03 | - | - | - | 3.71E-03 | - | 2.84E-02 | - | - | 1.10E-01 | |
| Covid*ESG_high | 2.39E-01** | 3.97E-02* | 1.35E-02 | - | - | - | 7.55E-03 | - | 9.37E-02 | - | - | 6.53E-01** |
| 7.29E-02 | 2.04E-02 | 1.01E-02 | - | - | - | 1.07E-02 | - | 8.15E-02 | - | - | 3.18E-01 | |
| Constant | 5.04E-03** | 6.30E-03** | 5.03E-03** | 4.47E-03** | 3.54E-03** | 5.53E-03** | 6.41E-03** | 3.93E-03** | 1.21E-03 | 2.57E-03** | 3.11E-03** | 6.88E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.02E-03 | 1.15E-03 | 1.51E-03 | 1.16E-03 | |
| 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 | 1.05E-03 | 1.65E-03 | 1.71E-03 | -1.34E-03 | 1.57E-03 | -4.28E-03 | -2.64E-03 | -4.84E-04 | 4.92E-03 | 5.32E-03 | -2.25E-03 | -4.79E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.43E-03 | 5.75E-03 | 3.28E-03 | 4.32E-03 | 3.33E-03 | |
| ESG_low | 1.44E-01** | - | - | - | - | - | - | - | - | 2.45E-02** | - | 3.45E-01** |
| 1.80E-02 | - | - | - | - | - | - | - | - | 8.16E-03 | - | 5.50E-02 | |
| Covid*ESG_low | 1.70E-01** | - | - | - | - | - | - | - | - | 6.00E-02 | - | 3.24E-01** |
| 5.21E-02 | - | - | - | - | - | - | - | - | 2.34E-02 | - | 1.59E-01 | |
| ESG_high | 6.74E-02** | - | 5.24E-03** | - | - | 5.00E-03** | 6.09E-03** | 1.80E-02** | - | - | - | 9.86E-02** |
| 8.39E-03 | - | 1.75E-03 | - | - | 2.00E-03 | 1.86E-03 | 5.24E-03 | - | - | - | 1.57E-02 | |
| Covid*ESG_high | 7.95E-02** | - | 6.74E-03 | - | - | 1.24E-03 | 3.78E-03 | 1.61E-02 | - | - | - | 9.25E-02** |
| 2.43E-02 | - | 5.03E-03 | - | - | 5.73E-03 | 5.33E-03 | 1.50E-02 | - | - | - | 4.54E-02 | |
| Constant | 5.06E-03** | 6.29E-03** | 5.03E-03** | 4.45E-03** | 3.54E-03** | 5.53E-03** | 6.41E-03** | 3.92E-03** | 1.33E-03 | 2.58E-03** | 3.10E-03** | 6.89E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.00E-03 | 1.15E-03 | 1.51E-03 | 1.16E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Environmental pillar score | ||||||||||||
| Covid | 1.09E-03 | 1.65E-03 | 1.71E-03 | -1.35E-03 | 1.57E-03 | -4.28E-03 | -2.64E-03 | -4.84E-04 | 4.96E-03 | 5.06E-03 | -2.25E-03 | -3.78E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.43E-03 | 5.76E-03 | 3.14E-03 | 4.32E-03 | 3.30E-03 | |
| ESG_low | 3.26E-02** | - | - | - | - | - | - | 2.71E-02** | 1.42E-02 | 7.32E-03** | - | 7.56E-02** |
| 4.06E-03 | - | - | - | - | - | - | 7.85E-03 | 1.41E-02 | 2.22E-03 | - | 1.20E-02 | |
| Covid*ESG_low | 3.86E-02** | - | - | - | - | - | - | 2.41E-02 | 4.69E-02 | 1.70E-02** | - | 7.19E-02** |
| 1.18E-02 | - | - | - | - | - | - | 2.26E-02 | 4.05E-02 | 6.37E-03 | - | 3.45E-02 | |
| ESG_high | 3.06E-02** | 3.25E-02** | 5.24E-03** | - | - | 5.00E-03** | 6.09E-03** | 1.35E-02** | 9.45E-03 | 4.39E-02** | 1.42E-02** | 4.54E-02** |
| 3.81E-03 | 7.10E-03 | 1.75E-03 | - | - | 2.00E-03 | 1.86E-03 | 3.93E-03 | 9.42E-03 | 1.33E-02 | 7.07E-03 | 7.18E-03 | |
| Covid*ESG_high | 3.63E-02** | 3.97E-02* | 6.74E-03 | - | - | 1.24E-03 | 3.78E-03 | 1.20E-02 | 3.12E-02 | 1.02E-01** | 4.29E-03 | 4.32E-02** |
| 1.10E-02 | 2.04E-02 | 5.03E-03 | - | - | 5.73E-03 | 5.33E-03 | 1.13E-02 | 2.70E-02 | 3.82E-02 | 2.03E-02 | 2.07E-02 | |
| Constant | 5.05E-03** | 6.29E-03** | 5.03E-03** | 4.45E-03** | 3.55E-03** | 5.53E-03** | 6.41E-03** | 3.92E-03** | 1.29E-03 | 2.76E-03** | 3.10E-03** | 6.85E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.09E-03 | 1.51E-03 | 1.15E-03 | |
| 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 | 1.11E-03 | 1.64E-03 | 1.71E-03 | -1.37E-03 | 1.56E-03 | -4.28E-03 | -2.64E-03 | -4.82E-04 | 5.15E-03 | 5.33E-03 | -2.26E-03 | -4.10E-04** |
| 1.98E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.43E-03 | 5.86E-03 | 3.28E-03 | 4.32E-03 | 3.33E-03 | |
| ESG_low | 3.25E-02** | - | - | - | - | - | - | 2.70E-02** | 8.62E-03 | 8.16E-03** | - | 6.26E-02** |
| 4.06E-03 | - | - | - | - | - | - | 7.86E-03 | 9.58E-03 | 2.72E-03 | - | 1.00E-02 | |
| Covid*ESG_low | 3.86E-02** | - | - | - | - | - | - | 2.41E-02 | 3.12E-02 | 2.00E-02** | - | 5.93E-02** |
| 1.18E-02 | - | - | - | - | - | - | 2.26E-02 | 2.74E-02 | 7.80E-03 | - | 2.89E-02 | |
| ESG_high | 1.57E-02** | 8.13E-03** | 5.24E-03** | - | - | 5.00E-03** | 6.09E-03** | 9.01E-03** | 3.69E-03 | 4.08E-02** | 9.47E-03** | 1.91E-02** |
| 1.97E-03 | 1.77E-03 | 1.75E-03 | - | - | 2.00E-03 | 1.86E-03 | 2.62E-03 | 4.10E-03 | 1.36E-02 | 4.71E-03 | 3.06E-03 | |
| Covid*ESG_high | 1.87E-02** | 9.93E-03* | 6.74E-03 | - | - | 1.24E-03 | 3.78E-03 | 8.03E-03 | 1.34E-02 | 1.00E-01** | 2.86E-03 | 1.81E-02** |
| 5.70E-03 | 5.10E-03 | 5.03E-03 | - | - | 5.73E-03 | 5.33E-03 | 7.52E-03 | 1.18E-02 | 3.90E-02 | 1.35E-02 | 8.82E-03 | |
| Constant | 5.03E-03** | 6.30E-03** | 5.03E-03** | 4.47E-03** | 3.56E-03** | 5.53E-03** | 6.41E-03** | 3.92E-03** | 1.10E-03 | 2.57E-03** | 3.12E-03** | 6.87E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.04E-03 | 1.15E-03 | 1.51E-03 | 1.16E-03 | |
| 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 | 1.09E-03 | 1.65E-03 | 1.72E-03 | -1.34E-03 | 1.57E-03 | -4.28E-03 | -2.62E-03 | -4.81E-04 | 4.96E-03 | 5.18E-03 | -2.25E-03 | -3.68E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.67E-03 | 3.43E-03 | 5.76E-03 | 3.21E-03 | 4.32E-03 | 3.30E-03 | |
| ESG_low | 3.89E-02** | - | - | - | - | - | - | - | 9.47E-03 | 9.56E-03** | - | 6.88E-02** |
| 4.84E-03 | - | - | - | - | - | - | - | 9.42E-03 | 3.07E-03 | - | 1.09E-02 | |
| Covid*ESG_low | 4.60E-02** | - | - | - | - | - | - | - | 3.12E-02 | 2.29E-02** | - | 6.56E-02** |
| 1.40E-02 | - | - | - | - | - | - | - | 2.70E-02 | 8.81E-03 | - | 3.14E-02 | |
| ESG_high | 5.98E-03** | 6.49E-03** | 5.23E-03** | 4.28E-03** | 3.74E-03** | 5.01E-03** | 6.08E-03** | 3.86E-03** | 2.37E-03 | 4.97E-03** | 2.83E-03** | 7.56E-03** |
| 7.45E-04 | 1.42E-03 | 1.75E-03 | 1.62E-03 | 1.31E-03 | 2.00E-03 | 1.85E-03 | 1.12E-03 | 2.35E-03 | 1.60E-03 | 1.41E-03 | 1.20E-03 | |
| Covid*ESG_high | 7.08E-03** | 7.94E-03* | 6.74E-03 | 3.10E-03 | 5.12E-03 | 1.24E-03 | 3.78E-03 | 3.44E-03 | 7.81E-03 | 1.19E-02** | 8.58E-04 | 7.20E-03** |
