Stopping or Continuing to Follow Best Practices in Terms of ESG during the COVID-19 Pandemic? An Exploratory Study of European Listed Companies
Abstract
:1. Introduction
2. Literature Review and Hypotheses Development
3. Research Methodology
3.1. Sample and Empirical Setting
3.2. Variable’s Specification
3.2.1. Independent Variable
3.2.2. Dependent Variable
3.2.3. Control Variable
3.2.4. Estimation Technique
4. Empirical Results
4.1. Regression Analysis
4.2. Robustness Checks
4.2.1. Change of Control Variables
4.2.2. Censoring
4.2.3. Changing Dependent Variable
5. Discussion
6. Limitations and Further Research
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | Obs | Mean | Std. dev. | Min | Max |
---|---|---|---|---|---|
ROE | 2260 | 0.1720065 | 0.7840669 | −20.8333 | 20.46 |
ROA | 2123 | 0.0626377 | 0.109072 | −0.3326 | 2.4377 |
Employees | 1700 | 38,272.66 | 75,305.56 | 15 | 667,748 |
Debt-to-equity | 2330 | 1.016698 | 1.936193 | 0 | 64.10714 |
ESG score | 2318 | 67.49478 | 16.49772 | 1.555589 | 95.6182 |
Type of Variable | Variable |
---|---|
Independent variable | Year |
Dependent variable | ESG Score |
Control variable | N. employees (ln) |
Debt-to-Equity ratio | |
Revenues (ln) | |
ROE | |
ROI | |
ROA | |
Industry |
(1) | (2) | |
---|---|---|
Fixed Effects | Random Effects | |
Dependent Variable | ESG Score | ESG Score |
year = 2019 | 1.765 *** | 1.770 *** |
[0.382] | [0.374] | |
year = 2020 | 4.854 *** | 4.731 *** |
[0.525] | [0.504] | |
year = 2021 | 6.488 *** | 6.344 *** |
[0.593] | [0.580] | |
n. employees (ln) | 5.700 ** | 2.745 *** |
[2.809] | [0.641] | |
Debt-to-Equity ratio | −0.347 *** | −0.307 *** |
[0.0732] | [0.0750] | |
Revenues (ln) | 0.896 | 2.192 *** |
[1.595] | [0.625] | |
ROE | −0.373 ** | −0.320 ** |
[0.146] | [0.135] | |
ROI | −0.478 *** | −0.637 *** |
[0.0438] | [0.188] | |
ROA | 2.241 | −6.106 |
[6.743] | [4.910] | |
industry | −0.0557 | |
[0.0417] | ||
Constant | −9.496 | −8.119 |
[28.88] | [11.11] | |
Observations | 1139 | 1139 |
R-squared | 0.336 | 0.331 |
Number of FirmID | 360 | 360 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
Fixed Effects | Random Effects | Fixed Effects | Random Effects | Fixed Effects | Random Effects | Fixed Effects | Random Effects | |
Dependent Variable | ESG Score | ESG Score | ESG Score | ESG Score | ESG Score | ESG Score | ESG Score | ESG Score |
year = 2019 | 1.856 *** | 1.722 *** | 1.873 *** | 1.767 *** | 1.991 *** | 2.113 *** | 1.765 *** | 1.762 *** |
[0.287] | [0.285] | [0.282] | [0.279] | [0.330] | [0.316] | [0.382] | [0.375] | |
year = 2020 | 4.612 *** | 4.282 *** | 4.631 *** | 4.361 *** | 4.952 *** | 5.092 *** | 4.854 *** | 4.717 *** |
[0.427] | [0.399] | [0.420] | [0.392] | [0.422] | [0.411] | [0.525] | [0.503] | |
year = 2021 | 6.348 *** | 5.993 *** | 6.306 *** | 6.016 *** | 7.025 *** | 7.207 *** | 6.488 *** | 6.324 *** |
[0.498] | [0.480] | [0.489] | [0.474] | [0.487] | [0.472] | [0.593] | [0.579] | |
Debt-to-Equity ratio | −0.345 *** | −0.296 *** | −0.200 *** | −0.184 *** | −0.347 *** | −0.308 *** | ||
[0.0807] | [0.0770] | [0.0541] | [0.0462] | [0.0732] | [0.0754] | |||
Revenues (ln) | 3.367 *** | 4.407 *** | 3.848 *** | 4.485 *** | 1.161 | 1.639 *** | 0.896 | 2.205 *** |
[1.211] | [0.394] | [1.242] | [0.395] | [1.143] | [0.603] | [1.595] | [0.624] | |
ROE | −0.377 ** | −0.308 ** | 0.0765 | 0.0779 | −0.373 ** | −0.323 ** | ||
[0.155] | [0.136] | [0.166] | [0.168] | [0.146] | [0.135] | |||
