Heterogeneity test: transparency
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| Low analyst coverage | High analyst coverage | Low investor search | High investor search | Low self-disclosure | High self-disclosure | |
| Divergence | 0.196*** | 0.068 | 0.254*** | 0.049 | 0.175*** | 0.131 |
| (0.071) | (0.061) | (0.068) | (0.065) | (0.057) | (0.084) | |
| Size | 0.255*** | 0.100*** | 0.239*** | 0.186*** | 0.210*** | 0.197*** |
| (0.014) | (0.013) | (0.013) | (0.012) | (0.011) | (0.015) | |
| Lev | −0.606*** | −0.175*** | −0.586*** | −0.379*** | −0.510*** | −0.419*** |
| (0.058) | (0.066) | (0.063) | (0.061) | (0.052) | (0.079) | |
| ROE | 0.010*** | 0.006 | 0.002 | 0.015*** | 0.010*** | 0.021*** |
| (0.003) | (0.056) | (0.006) | (0.004) | (0.003) | (0.007) | |
| Top1 | −0.220*** | −0.150** | −0.179** | −0.280*** | −0.243*** | −0.205** |
| (0.076) | (0.072) | (0.074) | (0.077) | (0.064) | (0.094) | |
| INST | −0.194*** | −0.134*** | −0.202*** | −0.079 | −0.200*** | −0.044 |
| (0.053) | (0.047) | (0.046) | (0.053) | (0.042) | (0.062) | |
| Volatility | −1.003*** | −0.620*** | −0.981*** | −0.797*** | −0.901*** | −0.763*** |
| (0.060) | (0.058) | (0.075) | (0.052) | (0.054) | (0.067) | |
| Volume | −0.058*** | 0.072*** | −0.054*** | 0.016 | −0.026** | 0.006 |
| (0.012) | (0.012) | (0.013) | (0.013) | (0.011) | (0.015) | |
| HHI | −0.479** | −0.407** | −0.678*** | −0.351** | −0.530*** | −0.176 |
| (0.197) | (0.176) | (0.257) | (0.169) | (0.161) | (0.276) | |
| SOE | 0.210*** | 0.216*** | 0.223*** | 0.161*** | 0.198*** | 0.163*** |
| (0.025) | (0.026) | (0.028) | (0.024) | (0.022) | (0.030) | |
| Industry FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
| N | 10,521 | 11,857 | 10,403 | 11,980 | 14,526 | 7,856 |
| Adj. R2 | 0.422 | 0.353 | 0.379 | 0.410 | 0.408 | 0.413 |
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| Low analyst coverage | High analyst coverage | Low investor search | High investor search | Low self-disclosure | High self-disclosure | |
| 0.196*** | 0.068 | 0.254*** | 0.049 | 0.175*** | 0.131 | |
| (0.071) | (0.061) | (0.068) | (0.065) | (0.057) | (0.084) | |
| 0.255*** | 0.100*** | 0.239*** | 0.186*** | 0.210*** | 0.197*** | |
| (0.014) | (0.013) | (0.013) | (0.012) | (0.011) | (0.015) | |
| −0.606*** | −0.175*** | −0.586*** | −0.379*** | −0.510*** | −0.419*** | |
| (0.058) | (0.066) | (0.063) | (0.061) | (0.052) | (0.079) | |
| 0.010*** | 0.006 | 0.002 | 0.015*** | 0.010*** | 0.021*** | |
| (0.003) | (0.056) | (0.006) | (0.004) | (0.003) | (0.007) | |
| −0.220*** | −0.150** | −0.179** | −0.280*** | −0.243*** | −0.205** | |
| (0.076) | (0.072) | (0.074) | (0.077) | (0.064) | (0.094) | |
| −0.194*** | −0.134*** | −0.202*** | −0.079 | −0.200*** | −0.044 | |
| (0.053) | (0.047) | (0.046) | (0.053) | (0.042) | (0.062) | |
| −1.003*** | −0.620*** | −0.981*** | −0.797*** | −0.901*** | −0.763*** | |
| (0.060) | (0.058) | (0.075) | (0.052) | (0.054) | (0.067) | |
| −0.058*** | 0.072*** | −0.054*** | 0.016 | −0.026** | 0.006 | |
| (0.012) | (0.012) | (0.013) | (0.013) | (0.011) | (0.015) | |
| −0.479** | −0.407** | −0.678*** | −0.351** | −0.530*** | −0.176 | |
| (0.197) | (0.176) | (0.257) | (0.169) | (0.161) | (0.276) | |
| 0.210*** | 0.216*** | 0.223*** | 0.161*** | 0.198*** | 0.163*** | |
| (0.025) | (0.026) | (0.028) | (0.024) | (0.022) | (0.030) | |
| Industry FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
| 10,521 | 11,857 | 10,403 | 11,980 | 14,526 | 7,856 | |
| Adj. | 0.422 | 0.353 | 0.379 | 0.410 | 0.408 | 0.413 |
Note(s): This table shows our regression in different subsamples to test the impact of firm transparency heterogeneity on the relationship between ESG rating divergence and synchronicity. See Appendix A for variable definitions. All continuous variables are winsorized at the 1% and 99% levels. Standard errors, clustered at the firm level, are reported in parentheses. ***, ** and * indicate significance at the 1%, 5% and 10% levels, respectively
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