| 2.16E-03 | 4.08E-03 | 5.03E-03 | 4.66E-03 | 3.77E-03 | 5.73E-03 | 5.33E-03 | 3.22E-03 | 6.75E-03 | 4.58E-03 | 4.05E-03 | 3.45E-03 | |
| Constant | 5.05E-03** | 6.29E-03** | 5.02E-03** | 4.45E-03** | 3.55E-03** | 5.53E-03** | 6.39E-03** | 3.92E-03** | 1.29E-03 | 2.64E-03** | 3.10E-03** | 6.86E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.12E-03 | 1.51E-03 | 1.15E-03 | |
| 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 | 1.09E-03 | 1.65E-03 | 1.72E-03 | -1.34E-03 | 1.57E-03 | -4.28E-03 | -2.60E-03 | -4.82E-04 | 4.96E-03 | 5.41E-03 | -2.25E-03 | -3.94E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.67E-03 | 3.43E-03 | 5.76E-03 | 3.29E-03 | 4.32E-03 | 3.30E-03 | |
| ESG_low | 1.16E-02** | 3.24E-02** | - | - | 1.87E-02** | - | 1.21E-02** | 9.01E-03** | 4.73E-03 | 4.04E-03** | 9.43E-03** | 1.74E-02** |
| 1.45E-03 | 7.10E-03 | - | - | 6.57E-03 | - | 3.71E-03 | 2.62E-03 | 4.71E-03 | 1.37E-03 | 4.71E-03 | 2.75E-03 | |
| Covid*ESG_low | 1.38E-02** | 3.97E-02* | - | - | 2.56E-02 | - | 7.55E-03 | 8.03E-03 | 1.56E-02 | 1.01E-02** | 2.86E-03 | 1.65E-02** |
| 4.19E-03 | 2.04E-02 | - | - | 1.88E-02 | - | 1.06E-02 | 7.52E-03 | 1.35E-02 | 3.94E-03 | 1.35E-02 | 7.94E-03 | |
| ESG_high | 7.22E-02** | - | - | - | - | - | - | 5.41E-02** | 9.46E-03 | 5.86E-02** | - | 8.69E-02** |
| 8.99E-03 | - | - | - | - | - | - | 1.57E-02 | 9.42E-03 | 1.99E-02 | - | 1.38E-02 | |
| Covid*ESG_high | 8.55E-02** | - | - | - | - | - | - | 4.82E-02 | 3.12E-02 | 1.47E-01** | - | 8.25E-02** |
| 2.60E-02 | - | - | - | - | - | - | 4.51E-02 | 2.70E-02 | 5.71E-02 | - | 3.97E-02 | |
| Constant | 5.05E-03** | 6.29E-03** | 5.02E-03** | 4.45E-03** | 3.54E-03** | 5.53E-03** | 6.38E-03** | 3.92E-03** | 1.29E-03 | 2.51E-03** | 3.10E-03** | 6.86E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.15E-03 | 1.51E-03 | 1.15E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Social pillar score | ||||||||||||
| Covid | 9.87E-04 | 1.65E-03 | 1.72E-03 | -2.53E-03 | 2.06E-03 | -4.28E-03 | -2.62E-03 | -6.18E-04 | 4.67E-03 | 5.08E-03* | -2.24E-03 | -3.96E-04 |
| 1.94E-03 | 4.34E-03 | 5.36E-03 | 4.28E-03 | 3.49E-03 | 6.11E-03 | 5.67E-03 | 3.19E-03 | 5.73E-03 | 3.06E-03 | 4.32E-03 | 3.06E-03 | |
| ESG_low | 1.15E-01** | - | - | - | - | - | - | 5.17E-02** | 2.97E-02 | 2.75E-02** | - | 3.47E-01** |
| 1.41E-02 | - | - | - | - | - | - | 1.46E-02 | 2.81E-02 | 7.61E-03 | - | 5.29E-02 | |
| Covid*ESG_low | 1.34E-01** | - | - | - | - | - | - | 4.42E-02 | 9.12E-02 | 6.14E-02** | - | 3.29E-01** |
| 4.08E-02 | - | - | - | - | - | - | 4.19E-02 | 8.06E-02 | 2.18E-02 | - | 1.53E-01 | |
| ESG_high | 2.80E-02** | 1.08E-02** | 5.23E-03** | - | 2.23E-02** | 5.01E-03** | 6.08E-03** | 1.72E-02** | 9.90E-03 | 6.88E-02** | - | 3.47E-02** |
| 3.43E-03 | 2.37E-03 | 1.75E-03 | - | 5.70E-03 | 2.00E-03 | 1.85E-03 | 4.87E-03 | 9.38E-03 | 1.90E-02 | - | 5.29E-03 | |
| Covid*ESG_high | 3.27E-02** | 1.32E-02** | 6.74E-03 | - | 3.14E-02* | 1.24E-03 | 3.78E-03 | 1.47E-02 | 3.04E-02 | 1.54E-01** | - | 3.29E-02** |
| 9.93E-03 | 6.80E-03 | 5.03E-03 | - | 1.64E-02 | 5.73E-03 | 5.33E-03 | 1.40E-02 | 2.69E-02 | 5.46E-02 | - | 1.53E-02 | |
| Constant | 5.06E-03** | 6.29E-03** | 5.02E-03** | 6.35E-03** | 4.22E-03** | 5.53E-03** | 6.39E-03** | 3.77E-03** | 1.41E-03 | 3.00E-03** | 3.10E-03** | 6.60E-03** |
| 6.77E-04 | 1.52E-03 | 1.87E-03 | 1.49E-03 | 1.22E-03 | 2.13E-03 | 1.98E-03 | 1.11E-03 | 2.00E-03 | 1.07E-03 | 1.51E-03 | 1.07E-03 | |
| 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 | 9.30E-04 | 1.65E-03 | 1.72E-03 | 7.80E-04 | 1.57E-03 | -4.28E-03 | -2.59E-03 | -7.93E-04 | 4.96E-03 | 4.74E-03 | -2.25E-03 | -4.53E-04 |
| 1.99E-03 | 4.34E-03 | 5.36E-03 | 3.89E-03 | 4.02E-03 | 6.11E-03 | 5.67E-03 | 3.33E-03 | 5.76E-03 | 3.05E-03 | 4.32E-03 | 3.27E-03 | |
| ESG_low | 9.64E-02** | - | - | - | - | - | - | - | 2.84E-02 | 2.71E-02** | - | 1.45E-01** |
| 1.18E-02 | - | - | - | - | - | - | - | 2.83E-02 | 7.59E-03 | - | 2.25E-02 | |
| Covid*ESG_low | 1.11E-01** | - | - | - | - | - | - | - | 9.37E-02 | 5.88E-02** | - | 1.36E-01** |
| 3.43E-02 | - | - | - | - | - | - | - | 8.10E-02 | 2.18E-02 | - | 6.49E-02 | |
| ESG_high | 1.41E-02** | 6.49E-03** | 5.23E-03** | 1.00E-02** | 4.67E-03** | 5.01E-03** | 6.05E-03** | 6.15E-03** | 4.06E-03 | 2.71E-02** | 7.07E-03** | 2.07E-02** |
| 1.73E-03 | 1.42E-03 | 1.75E-03 | 3.81E-03 | 1.64E-03 | 2.00E-03 | 1.85E-03 | 1.69E-03 | 4.04E-03 | 7.59E-03 | 3.53E-03 | 3.21E-03 | |
| Covid*ESG_high | 1.63E-02** | 7.94E-03* | 6.74E-03 | 1.21E-02 | 6.40E-03 | 1.24E-03 | 3.78E-03 | 5.07E-03 | 1.34E-02 | 5.88E-02** | 2.14E-03 | 1.95E-02** |
| 5.03E-03 | 4.08E-03 | 5.03E-03 | 1.09E-02 | 4.71E-03 | 5.73E-03 | 5.32E-03 | 4.87E-03 | 1.16E-02 | 2.18E-02 | 1.01E-02 | 9.27E-03 | |
| Constant | 5.19E-03** | 6.29E-03** | 5.02E-03** | 3.24E-03** | 3.54E-03** | 5.53E-03** | 6.36E-03** | 4.05E-03** | 1.29E-03 | 2.99E-03** | 3.10E-03** | 6.95E-03** |
| 6.94E-04 | 1.52E-03 | 1.87E-03 | 1.36E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.16E-03 | 2.01E-03 | 1.07E-03 | 1.51E-03 | 1.14E-03 | |
| 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 | 9.92E-04 | 1.64E-03 | 1.71E-03 | -1.37E-03 | 1.58E-03 | -4.28E-03 | -2.64E-03 | -4.85E-04 | 5.04E-03 | 5.21E-03 | -2.25E-03 | -4.99E-04 |
| 2.01E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.43E-03 | 5.80E-03 | 3.21E-03 | 4.32E-03 | 3.32E-03 | |
| ESG_low | 1.53E-02** | - | - | - | - | - | - | 1.08E-02** | 1.37E-02 | 5.21E-03** | 7.09E-03** | 2.15E-02** |
| 1.90E-03 | - | - | - | - | - | - | 3.14E-03 | 1.42E-02 | 1.66E-03 | 3.53E-03 | 3.38E-03 | |
| Covid*ESG_low | 1.78E-02** | - | - | - | - | - | - | 9.63E-03 | 4.69E-02 | 1.24E-02** | 2.14E-03 | 2.02E-02** |
| 5.50E-03 | - | - | - | - | - | - | 9.02E-03 | 4.07E-02 | 4.76E-03 | 1.01E-02 | 9.76E-03 | |
| ESG_high | 3.30E-02** | 8.13E-03** | 5.24E-03** | 8.61E-03** | 9.33E-03** | 5.00E-03** | 6.09E-03** | 1.80E-02** | 9.13E-03 | 6.25E-02** | - | 6.10E-02** |
| 4.10E-03 | 1.77E-03 | 1.75E-03 | 3.25E-03 | 3.28E-03 | 2.00E-03 | 1.86E-03 | 5.24E-03 | 9.47E-03 | 1.99E-02 | - | 9.58E-03 | |
