Robustness analysis
| (1) | (2) | (3) | |
|---|---|---|---|
| Crashi,t | NCSKEWi,t | DUVOLi,t | |
| ESG_uncertaintyi,t−1 | 0.025*** | ||
| (2.645) | |||
| CRASHi,t−1 | 0.016** | ||
| (1.995) | |||
| ESG_ranki,t−1 | 0.037** | 0.037*** | |
| (2.221) | (2.697) | ||
| NCSKEWi,t−1 | 0.042*** | ||
| (5.565) | |||
| DUVOLi,t−1 | 0.048*** | ||
| (6.608) | |||
| Sizei,t−1 | −0.008*** | −0.008* | −0.008** |
| (−3.341) | (−1.648) | (−2.283) | |
| BMi,t−1 | 0.002 | −0.019*** | −0.011*** |
| (0.930) | (−4.532) | (−3.984) | |
| Levi,t−1 | 0.005 | 0.020 | 0.004 |
| (0.367) | (0.728) | (0.189) | |
| Big4i,t−1 | 0.002 | 0.001 | 0.004 |
| (0.181) | (0.034) | (0.308) | |
| ROAi,t−1 | 0.049 | 0.070 | −0.108** |
| (1.595) | (1.216) | (−2.368) | |
| DAi,t−1 | −0.021 | −0.056 | 0.000 |
| (−0.713) | (−0.967) | (0.005) | |
| Reti,t−1 | −0.312 | 7.609*** | 5.238*** |
| (−0.854) | (11.404) | (10.283) | |
| Sigmai,t−1 | −0.922*** | −0.213 | −0.431* |
| (−5.238) | (−0.643) | (−1.823) | |
| SOEi,t−1 | 0.003 | −0.051*** | −0.031*** |
| (0.607) | (−4.755) | (−4.071) | |
| Intercept | 0.310*** | −0.056 | 0.050 |
| (5.280) | (−0.520) | (0.626) | |
| Year fixed effects | Yes | Yes | Yes |
| Industry fixed effects | Yes | Yes | Yes |
| N | 20,514 | 20,514 | 20,514 |
| Adj R2 | 0.006 | 0.041 | 0.043 |
| F-value | 12.070 | 20.267 | 19.646 |
| (1) | (2) | (3) | |
|---|---|---|---|
| Crash | NCSKEW | DUVOL | |
| ESG_uncertainty | 0.025*** | ||
| (2.645) | |||
| CRASH | 0.016** | ||
| (1.995) | |||
| ESG_rank | 0.037** | 0.037*** | |
| (2.221) | (2.697) | ||
| NCSKEW | 0.042*** | ||
| (5.565) | |||
| DUVOL | 0.048*** | ||
| (6.608) | |||
| Size | −0.008*** | −0.008* | −0.008** |
| (−3.341) | (−1.648) | (−2.283) | |
| BM | 0.002 | −0.019*** | −0.011*** |
| (0.930) | (−4.532) | (−3.984) | |
| Lev | 0.005 | 0.020 | 0.004 |
| (0.367) | (0.728) | (0.189) | |
| Big4 | 0.002 | 0.001 | 0.004 |
| (0.181) | (0.034) | (0.308) | |
| ROA | 0.049 | 0.070 | −0.108** |
| (1.595) | (1.216) | (−2.368) | |
| DA | −0.021 | −0.056 | 0.000 |
| (−0.713) | (−0.967) | (0.005) | |
| Ret | −0.312 | 7.609*** | 5.238*** |
| (−0.854) | (11.404) | (10.283) | |
| Sigma | −0.922*** | −0.213 | −0.431* |
| (−5.238) | (−0.643) | (−1.823) | |
| SOE | 0.003 | −0.051*** | −0.031*** |
| (0.607) | (−4.755) | (−4.071) | |
| Intercept | 0.310*** | −0.056 | 0.050 |
| (5.280) | (−0.520) | (0.626) | |
| Year fixed effects | Yes | Yes | Yes |
| Industry fixed effects | Yes | Yes | Yes |
| 20,514 | 20,514 | 20,514 | |
| Adj | 0.006 | 0.041 | 0.043 |
| 12.070 | 20.267 | 19.646 |
Note(s): *p < 0.1, **p < 0.05, ***p < 0.01
Source(s): Table by authors
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