ROI | −0.418 *** | −0.596 *** | −0.386 *** | −0.564 *** | −0.478 *** | −0.642 *** | ||
[0.110] | [0.188] | [0.139] | [0.183] | [0.0438] | [0.193] | |||
ROA | −5.266 | −11.87 *** | −4.764 | −10.54 ** | 2.241 | −6.485 | ||
[5.282] | [4.321] | [5.397] | [4.351] | [6.743] | [4.891] | |||
industry | −0.0424 | −0.0390 | −0.0377 | |||||
[0.0364] | [0.0360] | [0.0399] | ||||||
n. employees (ln) | 5.873 *** | 3.476 *** | 5.700 ** | 2.796 *** | ||||
[2.198] | [0.560] | [2.809] | [0.639] | |||||
Constant | −9.709 | −31.80 *** | −21.10 | −34.06 *** | −17.21 | −5.178 | −9.496 | −10.70 |
[27.42] | [9.223] | [28.09] | [9.244] | [23.46] | [11.16] | [28.88] | [10.90] | |
Observations | 1557 | 1557 | 1588 | 1588 | 1448 | 1448 | 1139 | 1139 |
R-squared | 0.296 | 0.294 | 0.296 | 0.295 | 0.355 | 0.353 | 0.336 | 0.331 |
Number of FirmID | 468 | 468 | 472 | 472 | 396 | 396 | 360 | 360 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
---|---|---|---|---|---|---|---|---|---|---|
Fixed Effects | Random Effects | Fixed Effects | Random Effects | Fixed Effects | Random Effects | Fixed Effects | Random Effects | Fixed Effects | Random Effects | |
Dependent Variable | ESG | ESG | ESG | ESG | ESG | ESG | ESG | ESG | ESG | ESG |
Censoring | 1% | 1% | 2% | 2% | 5% | 5% | 10% | 10% | 20% | 20% |
year = 2019 | 1.715 *** | 1.718 *** | 1.716 *** | 1.721 *** | 1.738 *** | 1.748 *** | 1.734 *** | 1.751 *** | 1.690 *** | 1.723 *** |
[0.367] | [0.359] | [0.367] | [0.358] | [0.365] | [0.356] | [0.362] | [0.354] | [0.357] | [0.350] | |
year = 2020 | 4.759 *** | 4.655 *** | 4.743 *** | 4.642 *** | 4.721 *** | 4.626 *** | 4.662 *** | 4.573 *** | 4.509 *** | 4.436 *** |
[0.498] | [0.478] | [0.498] | [0.478] | [0.498] | [0.477] | [0.495] | [0.475] | [0.491] | [0.472] | |
year = 2021 | 6.379 *** | 6.259 *** | 6.355 *** | 6.239 *** | 6.330 *** | 6.224 *** | 6.289 *** | 6.192 *** | 6.009 *** | 5.942 *** |
[0.562] | [0.553] | [0.563] | [0.554] | [0.563] | [0.553] | [0.558] | [0.549] | [0.551] | [0.543] | |
n. employees (ln) | 5.660 ** | 2.657 *** | 5.698 ** | 2.649 *** | 5.806 ** | 2.636 *** | 5.966 ** | 2.589 *** | 6.380 ** | 2.493 *** |
[2.801] | [0.618] | [2.803] | [0.617] | [2.796] | [0.614] | [2.789] | [0.606] | [2.803] | [0.585] | |
Debt-to-Equity ratio | −0.344 *** | −0.306 *** | −0.332 *** | −0.295 *** | −0.316 *** | −0.281 *** | −0.310 *** | −0.276 *** | −0.315 *** | −0.281 *** |
[0.0727] | [0.0744] | [0.0760] | [0.0794] | [0.0822] | [0.0869] | [0.0860] | [0.0906] | [0.0849] | [0.0885] | |
Revenues (ln) | 0.928 | 2.208 *** | 0.913 | 2.199 *** | 0.860 | 2.171 *** | 0.726 | 2.099 *** | 0.407 | 1.922 *** |
[1.594] | [0.622] | [1.594] | [0.621] | [1.589] | [0.618] | [1.566] | [0.608] | [1.533] | [0.583] | |
ROE | −0.366 ** | −0.316 ** | −0.338 ** | −0.290 * | −0.300 * | −0.254 | −0.282 | −0.238 | −0.283 | −0.242 |
[0.144] | [0.135] | [0.151] | [0.149] | [0.169] | [0.174] | [0.181] | [0.186] | [0.179] | [0.181] | |
ROI | −0.478 *** | −0.573 *** | −0.477 *** | −0.572 *** | −0.476 *** | −0.571 *** | −0.471 *** | −0.569 *** | −0.464 *** | −0.569 *** |
[0.0419] | [0.106] | [0.0424] | [0.106] | [0.0434] | [0.106] | [0.0453] | [0.107] | [0.0447] | [0.115] | |
ROA | 1.527 | −6.218 | 1.434 | −6.329 | 1.279 | −6.529 | 1.325 | −6.667 | 1.352 | −6.877 |
[6.602] | [4.811] | [6.601] | [4.811] | [6.598] | [4.813] | [6.604] | [4.805] | [6.548] | [4.719] | |
industry | −0.0554 | −0.0561 | −0.0566 | −0.0577 | −0.0601 | |||||
[0.0408] | [0.0407] | [0.0404] | [0.0397] | [0.0382] | ||||||