| Covid*ESG_high | 3.84E-02** | 9.93E-03* | 6.74E-03 | 6.20E-03 | 1.28E-02 | 1.24E-03 | 3.78E-03 | 1.61E-02 | 3.12E-02 | 1.49E-01** | - | 5.71E-02** |
| 1.19E-02 | 5.10E-03 | 5.03E-03 | 9.32E-03 | 9.42E-03 | 5.73E-03 | 5.33E-03 | 1.50E-02 | 2.72E-02 | 5.72E-02 | - | 2.77E-02 | |
| Constant | 5.15E-03** | 6.30E-03** | 5.03E-03** | 4.47E-03** | 3.54E-03** | 5.53E-03** | 6.41E-03** | 3.93E-03** | 1.21E-03 | 2.65E-03** | 3.11E-03** | 6.97E-03** |
| 7.00E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.02E-03 | 1.12E-03 | 1.51E-03 | 1.16E-03 | |
| 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 | 1.05E-03 | 1.64E-03 | 1.72E-03 | -1.35E-03 | 3.64E-04 | -4.28E-03 | -2.62E-03 | -4.95E-04 | 4.97E-03 | 5.32E-03 | -2.25E-03 | -3.78E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.13E-03 | 6.11E-03 | 5.67E-03 | 3.37E-03 | 5.76E-03 | 3.28E-03 | 4.32E-03 | 3.32E-03 | |
| ESG_low | 1.16E-01** | - | - | - | 2.66E-02** | - | - | 1.98E-02** | 2.83E-02 | 6.13E-02** | 1.42E-02** | - |
| 1.43E-02 | - | - | - | 8.10E-03 | - | - | 5.50E-03 | 2.83E-02 | 2.04E-02 | 7.07E-03 | - | |
| Covid*ESG_low | 1.36E-01** | - | - | - | 2.85E-02 | - | - | 1.76E-02 | 9.37E-02 | 1.50E-01** | 4.29E-03 | - |
| 4.14E-02 | - | - | - | 2.33E-02 | - | - | 1.58E-02 | 8.10E-02 | 5.85E-02 | 2.03E-02 | - | |
| ESG_high | 1.10E-02** | 3.25E-02** | 5.23E-03** | 4.29E-03** | 1.33E-02** | 5.01E-03** | 6.08E-03** | 1.19E-02** | 4.72E-03 | 1.23E-02** | 2.84E-02** | 1.13E-02** |
| 1.36E-03 | 7.10E-03 | 1.75E-03 | 1.62E-03 | 4.05E-03 | 2.00E-03 | 1.85E-03 | 3.30E-03 | 4.71E-03 | 4.08E-03 | 1.41E-02 | 1.79E-03 | |
| Covid*ESG_high | 1.29E-02** | 3.97E-02 | 6.74E-03 | 3.10E-03 | 1.42E-02 | 1.24E-03 | 3.78E-03 | 1.06E-02 | 1.56E-02 | 3.00E-02** | 8.58E-03 | 1.07E-02** |
| 3.93E-03 | 2.04E-02 | 5.03E-03 | 4.66E-03 | 1.16E-02 | 5.73E-03 | 5.33E-03 | 9.49E-03 | 1.35E-02 | 1.17E-02 | 4.05E-02 | 5.17E-03 | |
| Constant | 5.09E-03** | 6.30E-03** | 5.02E-03** | 4.45E-03** | 4.38E-03** | 5.53E-03** | 6.39E-03** | 4.02E-03** | 1.28E-03 | 2.58E-03** | 3.11E-03** | 6.87E-03** |
| 6.87E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.44E-03 | 2.13E-03 | 1.98E-03 | 1.18E-03 | 2.01E-03 | 1.15E-03 | 1.51E-03 | 1.16E-03 | |
| 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 | 1.07E-03 | 1.64E-03 | 1.72E-03 | -1.35E-03 | 1.57E-03 | -4.28E-03 | -2.64E-03 | -4.96E-04 | 4.96E-03 | 5.25E-03** | -2.25E-03 | -4.03E-04** |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.37E-03 | 5.76E-03 | 3.28E-03 | 4.32E-03 | 3.33E-03 | |
| ESG_low | 3.86E-02** | - | - | - | 1.87E-02** | - | - | 2.97E-02** | 2.83E-02 | 8.39E-03** | - | 8.90E-02** |
| 4.78E-03 | - | - | - | 6.57E-03 | - | - | 8.26E-03 | 2.83E-02 | 2.79E-03 | - | 1.42E-02 | |
| Covid*ESG_low | 4.55E-02** | - | - | - | 2.56E-02 | - | - | 2.64E-02 | 9.37E-02 | 2.04E-02** | - | 8.44E-02** |
| 1.38E-02 | - | - | - | 1.88E-02 | - | - | 2.37E-02 | 8.10E-02 | 8.00E-03 | - | 4.09E-02 | |
| ESG_high | 2.00E-02** | 1.08E-02** | 1.05E-02** | - | 9.34E-03** | 5.00E-03** | 6.09E-03** | 9.91E-03** | 5.67E-03 | 4.19E-02** | 2.83E-02** | 2.54E-02** |
| 2.48E-03 | 2.37E-03 | 3.51E-03 | - | 3.28E-03 | 2.00E-03 | 1.86E-03 | 2.75E-03 | 5.65E-03 | 1.40E-02 | 1.41E-02 | 4.05E-03 | |
| Covid*ESG_high | 2.36E-02** | 1.32E-02* | 1.35E-02 | - | 1.28E-02 | 1.24E-03 | 3.78E-03 | 8.82E-03 | 1.87E-02 | 1.02E-01** | 8.58E-03 | 2.41E-02** |
| 7.18E-03 | 6.80E-03 | 1.01E-02 | - | 9.42E-03 | 5.73E-03 | 5.33E-03 | 7.91E-03 | 1.62E-02 | 4.00E-02 | 4.05E-02 | 1.17E-02 | |
| Constant | 5.08E-03** | 6.30E-03** | 5.02E-03** | 4.45E-03** | 3.55E-03** | 5.53E-03** | 6.41E-03** | 4.02E-03** | 1.29E-03 | 2.59E-03** | 3.10E-03** | 6.90E-03** |
| 6.88E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.18E-03 | 2.01E-03 | 1.15E-03 | 1.51E-03 | 1.16E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Panel A. Governance pillar score | ||||||||||||
| Covid | 1.10E-03 | 1.65E-03 | 1.72E-03 | -1.35E-03 | 1.57E-03 | -4.28E-03 | -2.60E-03 | -4.80E-04 | 4.96E-03 | 5.36E-03 | -2.25E-03 | -4.22E-04 |
| 1.98E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.67E-03 | 3.43E-03 | 5.76E-03 | 3.31E-03 | 4.32E-03 | 3.33E-03 | |
| ESG_low | 1.69E-01** | - | - | - | - | - | - | - | - | 4.19E-02** | 2.83E-02** | 3.45E-01** |
| 2.10E-02 | - | - | - | - | - | - | - | - | 1.37E-02 | 1.41E-02 | 5.50E-02 | |
| Covid*ESG_low | 2.00E-01** | - | - | - | - | - | - | - | - | 1.02E-01** | 8.58E-03 | 3.26E-01** |
| 6.09E-02 | - | - | - | - | - | - | - | - | 3.94E-02 | 4.05E-02 | 1.59E-01 | |
| ESG_high | 3.90E-02** | 3.24E-02** | 5.23E-03** | - | - | 5.01E-03** | 1.21E-02** | 1.80E-02** | 1.42E-02 | 4.19E-02** | 2.83E-02** | 5.75E-02** |
| 4.85E-03 | 7.10E-03 | 1.75E-03 | - | - | 2.00E-03 | 3.71E-03 | 5.24E-03 | 1.41E-02 | 1.37E-02 | 1.41E-02 | 9.17E-03 | |
| Covid*ESG_high | 4.62E-02** | 3.97E-02* | 6.74E-03 | - | - | 1.24E-03 | 7.55E-03 | 1.61E-02 | 4.69E-02 | 1.02E-01** | 8.58E-03 | 5.44E-02** |
| 1.41E-02 | 2.04E-02 | 5.03E-03 | - | - | 5.73E-03 | 1.06E-02 | 1.50E-02 | 4.05E-02 | 3.94E-02 | 4.05E-02 | 2.65E-02 | |
| Constant | 5.07E-03** | 6.29E-03** | 5.02E-03** | 4.45E-03** | 3.55E-03** | 5.53E-03** | 6.38E-03** | 3.92E-03** | 1.29E-03 | 2.66E-03** | 3.10E-03** | 6.88E-03** |
| 6.91E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.16E-03 | 1.51E-03 | 1.16E-03 | |
| 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 | 1.09E-03 | 1.65E-03 | 1.72E-03 | -1.35E-03 | 1.57E-03 | -4.28E-03 | -2.62E-03 | -4.81E-04 | 4.96E-03 | 5.32E-03 | -2.25E-03 | -4.23E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.67E-03 | 3.43E-03 | 5.76E-03 | 3.28E-03 | 4.32E-03 | 3.33E-03 | |
| ESG_low | 1.12E-01** | - | - | - | - | - | - | - | 2.84E-02 | 2.45E-02** | 2.83E-02** | 3.45E-01** |
| 1.40E-02 | - | - | - | - | - | - | - | 2.83E-02 | 8.16E-03 | 1.41E-02 | 5.50E-02 | |
| Covid*ESG_low | 1.33E-01** | - | - | - | - | - | - | - | 9.37E-02 | 6.00E-02** | 8.58E-03 | 3.26E-01** |
| 4.05E-02 | - | - | - | - | - | - | - | 8.10E-02 | 2.34E-02 | 4.05E-02 | 1.59E-01 | |
