Controlling for endogeneity
| Panel A: Firm Fixed Effects Analysis | ||||||
|---|---|---|---|---|---|---|
| Variables | (1) IE5 | (2) IE10 | (3) IE5 | (4) IE10 | (5) IE5 | (6) IE10 |
| Fog | −0.004* | −0.004* | ||||
| (0.003) | (0.002) | |||||
| FK | −0.003 | −0.003** | ||||
| (0.002) | (0.002) | |||||
| SMOG | −0.007* | −0.006* | ||||
| (0.004) | (0.004) | |||||
| Intercept & Controls | YES | YES | YES | YES | YES | YES |
| Industry Fixed Effects | NO | NO | NO | NO | NO | NO |
| Year Fixed Effects | YES | YES | YES | YES | YES | YES |
| Firm Fixed Effects | YES | YES | YES | YES | YES | YES |
| Audit Firm Fixed Effects | YES | YES | YES | YES | YES | YES |
| Observations | 1,097 | 1,097 | 1,097 | 1,097 | 1,097 | 1,097 |
| R-squared | 0.575 | 0.502 | 0.574 | 0.503 | 0.575 | 0.502 |
| Adj R-squared | 0.464 | 0.373 | 0.464 | 0.374 | 0.464 | 0.373 |
| F value | 4.044*** | 2.826*** | 4.020*** | 2.853*** | 4.034*** | 2.820*** |
| Panel A: Firm Fixed Effects Analysis | ||||||
|---|---|---|---|---|---|---|
| Variables | (1) IE5 | (2) IE10 | (3) IE5 | (4) IE10 | (5) IE5 | (6) IE10 |
| −0.004* | −0.004* | |||||
| (0.003) | (0.002) | |||||
| −0.003 | −0.003** | |||||
| (0.002) | (0.002) | |||||
| −0.007* | −0.006* | |||||
| (0.004) | (0.004) | |||||
| YES | YES | YES | YES | YES | YES | |
| NO | NO | NO | NO | NO | NO | |
| YES | YES | YES | YES | YES | YES | |
| YES | YES | YES | YES | YES | YES | |
| YES | YES | YES | YES | YES | YES | |
| Observations | 1,097 | 1,097 | 1,097 | 1,097 | 1,097 | 1,097 |
| 0.575 | 0.502 | 0.574 | 0.503 | 0.575 | 0.502 | |
| Adj | 0.464 | 0.373 | 0.464 | 0.374 | 0.464 | 0.373 |
| 4.044*** | 2.826*** | 4.020*** | 2.853*** | 4.034*** | 2.820*** | |
| Panel B: Heckman two-stage Correction for sample selection bias | ||||||
|---|---|---|---|---|---|---|
| Variables | (1) IE5 | (2) IE10 | (3) IE5 | (4) IE10 | (5) IE5 | (6) IE10 |
| Fog | −0.008*** | −0.007*** | ||||
| (0.002) | (0.002) | |||||
| IMR | 0.030 | 0.031 | ||||
| (0.026) | (0.023) | |||||
| FK | −0.006*** | −0.005*** | ||||
| (0.001) | (0.001) | |||||
| IMR | −0.006 | −0.014 | ||||
| (0.017) | (0.015) | |||||
| SMOG | −0.012*** | −0.011*** | ||||
| (0.003) | (0.003) | |||||
| IMR | 0.033 | 0.027 | ||||
| (0.027) | (0.024) | |||||
| Industry Fixed Effects | YES | YES | YES | YES | YES | YES |
| Year Fixed Effects | YES | YES | YES | YES | YES | YES |
| Audit Firm Fixed Effects | YES | YES | YES | YES | YES | YES |
| Observations | 1,030 | 1,030 | 981 | 981 | 1,029 | 1,029 |
| R-squared | 0.378 | 0.320 | 0.388 | 0.330 | 0.335 | 0.292 |
| Adj R-squared | 0.262 | 0.194 | 0.274 | 0.206 | 0.210 | 0.159 |
| F value | 3.264*** | 2.538*** | 3.407*** | 2.652*** | 2.683*** | 2.197*** |
| Panel B: Heckman two-stage Correction for sample selection bias | ||||||
|---|---|---|---|---|---|---|
| Variables | (1) IE5 | (2) IE10 | (3) IE5 | (4) IE10 | (5) IE5 | (6) IE10 |
| −0.008*** | −0.007*** | |||||
| (0.002) | (0.002) | |||||
| 0.030 | 0.031 | |||||
| (0.026) | (0.023) | |||||
| −0.006*** | −0.005*** | |||||
| (0.001) | (0.001) | |||||
| −0.006 | −0.014 | |||||
| (0.017) | (0.015) | |||||
| −0.012*** | −0.011*** | |||||
| (0.003) | (0.003) | |||||
| 0.033 | 0.027 | |||||
| (0.027) | (0.024) | |||||
| YES | YES | YES | YES | YES | YES | |
| YES | YES | YES | YES | YES | YES | |
| YES | YES | YES | YES | YES | YES | |
| Observations | 1,030 | 1,030 | 981 | 981 | 1,029 | 1,029 |
| 0.378 | 0.320 | 0.388 | 0.330 | 0.335 | 0.292 | |
| Adj | 0.262 | 0.194 | 0.274 | 0.206 | 0.210 | 0.159 |
| 3.264*** | 2.538*** | 3.407*** | 2.652*** | 2.683*** | 2.197*** | |
Note(s): Standard errors are in parentheses. p-values: ***p < 0.01, **p < 0.05, *p < 0.1. Each continuous independent variable is winsorized at the 1st and 99th percentile to reduce the influence of outliers. Variable definitions are provided in the Appendix
Source(s): Authors’ own work
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