Constant | −9.686 | −7.506 | −9.723 | −7.230 | −9.660 | −6.520 | −8.377 | −4.640 | −5.632 | −0.129 |
[28.87] | [11.13] | [28.86] | [11.11] | [28.79] | [11.06] | [28.49] | [10.86] | [27.83] | [10.42] | |
Observations | 1139 | 1139 | 1139 | 1139 | 1139 | 1139 | 1139 | 1139 | 1139 | 1139 |
R-squared | 0.343 | 0.342 | 0.342 | 0.342 | 0.332 | |||||
Number of FirmID | 360 | 360 | 360 | 360 | 360 | 360 | 360 | 360 | 360 | 360 |
(4) | (5) | (6) | ||||
---|---|---|---|---|---|---|
Dependent Variable | Environmental Score (Fixed Effects) | Environmental Score (Random Effects) | Social Pillars Score (Fixed Effects) | Social Pillars Score (Random Effects) | Governance Pillars Score (Fixed Effects) | Governance Pillars Score (Random Effects) |
year = 2019 | 1.704 *** | 1.575 *** | 1.713 *** | 1.599 *** | 2.133 *** | 2.363 *** |
[0.464] | [0.445] | [0.448] | [0.433] | [0.748] | [0.749] | |
year = 2020 | 4.295 *** | 4.044 *** | 3.530 *** | 3.191 *** | 7.291 *** | 7.494 *** |
[0.604] | [0.577] | [0.581] | [0.547] | [0.924] | [0.877] | |
year = 2021 | 6.064 *** | 5.784 *** | 4.497 *** | 4.130 *** | 9.739 *** | 9.853 *** |
[0.736] | [0.715] | [0.597] | [0.608] | [1.110] | [1.016] | |
n. employees (ln) | 1.805 | 1.630 * | 4.544 | 3.560 *** | 9.643 ** | 2.041 *** |
[3.773] | [0.957] | [3.049] | [0.765] | [3.982] | [0.776] | |
Debt-to-Equity ratio | −0.172 | −0.177 | −0.138 * | −0.107 | −0.628 *** | −0.496 *** |
[0.132] | [0.129] | [0.0805] | [0.0808] | [0.0894] | [0.114] | |
Revenues (ln) | 3.204 | 3.880 *** | −0.254 | 1.756 ** | −0.0525 | 1.199 |
[2.039] | [0.885] | [1.544] | [0.777] | [2.546] | [0.797] | |
ROE | −0.305 * | −0.305 * | −0.0898 | −0.0455 | −0.825 *** | −0.643 *** |
[0.173] | [0.168] | [0.113] | [0.107] | [0.191] | [0.248] | |
ROI | −0.104 ** | −0.113 ** | −0.316 *** | −0.461 *** | −1.126 *** | −1.401 *** |
[0.0492] | [0.0473] | [0.0479] | [0.157] | [0.0750] | [0.342] | |
ROA | −9.406 | −14.97 ** | 8.818 | −0.199 | 1.439 | −8.567 |
[9.051] | [7.293] | [7.510] | [6.349] | [17.14] | [11.14] | |
Constant | −26.76 | −37.49** | 31.69 | −1.976 | −30.07 | 16.42 |
[36.69] | [16.85] | [29.25] | [13.33] | [44.07] | [13.99] | |
Observations | 1136 | 1136 | 1139 | 1139 | 1139 | 1139 |
R-squared | 0.216 | 0.154 | 0.253 | |||
Number of FirmID | 358 | 358 | 360 | 360 | 360 | 360 |
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Bifulco, G.M.; Savio, R.; Izzo, M.F.; Tiscini, R. Stopping or Continuing to Follow Best Practices in Terms of ESG during the COVID-19 Pandemic? An Exploratory Study of European Listed Companies. Sustainability 2023, 15, 1796. https://doi.org/10.3390/su15031796
Bifulco GM, Savio R, Izzo MF, Tiscini R. Stopping or Continuing to Follow Best Practices in Terms of ESG during the COVID-19 Pandemic? An Exploratory Study of European Listed Companies. Sustainability. 2023; 15(3):1796. https://doi.org/10.3390/su15031796
Chicago/Turabian StyleBifulco, Giuseppe Maria, Riccardo Savio, Maria Federica Izzo, and Riccardo Tiscini. 2023. "Stopping or Continuing to Follow Best Practices in Terms of ESG during the COVID-19 Pandemic? An Exploratory Study of European Listed Companies" Sustainability 15, no. 3: 1796. https://doi.org/10.3390/su15031796
APA StyleBifulco, G. M., Savio, R., Izzo, M. F., & Tiscini, R. (2023). Stopping or Continuing to Follow Best Practices in Terms of ESG during the COVID-19 Pandemic? An Exploratory Study of European Listed Companies. Sustainability, 15(3), 1796. https://doi.org/10.3390/su15031796