| ESG_high | 2.25E-02** | 3.24E-02** | 5.23E-03** | 8.58E-03** | - | 5.01E-03** | 6.08E-03** | 1.35E-02** | 9.47E-03 | 1.53E-02** | 2.83E-02** | 3.14E-02** |
| 2.80E-03 | 7.10E-03 | 1.75E-03 | 3.25E-03 | - | 2.00E-03 | 1.85E-03 | 3.93E-03 | 9.42E-03 | 5.10E-03 | 1.41E-02 | 5.00E-03 | |
| Covid*ESG_high | 2.66E-02** | 3.97E-02* | 6.74E-03 | 6.20E-03 | - | 1.24E-03 | 3.78E-03 | 1.20E-02 | 3.12E-02 | 3.75E-02** | 8.58E-03 | 2.97E-02** |
| 8.10E-03 | 2.04E-02 | 5.03E-03 | 9.32E-03 | - | 5.73E-03 | 5.33E-03 | 1.13E-02 | 2.70E-02 | 1.46E-02 | 4.05E-02 | 1.44E-02 | |
| Constant | 5.05E-03** | 6.29E-03** | 5.02E-03** | 4.45E-03** | 3.55E-03** | 5.53E-03** | 6.39E-03** | 3.92E-03** | 1.29E-03 | 2.58E-03** | 3.10E-03** | 6.88E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.15E-03 | 1.51E-03 | 1.16E-03 | |
| 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 | 1.09E-03 | 1.64E-03 | 1.72E-03 | -1.36E-03 | 1.57E-03 | -4.28E-03 | -2.63E-03 | -4.86E-04 | 4.96E-03 | 5.52E-03* | -2.25E-03 | -3.19E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.68E-03 | 3.43E-03 | 5.76E-03 | 3.30E-03 | 4.32E-03 | 3.24E-03 | |
| ESG_low | 5.32E-02** | 3.25E-02** | - | 8.60E-03** | - | - | 1.22E-02** | - | 1.42E-02 | 2.78E-02** | 2.84E-02** | 7.79E-02** |
| 6.62E-03 | 7.10E-03 | - | 3.25E-03 | - | - | 3.71E-03 | - | 1.41E-02 | 9.45E-03 | 1.41E-02 | 1.22E-02 | |
| Covid*ESG_low | 6.30E-02** | 3.97E-02* | - | 6.20E-03 | - | - | 7.55E-03 | - | 4.69E-02 | 7.02E-02** | 8.58E-03 | 7.47E-02** |
| 1.92E-02 | 2.04E-02 | - | 9.32E-03 | - | - | 1.07E-02 | - | 4.05E-02 | 2.71E-02 | 4.05E-02 | 3.53E-02 | |
| ESG_high | 2.20E-02** | 3.25E-02** | 5.23E-03 | - | 9.34E-03** | 5.01E-03** | - | 1.80E-02** | 4.73E-03 | 2.78E-02** | 2.84E-02** | 2.70E-02** |
| 2.74E-03 | 7.10E-03 | 1.75E-03 | - | 3.28E-03 | 2.00E-03 | - | 5.24E-03 | 4.71E-03 | 9.45E-03 | 1.41E-02 | 4.24E-03 | |
| Covid*ESG_high | 2.60E-02** | 3.97E-02* | 6.74E-03 | - | 1.28E-02 | 1.24E-03 | - | 1.61E-02 | 1.56E-02 | 7.02E-02** | 8.58E-03 | 2.58E-02** |
| 7.92E-03 | 2.04E-02 | 5.03E-03 | - | 9.42E-03 | 5.73E-03 | - | 1.50E-02 | 1.35E-02 | 2.71E-02 | 4.05E-02 | 1.22E-02 | |
| Constant | 5.05E-03** | 6.30E-03** | 5.02E-03** | 4.47E-03** | 3.54E-03** | 5.53E-03** | 6.41E-03** | 3.93E-03** | 1.29E-03 | 2.50E-03** | 3.11E-03** | 6.78E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.15E-03 | 1.51E-03 | 1.13E-03 | |
| 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 | 1.07E-03 | 1.65E-03 | 1.72E-03 | -1.35E-03 | 1.57E-03 | -4.28E-03 | -2.62E-03 | -4.81E-04 | 4.96E-03 | 5.41E-03 | -2.25E-03 | -4.27E-04 |
| 1.97E-03 | 4.34E-03 | 5.36E-03 | 4.97E-03 | 4.02E-03 | 6.11E-03 | 5.67E-03 | 3.43E-03 | 5.76E-03 | 3.29E-03 | 4.32E-03 | 3.31E-03 | |
| ESG_low | 2.91E-02** | - | - | - | 1.87E-02** | - | - | 2.70E-02** | 7.10E-03 | 9.02E-03** | - | 4.70E-02** |
| 3.60E-03 | - | - | - | 6.57E-03 | - | - | 7.86E-03 | 7.07E-03 | 3.06E-03 | - | 7.35E-03 | |
| Covid*ESG_low | 3.44E-02** | - | - | - | 2.56E-02 | - | - | 2.41E-02 | 2.34E-02 | 2.25E-02** | - | 4.44E-02** |
| 1.04E-02 | - | - | - | 1.88E-02 | - | - | 2.26E-02 | 2.02E-02 | 8.78E-03 | - | 2.12E-02 | |
| ESG_high | 1.54E-02** | 3.24E-02** | 5.23E-03** | - | - | 5.01E-03** | 1.22E-02** | 1.08E-02** | 5.68E-03 | 1.68E-02** | 7.07E-03** | 1.76E-02** |
| 1.91E-03 | 7.10E-03 | 1.75E-03 | - | - | 2.00E-03 | 3.71E-03 | 3.14E-03 | 5.65E-03 | 5.69E-03 | 3.53E-03 | 2.76E-03 | |
| Covid*ESG_high | 1.82E-02** | 3.97E-02* | 6.74E-03 | - | - | 1.24E-03 | 7.55E-03 | 9.63E-03 | 1.87E-02 | 4.19E-02** | 2.14E-03 | 1.67E-02** |
| 5.52E-03 | 2.04E-02 | 5.03E-03 | - | - | 5.73E-03 | 1.07E-02 | 9.02E-03 | 1.62E-02 | 1.63E-02 | 1.01E-02 | 7.95E-03 | |
| Constant | 5.10E-03** | 6.29E-03** | 5.02E-03** | 4.45E-03** | 3.55E-03** | 5.53E-03** | 6.39E-03** | 3.92E-03** | 1.29E-03 | 2.51E-03** | 3.10E-03** | 6.96E-03** |
| 6.89E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.13E-03 | 1.98E-03 | 1.20E-03 | 2.01E-03 | 1.15E-03 | 1.51E-03 | 1.15E-03 | |
| 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 |
| Europe | nonEurope | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All countries | France | Germany | Netherlands | Spain | Sweden | Switzerland | United Kingdom | Brazil | Canada | Singapore | United States | |
| Covid | 1.14E-03 | 1.75E-03 | 2.55E-03 | -1.37E-03 | 1.58E-03 | -4.41E-03 | -2.66E-03 | -5.69E-04 | 5.07E-03 | 5.13E-03 | -2.38E-03 | -3.09E-04 |
| 1.98E-03 | 4.34E-03 | 5.37E-03 | 4.97E-03 | 4.02E-03 | 6.09E-03 | 5.68E-03 | 3.42E-03 | 5.80E-03 | 3.13E-03 | 4.32E-03 | 3.30E-03 | |
| ESG_low | 1.25E-01** | - | - | - | - | - | 1.19E-02** | - | 2.73E-02 | - | - | 1.13E-01** |
| 1.58E-02 | - | - | - | - | - | 3.71E-03 | - | 2.84E-02 | - | - | 1.82E-02 | |
| Covid*ESG_low | 1.49E-01** | - | - | - | - | - | 7.19E-03 | - | 9.41E-02 | - | - | 1.08E-01** |
| 4.56E-02 | - | - | - | - | - | 1.07E-02 | - | 8.15E-02 | - | - | 5.24E-02 | |
| ESG_high | 8.31E-03** | 1.08E-02** | - | 4.31E-03** | 3.73E-03** | - | - | 9.17E-03** | 2.10E-03 | 3.62E-03** | 3.53E-03** | 1.38E-02** |
| 1.05E-03 | 2.37E-03 | - | 1.62E-03 | 1.31E-03 | - | - | 2.42E-03 | 2.19E-03 | 1.18E-03 | 1.77E-03 | 2.22E-03 | |
| Covid*ESG_high | 9.94E-03** | 1.34E-02** | - | 3.10E-03 | 5.12E-03 | - | - | 8.08E-03 | 7.24E-03 | 8.78E-03** | 9.21E-04 | 1.32E-02** |
| 3.04E-03 | 6.81E-03 | - | 4.66E-03 | 3.77E-03 | - | - | 6.96E-03 | 6.27E-03 | 3.37E-03 | 5.07E-03 | 6.41E-03 | |
| Constant | 4.97E-03** | 6.27E-03** | 4.82E-03** | 4.47E-03** | 3.54E-03** | 5.91E-03** | 6.26E-03** | 4.30E-03** | 1.20E-03 | 2.53E-03** | 3.11E-03** | 6.73E-03** |
| 6.90E-04 | 1.52E-03 | 1.87E-03 | 1.73E-03 | 1.40E-03 | 2.12E-03 | 1.98E-03 | 1.19E-03 | 2.02E-03 | 1.09E-03 | 1.51E-03 | 1.15E-03 | |
| 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 |
| CS | S | EPS | RU | E | I | SPS | W | HR | Co | PR | GPS | M | Sh | CSR_S | CoS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Panel A. Full sample | ||||||||||||||||
| Covid | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 |
