Entropy balancing and robust regression results
| Panel A: Before and after matching | Panel B: Baseline regression after entropy balancing | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Treatment group | Control group | ||||||||||
| Before/after matching | Before matching | After matching | |||||||||
| Variable | Mean | Variance | Skewness | Mean | Variance | Skewness | Mean | Variance | Skewness | Dep variable: ESGC | Coefficient |
| MTB | 1.740 | 2.461 | 3.460 | 2.357 | 4.714 | 2.659 | 1.740 | 2.461 | 3.460 | PRisk | 1.4761** |
| LEV | 0.260 | 0.026 | 0.626 | 0.234 | 0.034 | 0.671 | 0.26 | 0.026 | 0.626 | (2.5781) | |
| RD | 0.039 | 0.003 | 3.614 | 0.063 | 0.009 | 2.746 | 0.039 | 0.003 | 3.614 | Constant | 24.7453 |
| ROA | 0.049 | 0.009 | −2.845 | 0.014 | 0.024 | −2.547 | 0.049 | 0.009 | −2.845 | (0.8842) | |
| CAPX | 4.325 | 10.06 | 1.405 | 3.689 | 10.73 | 2.399 | 4.325 | 10.06 | 1.405 | Controls | Yes |
| SIZE | 16.83 | 2.260 | −0.436 | 15.11 | 2.146 | −0.132 | 16.83 | 2.26 | −0.436 | Year effects | Yes |
| CashVOLT | 0.035 | 0.002 | 7.488 | 0.058 | 0.008 | 4.538 | 0.035 | 0.002 | 7.488 | Country effects | Yes |
| StockVOLT | 2.435 | 399.1 | 32.360 | 3.31 | 559.9 | 27.010 | 2.436 | 399.2 | 32.36 | Industry effects | Yes |
| BSIZE | 2.449 | 0.076 | 0.035 | 2.226 | 0.079 | 0.156 | 2.449 | 0.076 | 0.035 | Observations | 12,517 |
| GDP | 0.960 | 6.779 | −1.111 | 1.013 | 7.617 | −0.992 | 0.960 | 6.779 | −1.111 | Adj R2 | 0.0708 |
| INF | 1.790 | 1.460 | 0.468 | 1.831 | 1.694 | 0.584 | 1.790 | 1.460 | 0.468 | ||
| UNEMP | 6.271 | 4.468 | 0.284 | 5.710 | 3.836 | 0.638 | 6.271 | 4.468 | 0.284 | ||
| CoC | 1.423 | 0.086 | −0.680 | 1.384 | 0.080 | −0.013 | 1.423 | 0.086 | −0.68 | ||
| GOVEF | 1.496 | 0.036 | −2.961 | 1.482 | 0.029 | −2.014 | 1.496 | 0.036 | −2.961 | ||
| REGQ | 1.442 | 0.043 | −0.581 | 1.448 | 0.037 | −0.408 | 1.442 | 0.043 | −0.581 | ||
| EPU | 5.005 | 0.176 | 0.319 | 5.071 | 0.179 | 0.303 | 5.005 | 0.176 | 0.319 | ||
| Panel A: Before and after matching | Panel B: Baseline regression after entropy balancing | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Treatment group | Control group | ||||||||||
| Before/after matching | Before matching | After matching | |||||||||
| Variable | Mean | Variance | Skewness | Mean | Variance | Skewness | Mean | Variance | Skewness | Dep variable: | Coefficient |
| 1.740 | 2.461 | 3.460 | 2.357 | 4.714 | 2.659 | 1.740 | 2.461 | 3.460 | PRisk | 1.4761 | |
| 0.260 | 0.026 | 0.626 | 0.234 | 0.034 | 0.671 | 0.26 | 0.026 | 0.626 | (2.5781) | ||
| 0.039 | 0.003 | 3.614 | 0.063 | 0.009 | 2.746 | 0.039 | 0.003 | 3.614 | Constant | 24.7453 | |
| 0.049 | 0.009 | −2.845 | 0.014 | 0.024 | −2.547 | 0.049 | 0.009 | −2.845 | (0.8842) | ||
| 4.325 | 10.06 | 1.405 | 3.689 | 10.73 | 2.399 | 4.325 | 10.06 | 1.405 | Controls | Yes | |
| 16.83 | 2.260 | −0.436 | 15.11 | 2.146 | −0.132 | 16.83 | 2.26 | −0.436 | Year effects | Yes | |
| CashVOLT | 0.035 | 0.002 | 7.488 | 0.058 | 0.008 | 4.538 | 0.035 | 0.002 | 7.488 | Country effects | Yes |
| StockVOLT | 2.435 | 399.1 | 32.360 | 3.31 | 559.9 | 27.010 | 2.436 | 399.2 | 32.36 | Industry effects | Yes |
| 2.449 | 0.076 | 0.035 | 2.226 | 0.079 | 0.156 | 2.449 | 0.076 | 0.035 | Observations | 12,517 | |
| 0.960 | 6.779 | −1.111 | 1.013 | 7.617 | −0.992 | 0.960 | 6.779 | −1.111 | Adj | 0.0708 | |
| 1.790 | 1.460 | 0.468 | 1.831 | 1.694 | 0.584 | 1.790 | 1.460 | 0.468 | |||
| 6.271 | 4.468 | 0.284 | 5.710 | 3.836 | 0.638 | 6.271 | 4.468 | 0.284 | |||
| CoC | 1.423 | 0.086 | −0.680 | 1.384 | 0.080 | −0.013 | 1.423 | 0.086 | −0.68 | ||
| 1.496 | 0.036 | −2.961 | 1.482 | 0.029 | −2.014 | 1.496 | 0.036 | −2.961 | |||
| 1.442 | 0.043 | −0.581 | 1.448 | 0.037 | −0.408 | 1.442 | 0.043 | −0.581 | |||
| 5.005 | 0.176 | 0.319 | 5.071 | 0.179 | 0.303 | 5.005 | 0.176 | 0.319 | |||
This table reports the covariate balances of entropy balancing. Panel A exhibits the pre- and post-matching mean, variance and skewness of all the covariates in the treatment and control groups. The treatment group is high PRisk firms. Panel B exhibits the results of the re-estimation of the baseline regression after the entropy balancing. Robust t-statistics in parentheses. Coefficients with ***, ** and *are significant at the 0.01, 0.05 and 0.10 levels, respectively. Appendix 1 shows the variable definitions
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.