| 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | |
| Index_low | 1.37E-02** | 1.59E-02** | 3.59E-03** | 3.59E-03** | 4.29E-03** | 1.28E-03** | 1.24E-02** | 1.01E-02** | 1.62E-03** | 1.15E-02** | 4.13E-03** | 1.86E-02** | 1.24E-02** | 5.86E-03** | 3.18E-03** | 1.44E-02** |
| 4.28E-03 | 4.97E-03 | 1.12E-03 | 1.12E-03 | 1.34E-03 | 4.00E-04 | 3.86E-03 | 3.16E-03 | 5.04E-04 | 3.59E-03 | 1.29E-03 | 5.80E-03 | 3.86E-03 | 1.83E-03 | 9.94E-04 | 4.48E-03 | |
| Index_high | 2.19E-02** | 7.43E-03** | 3.38E-03** | 1.74E-03** | 1.96E-03** | 7.96E-03** | 3.01E-03** | 1.49E-03** | 3.48E-03** | 1.21E-03** | 2.14E-03** | 4.29E-03** | 2.48E-03** | 2.42E-03** | 1.69E-03** | 9.57E-04** |
| 6.85E-03 | 2.32E-03 | 1.05E-03 | 5.43E-04 | 6.10E-04 | 2.48E-03 | 9.40E-04 | 4.64E-04 | 1.09E-03 | 3.77E-04 | 6.69E-04 | 1.34E-03 | 7.73E-04 | 7.56E-04 | 5.27E-04 | 2.99E-04 | |
| WGI_high | 1.61E-03** | 1.62E-03** | 1.59E-03** | 1.62E-03** | 1.62E-03** | 1.64E-03** | 1.66E-03** | 1.63E-03** | 1.62E-03** | 1.62E-03** | 1.61E-03** | 1.62E-03** | 1.62E-03** | 1.69E-03** | 1.64E-03** | 1.63E-03** |
| 5.04E-04 | 5.04E-04 | 4.97E-04 | 5.04E-04 | 5.04E-04 | 5.11E-04 | 5.17E-04 | 5.10E-04 | 5.06E-04 | 5.06E-04 | 5.02E-04 | 5.04E-04 | 5.04E-04 | 5.27E-04 | 5.11E-04 | 5.08E-04 | |
| Index_low * WGI_high | 3.87E-02** | 4.50E-02** | 1.00E-02** | 1.02E-02** | 1.21E-02** | 3.67E-03** | 3.59E-02** | 2.90E-02** | 4.58E-03** | 3.26E-02** | 1.16E-02** | 5.25E-02** | 3.50E-02** | 1.73E-02** | 9.13E-03** | 4.09E-02** |
| 1.21E-02 | 1.40E-02 | 3.13E-03 | 3.17E-03 | 3.78E-03 | 1.15E-03 | 1.12E-02 | 9.04E-03 | 1.43E-03 | 1.02E-02 | 3.62E-03 | 1.64E-02 | 1.09E-02 | 5.41E-03 | 2.85E-03 | 1.28E-02 | |
| Index_high * WGI_high | 6.20E-02** | 2.10E-02** | 9.41E-03** | 4.92E-03** | 5.52E-03** | 2.28E-02** | 8.73E-03** | 4.25E-03** | 9.88E-03** | 3.43E-03** | 6.03E-03** | 1.21E-02** | 7.00E-03** | 7.16E-03** | 4.84E-03** | 2.72E-03** |
| 1.93E-02 | 6.55E-03 | 2.94E-03 | 1.54E-03 | 1.72E-03 | 7.12E-03 | 2.72E-03 | 1.33E-03 | 3.09E-03 | 1.07E-03 | 1.88E-03 | 3.78E-03 | 2.18E-03 | 2.23E-03 | 1.51E-03 | 8.50E-04 | |
| Δ ESG | 1.81E-05** | 1.63E-05** | 3.82E-05** | 5.08E-05** | 2.81E-05** | -5.37E-05* | 2.86E-05** | 2.67E-05 | 5.17E-05 | 2.99E-05 | 1.83E-05 | 9.44E-06 | 4.66E-06 | -1.12E-05 | 5.85E-05** | 1.30E-05 |
| 6.80E-06 | 7.36E-06 | 1.30E-05 | 1.91E-05 | 1.36E-05 | 3.00E-05 | 1.06E-05 | 1.93E-05 | 5.41E-05 | 2.53E-05 | 1.63E-05 | 1.30E-05 | 1.72E-05 | 1.68E-05 | 2.67E-05 | 2.39E-05 | |
| Constant | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.89E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** |
| 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 2.09E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | |
| 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 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 |
| 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | |
| Index_low | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Index_high | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** |
| 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | |
| WGI_high | 1.43E-03** | 1.07E-03** | 1.35E-03** | 2.15E-03** | 2.33E-03** | 2.67E-03** | 2.11E-03** | 1.79E-03** | 1.66E-03** | 2.36E-03** | 2.12E-03** | 1.35E-03** | 1.35E-03** | 2.39E-03** | 1.89E-03** | 1.37E-03** |
| 4.46E-04 | 3.34E-04 | 4.20E-04 | 6.71E-04 | 7.26E-04 | 8.32E-04 | 6.60E-04 | 5.57E-04 | 5.19E-04 | 7.37E-04 | 6.62E-04 | 4.22E-04 | 4.22E-04 | 7.46E-04 | 5.89E-04 | 4.28E-04 | |
| Index_low * WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Index_high * WGI_high | 1.43E-03** | 1.07E-03** | 1.35E-03** | 2.15E-03** | 2.33E-03** | 2.67E-03** | 2.11E-03** | 1.79E-03** | 1.66E-03** | 2.36E-03** | 2.12E-03** | 1.35E-03** | 1.35E-03** | 2.39E-03** | 1.89E-03** | 1.37E-03 |
| 4.46E-04 | 3.34E-04 | 4.20E-04 | 6.71E-04 | 7.26E-04 | 8.32E-04 | 6.60E-04 | 5.57E-04 | 5.19E-04 | 7.37E-04 | 6.62E-04 | 4.22E-04 | 4.22E-04 | 7.46E-04 | 5.89E-04 | 4.28E-04 | |
| Δ ESG | -1.70E-04 | 8.93E-06 | 6.16E-05 | 3.83E-05* | 5.23E-05 | 1.38E-05 | 5.43E-05 | 6.48E-05** | 2.58E-05 | 3.15E-05 | 3.28E-05 | -2.05E-05 | -1.78E-05 | 5.38E-06 | 1.64E-05 | 1.66E-05 |
| 1.14E-04 | 5.69E-05 | 4.22E-05 | 2.35E-05 | 3.13E-05 | 7.71E-05 | 3.91E-05 | 2.58E-05 | 4.01E-05 | 2.20E-05 | 3.48E-05 | 3.86E-05 | 3.95E-05 | 2.84E-05 | 3.13E-05 | 2.99E-05 | |
| Constant | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.62E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** |
| 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.90E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | |
| 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 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 | 6.36E-04 |
| 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | 5.12E-04 | |
| Index_low | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** |
| 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | |
| Index_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| WGI_high | 9.14E-04** | 8.00E-04** | 8.86E-04** | 1.04E-03** | 1.14E-03** | 1.28E-03** | 8.57E-04** | 1.26E-03** | 1.20E-03** | 2.36E-03** | 9.07E-04** | 8.57E-04** | 8.57E-04** | 1.55E-03** | 1.33E-03** | 4.57E-03** |
| 2.85E-04 | 2.50E-04 | 2.76E-04 | 3.25E-04 | 3.57E-04 | 3.98E-04 | 2.68E-04 | 3.92E-04 | 3.73E-04 | 7.37E-04 | 2.83E-04 | 2.68E-04 | 2.68E-04 | 4.84E-04 | 4.16E-04 | 1.43E-03 | |
| Index_low * WGI_high | 9.14E-04** | 8.00E-04** | 8.86E-04** | 1.04E-03** | 1.14E-03** | 1.28E-03** | 8.57E-04** | 1.26E-03** | 1.20E-03** | 2.36E-03** | 9.07E-04** | 8.57E-04** | 8.57E-04** | 1.55E-03** | 1.33E-03** | 4.57E-03** |
| 2.85E-04 | 2.50E-04 | 2.76E-04 | 3.25E-04 | 3.57E-04 | 3.98E-04 | 2.68E-04 | 3.92E-04 | 3.73E-04 | 7.37E-04 | 2.83E-04 | 2.68E-04 | 2.68E-04 | 4.84E-04 | 4.16E-04 | 1.43E-03 | |
| Index_high * WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Δ ESG | 9.85E-05 | 1.47E-04 | 8.21E-05** | 9.31E-05** | 1.17E-04** | 1.56E-05 | 6.91E-05 | 7.39E-05 | 3.16E-05 | 3.15E-05 | 1.25E-04* | -2.94E-05 | -6.37E-05 | -7.55E-06 | 8.74E-05 | -2.13E-04** |
| 1.21E-04 | 1.52E-04 | 2.92E-05 | 4.14E-05 | 4.71E-05 | 5.05E-05 | 7.76E-05 | 1.01E-04 | 3.07E-05 | 2.20E-05 | 6.56E-05 | 7.99E-05 | 5.86E-05 | 4.72E-05 | 5.71E-05 | 9.80E-05 | |
| Constant | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** | 5.71E-04** |
| 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | 1.78E-04 | |
| 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 |
| CS | S | EPS | RU | E | I | SPS | W | HR | Co | PR | GPS | M | Sh | CSR_S | CoS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Panel A. Full sample | ||||||||||||||||
| Covid | 7.35E-03** | 7.37E-03** | 7.57E-03** | 7.55E-03** | 7.48E-03** | 7.62E-03** | 7.25E-03** | 7.36E-03** | 7.47E-03** | 8.15E-03** | 7.62E-03** | 7.10E-03** | 7.21E-03** | 7.30E-03** | 7.40E-03** | 7.63E-03** |
| 3.10E-04 | 3.09E-04 | 3.10E-04 | 3.08E-04 | 3.07E-04 | 3.11E-04 | 3.05E-04 | 3.07E-04 | 3.10E-04 | 3.28E-04 | 3.14E-04 | 3.03E-04 | 3.06E-04 | 3.06E-04 | 3.06E-04 | 3.11E-04 | |
| Index_low | 1.02E-01** | 1.19E-01** | 2.75E-02** | 2.74E-02** | 3.24E-02** | 1.00E-02** | 9.21E-02** | 7.65E-02** | 1.23E-02** | 9.75E-02** | 3.25E-02** | 1.34E-01** | 9.07E-02** | 4.37E-02** | 2.39E-02** | 1.10E-01** |
| 2.05E-03 | 2.36E-03 | 5.24E-04 | 5.22E-04 | 6.23E-04 | 1.84E-04 | 1.79E-03 | 1.47E-03 | 2.35E-04 | 1.69E-03 | 5.99E-04 | 2.73E-03 | 1.82E-03 | 8.50E-04 | 4.61E-04 | 2.11E-03 | |
| Index_high | 1.63E-01** | 5.54E-02** | 2.59E-02** | 1.33E-02** | 1.48E-02** | 6.23E-02** | 2.24E-02** | 1.12E-02** | 2.66E-02** | 1.03E-02** | 1.69E-02** | 3.08E-02** | 1.82E-02** | 1.80E-02** | 1.27E-02** | 7.37E-03** |
| 3.27E-03 | 1.10E-03 | 4.92E-04 | 2.53E-04 | 2.84E-04 | 1.14E-03 | 4.34E-04 | 2.15E-04 | 5.07E-04 | 1.78E-04 | 3.11E-04 | 6.29E-04 | 3.64E-04 | 3.51E-04 | 2.45E-04 | 1.41E-04 | |
| WGI_high | 1.20E-02** | 1.20E-02** | 1.22E-02** | 1.23E-02** | 1.22E-02** | 1.28E-02** | 1.23E-02** | 1.23E-02** | 1.24E-02** | 1.38E-02** | 1.27E-02** | 1.16E-02** | 1.18E-02** | 1.26E-02** | 1.23E-02** | 1.25E-02** |
| 2.41E-04 | 2.39E-04 | 2.32E-04 | 2.34E-04 | 2.35E-04 | 2.35E-04 | 2.39E-04 | 2.36E-04 | 2.36E-04 | 2.39E-04 | 2.33E-04 | 2.37E-04 | 2.38E-04 | 2.45E-04 | 2.37E-04 | 2.39E-04 | |
| Index_low * WGI_high | 2.87E-01** | 3.35E-01** | 7.67E-02** | 7.76E-02** | 9.16E-02** | 2.88E-02** | 2.67E-01** | 2.19E-01** | 3.50E-02** | 2.77E-01** | 9.15E-02** | 3.77E-01** | 2.56E-01** | 1.29E-01** | 6.85E-02** | 3.14E-01** |
| 5.78E-03 | 6.67E-03 | 1.46E-03 | 1.47E-03 | 1.76E-03 | 5.27E-04 | 5.17E-03 | 4.19E-03 | 6.67E-04 | 4.80E-03 | 1.68E-03 | 7.71E-03 | 5.15E-03 | 2.51E-03 | 1.32E-03 | 6.00E-03 | |
| Index_high * WGI_high | 4.60E-01** | 1.56E-01** | 7.21E-02** | 3.76E-02** | 4.18E-02** | 1.79E-01** | 6.49E-02** | 3.21E-02** | 7.55E-02** | 2.92E-02** | 4.75E-02** | 8.71E-02** | 5.13E-02** | 5.33E-02** | 3.63E-02** | 2.10E-02** |
| 9.24E-03 | 3.11E-03 | 1.37E-03 | 7.14E-04 | 8.03E-04 | 3.28E-03 | 1.26E-03 | 6.15E-04 | 1.44E-03 | 5.06E-04 | 8.74E-04 | 1.78E-03 | 1.03E-03 | 1.04E-03 | 7.02E-04 | 4.00E-04 | |
| Δ ESG | 1.33E-04** | 1.39E-04** | 2.59E-04** | 3.55E-04** | 2.66E-04** | -2.83E-04** | 2.09E-04** | 3.03E-04** | 4.70E-04** | 3.53E-04** | 1.55E-04** | 1.19E-04** | 4.91E-05** | -6.97E-05** | 4.44E-04** | -4.26E-05** |
| 3.72E-06 | 4.07E-06 | 7.12E-06 | 1.07E-05 | 7.40E-06 | 1.94E-05 | 5.65E-06 | 1.13E-05 | 3.50E-05 | 1.67E-05 | 1.07E-05 | 8.13E-06 | 1.13E-05 | 1.10E-05 | 1.54E-05 | 1.61E-05 | |
| Constant | 4.24E-03** | 4.26E-03** | 4.38E-03** | 4.36E-03** | 4.32E-03** | 4.48E-03** | 4.25E-03** | 4.31E-03** | 4.37E-03** | 4.85E-03** | 4.51E-03** | 4.11E-03** | 4.19E-03** | 4.26E-03** | 4.29E-03** | 4.40E-03** |
| 8.52E-05 | 8.47E-05 | 8.33E-05 | 8.29E-05 | 8.30E-05 | 8.20E-05 | 8.24E-05 | 8.27E-05 | 8.32E-05 | 8.42E-05 | 8.29E-05 | 8.39E-05 | 8.40E-05 | 8.28E-05 | 8.28E-05 | 8.40E-05 | |
| 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 | 9.17E-03** | 6.43E-03** | 6.29E-03** | 6.44E-03** | 7.38E-03** | 1.16E-02** | 6.65E-03** | 6.16E-03** | 6.13E-03** | 7.87E-03** | 6.51E-03** | 6.88E-03** | 6.93E-03** | 8.12E-03** | 7.38E-03** | 6.90E-03** |
| 4.44E-04 | 2.97E-04 | 3.01E-04 | 2.86E-04 | 3.13E-04 | 4.72E-04 | 3.03E-04 | 2.79E-04 | 2.90E-04 | 3.41E-04 | 2.85E-04 | 3.05E-04 | 3.13E-04 | 3.26E-04 | 3.13E-04 | 3.16E-04 | |
| Index_low | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Index_high | 6.33E-03** | 4.17E-03** | 4.15E-03** | 3.88E-03** | 4.13E-03** | 6.57E-03** | 4.05E-03** | 3.79E-03** | 4.06E-03** | 4.39E-03** | 3.84E-03** | 4.12E-03** | 4.11E-03** | 4.48E-03** | 4.11E-03** | 4.25E-03** |
| 1.12E-04 | 7.68E-05 | 7.88E-05 | 7.81E-05 | 8.86E-05 | 1.29E-04 | 8.31E-05 | 7.53E-05 | 7.51E-05 | 9.79E-05 | 7.86E-05 | 8.34E-05 | 8.75E-05 | 9.10E-05 | 8.91E-05 | 8.59E-05 | |
| WGI_high | 1.58E-02** | 7.83E-03** | 9.79E-03** | 1.46E-02** | 1.68E-02** | 3.07E-02** | 1.50E-02** | 1.18E-02** | 1.18E-02** | 1.81E-02** | 1.42E-02** | 9.73E-03** | 9.73E-03** | 1.87E-02** | 1.36E-02** | 1.02E-02** |
| 2.79E-04 | 1.44E-04 | 1.86E-04 | 2.94E-04 | 3.61E-04 | 6.02E-04 | 3.08E-04 | 2.35E-04 | 2.19E-04 | 4.04E-04 | 2.92E-04 | 1.97E-04 | 2.07E-04 | 3.81E-04 | 2.94E-04 | 2.06E-04 | |
| Index_low * WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Index_high * WGI_high | 1.58E-02** | 7.83E-03** | 9.79E-03** | 1.46E-02** | 1.68E-02** | 3.07E-02** | 1.50E-02** | 1.18E-02** | 1.18E-02** | 1.81E-02** | 1.42E-02** | 9.73E-03** | 9.73E-03** | 1.87E-02** | 1.36E-02** | 1.02E-02** |
| 2.79E-04 | 1.44E-04 | 1.86E-04 | 2.94E-04 | 3.61E-04 | 6.02E-04 | 3.08E-04 | 2.35E-04 | 2.19E-04 | 4.04E-04 | 2.92E-04 | 1.97E-04 | 2.07E-04 | 3.81E-04 | 2.94E-04 | 2.06E-04 | |
| Δ ESG | -9.25E-04** | 2.62E-04** | 5.61E-04** | 2.09E-04** | 4.67E-04** | 8.06E-05 | 4.07E-04** | 4.19E-04** | 3.38E-04** | 3.31E-04** | 2.21E-04** | 3.12E-06 | 2.36E-05 | 1.29E-05 | 2.26E-04** | -6.99E-05** |
| 1.06E-04 | 3.54E-05 | 2.44E-05 | 1.37E-05 | 1.90E-05 | 7.89E-05 | 2.39E-05 | 1.29E-05 | 2.37E-05 | 1.47E-05 | 2.08E-05 | 2.51E-05 | 2.64E-05 | 2.01E-05 | 2.06E-05 | 2.00E-05 | |
| Constant | 6.33E-03** | 4.17E-03** | 4.15E-03** | 3.88E-03** | 4.13E-03** | 6.57E-03** | 4.05E-03** | 3.79E-03** | 4.06E-03** | 4.39E-03** | 3.84E-03** | 4.12E-03** | 4.11E-03** | 4.48E-03 | 4.11E-03** | 4.25E-03** |
| 1.12E-04 | 7.68E-05 | 7.88E-05 | 7.81E-05 | 8.86E-05 | 1.29E-04 | 8.31E-05 | 7.53E-05 | 7.51E-05 | 9.79E-05 | 7.86E-05 | 8.34E-05 | 8.75E-05 | 9.10E-05 | 8.91E-05 | 8.59E-05 | |
| 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 | 1.30E-02** | 1.27E-02** | 9.65E-03** | 8.99E-03** | 1.01E-02** | 7.73E-03** | 1.20E-02** | 8.89E-03** | 8.16E-03** | 2.21E-02** | 1.03E-02** | 9.33E-03** | 1.05E-02** | 7.32E-03** | 8.70E-03** | 1.12E-02** |
| 6.16E-04 | 5.81E-04 | 4.20E-04 | 3.90E-04 | 4.27E-04 | 3.59E-04 | 6.08E-04 | 4.60E-04 | 3.60E-04 | 9.68E-04 | 5.31E-04 | 4.64E-04 | 4.61E-04 | 3.39E-04 | 3.85E-04 | 4.68E-04 | |
| Index_low | 8.31E-03** | 7.84E-03** | 5.59E-03** | 5.18E-03** | 5.70E-03** | 4.80E-03** | 8.30E-03** | 6.20E-03** | 4.65E-03** | 1.72E-02** | 7.13E-03** | 6.33E-03** | 6.27E-03** | 4.66E-03** | 5.19E-03** | 6.50E-03** |
| 1.65E-04 | 1.58E-04 | 1.18E-04 | 1.09E-04 | 1.20E-04 | 9.80E-05 | 1.58E-04 | 1.21E-04 | 1.02E-04 | 1.51E-04 | 1.40E-04 | 1.22E-04 | 1.26E-04 | 9.00E-05 | 1.06E-04 | 1.27E-04 | |
| Index_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| WGI_high | 1.33E-02** | 1.10E-02** | 8.66E-03** | 9.44E-03** | 1.14E-02** | 1.07E-02** | 1.24E-02** | 1.36E-02** | 9.72E-03** | 2.21E-02** | 1.13E-02** | 9.49E-03** | 9.40E-03** | 1.26E-02** | 1.21E-02** | 5.20E-02** |
| 2.65E-04 | 2.21E-04 | 1.82E-04 | 1.99E-04 | 2.40E-04 | 2.19E-04 | 2.37E-04 | 2.66E-04 | 2.14E-04 | 1.94E-04 | 2.23E-04 | 1.83E-04 | 1.88E-04 | 2.44E-04 | 2.47E-04 | 1.02E-03 | |
| Index_low * WGI_high | 1.33E-02** | 1.10E-02** | 8.66E-03** | 9.44E-03** | 1.14E-02** | 1.07E-02** | 1.24E-02** | 1.36E-02** | 9.72E-03** | 2.21E-02** | 1.13E-02** | 9.49E-03** | 9.40E-03** | 1.26E-02** | 1.21E-02** | 5.20E-02** |
| 2.65E-04 | 2.21E-04 | 1.82E-04 | 1.99E-04 | 2.40E-04 | 2.19E-04 | 2.37E-04 | 2.66E-04 | 2.14E-04 | 1.94E-04 | 2.23E-04 | 1.83E-04 | 1.88E-04 | 2.44E-04 | 2.47E-04 | 1.02E-03 | |
| Index_high * WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Δ ESG | 2.41E-03** | 3.48E-03** | 6.18E-04** | 8.28E-04** | 7.86E-04** | 5.76E-04** | 1.73E-03** | 1.29E-03** | 4.14E-04** | 2.13E-03** | 1.62E-03** | -7.16E-04** | -8.06E-04** | 1.88E-04** | 1.15E-03** | -1.82E-03** |
| 1.51E-04 | 1.74E-04 | 2.34E-05 | 3.06E-05 | 4.05E-05 | 3.68E-05 | 9.28E-05 | 9.35E-05 | 2.22E-05 | 1.28E-04 | 6.55E-05 | 7.67E-05 | 5.56E-05 | 3.38E-05 | 4.12E-05 | 9.24E-05 | |
| Constant | 8.31E-03** | 7.84E-03** | 5.59E-03** | 5.18E-03** | 5.70E-03** | 4.80E-03** | 8.30E-03** | 6.20E-03** | 4.65E-03** | 1.72E-02** | 7.13E-03** | 6.33E-03** | 6.27E-03** | 4.66E-03** | 5.19E-03** | 6.50E-03** |
| 1.65E-04 | 1.58E-04 | 1.18E-04 | 1.09E-04 | 1.20E-04 | 9.80E-05 | 1.58E-04 | 1.21E-04 | 1.02E-04 | 1.51E-04 | 1.40E-04 | 1.22E-04 | 1.26E-04 | 9.00E-05 | 1.06E-04 | 1.27E-04 | |
| 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 |
| CS | S | EPS | RU | E | I | SPS | W | HR | Co | PR | GPS | M | Sh | CSR_S | CoS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Panel A. Full sample | ||||||||||||||||
| Covid | 2.02E-01** | 2.01E-01** | 1.91E-01** | 1.90E-01** | 1.95E-01** | 1.90E-01** | 1.95E-01** | 1.92E-01** | 1.87E-01** | 1.89E-01** | 1.87E-01** | 2.07E-01** | 2.04E-01** | 2.04E-01** | 1.98E-01** | 2.02E-01** |
| 5.72E-02 | 5.60E-02 | 5.38E-02 | 5.35E-02 | 5.44E-02 | 5.20E-02 | 5.58E-02 | 5.42E-02 | 5.32E-02 | 5.38E-02 | 5.29E-02 | 5.72E-02 | 5.63E-02 | 5.49E-02 | 5.47E-02 | 5.37E-02 | |
| Index_low | 4.09E+00** | 4.63E+00** | 9.82E-01** | 9.84E-01** | 1.19E+00** | 3.44E-01** | 3.56E+00** | 2.88E+00** | 4.43E-01** | 3.18E+00** | 1.13E+00** | 5.60E+00** | 3.62E+00** | 1.66E+00** | 8.95E-01** | 3.98E+00** |
| 4.74E-01 | 5.38E-01 | 1.17E-01 | 1.16E-01 | 1.41E-01 | 4.02E-02 | 4.17E-01 | 3.31E-01 | 5.19E-02 | 3.73E-01 | 1.32E-01 | 6.41E-01 | 4.21E-01 | 1.95E-01 | 1.05E-01 | 4.66E-01 | |
| Index_high | 6.55E+00** | 2.16E+00** | 9.22E-01** | 4.76E-01** | 5.44E-01** | 2.14E+00** | 8.66E-01** | 4.22E-01** | 9.56E-01** | 3.35E-01** | 5.88E-01** | 1.29E+00** | 7.24E-01** | 6.85E-01** | 4.75E-01** | 2.65E-01** |
| 7.58E-01 | 2.51E-01 | 1.10E-01 | 5.62E-02 | 6.42E-02 | 2.50E-01 | 1.01E-01 | 4.86E-02 | 1.12E-01 | 3.93E-02 | 6.84E-02 | 1.48E-01 | 8.42E-02 | 8.04E-02 | 5.57E-02 | 3.10E-02 | |
| WGI_high | 4.82E-01** | 4.70E-01** | 4.35E-01** | 4.42E-01** | 4.50E-01** | 4.41E-01** | 4.76E-01** | 4.64E-01** | 4.45E-01** | 4.49E-01** | 4.41E-01** | 4.87E-01** | 4.72E-01** | 4.78E-01** | 4.61E-01** | 4.51E-01** |
| 5.58E-02 | 5.46E-02 | 5.17E-02 | 5.22E-02 | 5.31E-02 | 5.15E-02 | 5.58E-02 | 5.35E-02 | 5.21E-02 | 5.27E-02 | 5.13E-02 | 5.57E-02 | 5.49E-02 | 5.60E-02 | 5.41E-02 | 5.27E-02 | |
| Index_low * WGI_high | 1.16E+01** | 1.31E+01** | 2.73E+00** | 2.78E+00** | 3.37E+00** | 9.87E-01** | 1.03E+01** | 8.22E+00** | 1.26E+00** | 9.03E+00** | 3.19E+00** | 1.58E+01** | 1.02E+01** | 4.90E+00** | 2.57E+00** | 1.13E+01** |
| 1.34E+00 | 1.52E+00 | 3.25E-01 | 3.28E-01 | 3.98E-01 | 1.15E-01 | 1.21E+00 | 9.48E-01 | 1.47E-01 | 1.06E+00 | 3.71E-01 | 1.81E+00 | 1.19E+00 | 5.75E-01 | 3.01E-01 | 1.33E+00 | |
| Index_high * WGI_high | 1.85E+01** | 6.11E+00** | 2.57E+00** | 1.35E+00** | 1.54E+00** | 6.14E+00** | 2.51E+00** | 1.21E+00** | 2.71E+00** | 9.50E-01** | 1.65E+00** | 3.65E+00** | 2.05E+00** | 2.02E+00** | 1.36E+00** | 7.56E-01** |
| 2.14E+00 | 7.10E-01 | 3.06E-01 | 1.59E-01 | 1.82E-01 | 7.17E-01 | 2.94E-01 | 1.39E-01 | 3.18E-01 | 1.11E-01 | 1.92E-01 | 4.18E-01 | 2.38E-01 | 2.37E-01 | 1.60E-01 | 8.83E-02 | |
| Δ ESG | 6.06E-03** | 5.62E-03** | 1.16E-02** | 1.54E-02** | 9.12E-03** | -1.11E-02** | 9.41E-03** | 8.34E-03** | 2.48E-02** | 1.15E-02** | 6.23E-03** | 4.90E-03** | 3.98E-03** | -4.45E-03** | 1.96E-02** | 2.03E-03 |
| 7.54E-04 | 8.00E-04 | 1.36E-03 | 1.97E-03 | 1.44E-03 | 3.05E-03 | 1.15E-03 | 2.04E-03 | 5.62E-03 | 2.66E-03 | 1.68E-03 | 1.45E-03 | 1.89E-03 | 1.80E-03 | 2.84E-03 | 2.52E-03 | |
| Constant | 1.70E-01** | 1.66E-01** | 1.56E-01** | 1.56E-01** | 1.59E-01** | 1.54E-01** | 1.64E-01** | 1.62E-01** | 1.57E-01** | 1.58E-01** | 1.57E-01** | 1.72E-01** | 1.67E-01** | 1.62E-01** | 1.61E-01** | 1.58E-01** |
| 1.97E-02 | 1.93E-02 | 1.86E-02 | 1.85E-02 | 1.88E-02 | 1.79E-02 | 1.92E-02 | 1.87E-02 | 1.84E-02 | 1.86E-02 | 1.82E-02 | 1.97E-02 | 1.94E-02 | 1.90E-02 | 1.89E-02 | 1.85E-02 | |
| 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 | 6.53E-02 | 1.03E-01* | 1.81E-01** | 1.71E-01** | 1.65E-01** | 1.15E-01** | 1.48E-01** | 1.80E-01** | 1.39E-01** | 1.77E-01** | 1.66E-01** | 1.43E-01** | 2.07E-01** | 1.61E-01** | 1.63E-01** | 2.28E-01** |
| 5.73E-02 | 5.80E-02 | 5.89E-02 | 5.92E-02 | 5.92E-02 | 5.80E-02 | 5.84E-02 | 5.94E-02 | 5.81E-02 | 5.95E-02 | 5.86E-02 | 5.86E-02 | 5.90E-02 | 5.85E-02 | 5.92E-02 | 5.90E-02 | |
| Index_low | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Index_high | 7.19E-02** | 1.11E-01** | 1.46E-01** | 1.68E-01** | 1.70E-01** | 1.08E-01** | 1.31E-01** | 1.76E-01** | 1.31E-01** | 1.63E-01** | 1.49E-01** | 1.38E-01** | 1.58E-01** | 1.37E-01** | 1.53E-01** | 1.55E-01** |
| 1.99E-02 | 2.01E-02 | 2.04E-02 | 2.04E-02 | 2.04E-02 | 2.01E-02 | 2.03E-02 | 2.05E-02 | 2.01E-02 | 2.05E-02 | 2.03E-02 | 2.03E-02 | 2.04E-02 | 2.03E-02 | 2.05E-02 | 2.04E-02 | |
| WGI_high | 1.80E-01** | 2.09E-01** | 3.44E-01** | 6.31E-01** | 6.90E-01** | 5.03E-01** | 4.86E-01** | 5.49E-01** | 3.82E-01** | 6.72E-01** | 5.53E-01** | 3.26E-01** | 3.75E-01** | 5.74E-01** | 5.05E-01** | 3.72E-01** |
| 4.98E-02 | 3.77E-02 | 4.81E-02 | 7.69E-02 | 8.31E-02 | 9.40E-02 | 7.49E-02 | 6.39E-02 | 5.85E-02 | 8.48E-02 | 7.52E-02 | 4.80E-02 | 4.83E-02 | 8.47E-02 | 6.75E-02 | 4.90E-02 | |
| Index_low * WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Index_high * WGI_high | 1.80E-01** | 2.09E-01** | 3.44E-01** | 6.31E-01** | 6.90E-01** | 5.03E-01** | 4.86E-01** | 5.49E-01** | 3.82E-01** | 6.72E-01** | 5.53E-01** | 3.26E-01** | 3.75E-01** | 5.74E-01** | 5.05E-01** | 3.72E-01** |
| 4.98E-02 | 3.77E-02 | 4.81E-02 | 7.69E-02 | 8.31E-02 | 9.40E-02 | 7.49E-02 | 6.39E-02 | 5.85E-02 | 8.48E-02 | 7.52E-02 | 4.80E-02 | 4.83E-02 | 8.47E-02 | 6.75E-02 | 4.90E-02 | |
| Δ ESG | -2.35E-02* | 6.55E-03 | 1.50E-02** | 8.68E-03** | 1.67E-02** | 1.18E-02 | 1.63E-02** | 2.18E-02** | 5.51E-03 | 1.26E-02** | 8.72E-03** | -3.49E-03 | -5.24E-03 | -2.85E-03 | 1.23E-02** | 1.84E-03 |
| 1.28E-02 | 6.44E-03 | 4.86E-03 | 2.71E-03 | 3.61E-03 | 8.74E-03 | 4.46E-03 | 2.97E-03 | 4.56E-03 | 2.55E-03 | 3.98E-03 | 4.42E-03 | 4.56E-03 | 3.25E-03 | 3.61E-03 | 3.45E-03 | |
| Constant | 7.19E-02** | 1.11E-01** | 1.46E-01** | 1.68E-01** | 1.70E-01** | 1.08E-01** | 1.31E-01** | 1.76E-01** | 1.31E-01** | 1.63E-01** | 1.49E-01** | 1.38E-01** | 1.58E-01** | 1.37E-01** | 1.53E-01** | 1.55E-01** |
| 1.99E-02 | 2.01E-02 | 2.04E-02 | 2.04E-02 | 2.04E-02 | 2.01E-02 | 2.03E-02 | 2.05E-02 | 2.01E-02 | 2.05E-02 | 2.03E-02 | 2.03E-02 | 2.04E-02 | 2.03E-02 | 2.05E-02 | 2.04E-02 | |
| 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 | 1.97E-01** | 1.63E-01** | 2.27E-01** | 2.18E-01** | 2.17E-01** | 2.25E-01** | 1.96E-01** | 2.12E-01** | 1.99E-01** | 6.34E-02** | 1.77E-01** | 1.73E-01** | 1.65E-01** | 2.01E-01** | 2.58E-01** | 9.83E-02* |
| 5.76E-02 | 5.74E-02 | 5.84E-02 | 5.84E-02 | 5.85E-02 | 5.91E-02 | 5.73E-02 | 5.79E-02 | 5.91E-02 | 2.18E-02 | 5.76E-02 | 5.73E-02 | 5.79E-02 | 5.84E-02 | 5.87E-02 | 5.78E-02 | |
| Index_low | 9.07E-02** | 9.18E-02** | 1.37E-01** | 1.37E-01** | 1.23E-01** | 1.58E-01** | 9.51E-02** | 1.13E-01** | 1.62E-01** | 3.91E-02** | 1.02E-01** | 1.07E-01** | 9.85E-02** | 1.44E-01** | 1.46E-01** | 1.12E-01** |
| 2.00E-02 | 2.00E-02 | 2.02E-02 | 2.03E-02 | 2.03E-02 | 2.04E-02 | 2.00E-02 | 2.01E-02 | 2.04E-02 | 7.57E-03 | 2.00E-02 | 1.99E-02 | 2.02E-02 | 2.02E-02 | 2.04E-02 | 2.01E-02 | |
| Index_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| WGI_high | 1.45E-01** | 1.29E-01** | 2.13E-01** | 2.50E-01** | 2.45E-01** | 3.52E-01** | 1.43E-01** | 2.49E-01** | 3.38E-01** | 5.03E-02** | 1.62E-01** | 1.60E-01** | 1.48E-01** | 3.91E-01** | 3.41E-01** | 8.99E-01** |
| 3.21E-02 | 2.80E-02 | 3.14E-02 | 3.69E-02 | 4.07E-02 | 4.56E-02 | 2.99E-02 | 4.43E-02 | 4.27E-02 | 9.73E-03 | 3.18E-02 | 2.99E-02 | 3.02E-02 | 5.49E-02 | 4.75E-02 | 1.60E-01 | |
| Index_low * WGI_high | 1.45E-01** | 1.29E-01** | 2.13E-01** | 2.50E-01** | 2.45E-01** | 3.52E-01** | 1.43E-01** | 2.49E-01** | 3.38E-01** | 5.03E-02** | 1.62E-01** | 1.60E-01** | 1.48E-01** | 3.91E-01** | 3.41E-01** | 8.99E-01** |
| 3.21E-02 | 2.80E-02 | 3.14E-02 | 3.69E-02 | 4.07E-02 | 4.56E-02 | 2.99E-02 | 4.43E-02 | 4.27E-02 | 9.73E-03 | 3.18E-02 | 2.99E-02 | 3.02E-02 | 5.49E-02 | 4.75E-02 | 1.60E-01 | |
| Index_high * WGI_high | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
| - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| Δ ESG | 4.70E-02** | 2.28E-02 | 2.23E-02** | 2.96E-02** | 3.33E-02** | 1.61E-02** | 3.35E-02** | 2.57E-02** | 1.34E-02** | 8.32E-03** | 2.74E-02** | -4.90E-04 | -1.42E-02** | 1.68E-03 | 2.60E-02** | -3.56E-02** |
| 1.36E-02 | 1.70E-02 | 3.32E-03 | 4.70E-03 | 5.37E-03 | 5.83E-03 | 8.68E-03 | 1.14E-02 | 3.54E-03 | 2.75E-03 | 7.37E-03 | 8.97E-03 | 6.64E-03 | 5.40E-03 | 6.55E-03 | 1.10E-02 | |
| Constant | 9.07E-02** | 9.18E-02** | 1.37E-01** | 1.37E-01** | 1.23E-01** | 1.58E-01** | 9.51E-02** | 1.13E-01** | 1.62E-01** | 3.91E-02** | 1.02E-01** | 1.07E-01** | 9.85E-02** | 1.44E-01** | 1.46E-01** | 1.12E-01** |
| 2.00E-02 | 2.00E-02 | 2.02E-02 | 2.03E-02 | 2.03E-02 | 2.04E-02 | 2.00E-02 | 2.01E-02 | 2.04E-02 | 7.57E-03 | 2.00E-02 | 1.99E-02 | 2.02E-02 | 2.02E-02 | 2.04E-02 | 2.01E-02 | |
| 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 |
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| 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% |
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