Tokenism – regression model
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| PEG | PEG | PEG | MPEG | MPEG | MPEG | |
| Intercept | 0.084*** | 0.083*** | 0.083*** | 0.151*** | 0.152*** | 0.143*** |
| (14.964) | (14.884) | (13.897) | (29.048) | (29.631) | (25.929) | |
| FD1 | −0.002 | −0.002 | ||||
| (−1.187) | (−1.465) | |||||
| FD2 | −0.003** | −0.004** | ||||
| (−2.171) | (−2.527) | |||||
| FD3 | −0.003** | −0.006*** | ||||
| (−2.296) | (−4.509) | |||||
| LNBOD | −0.01*** | −0.01*** | −0.01*** | −0.02*** | −0.02*** | −0.017*** |
| (−5.194) | (−5.017) | (−4.618) | (−10.871) | (−11.143) | (−8.363) | |
| INDPER | −0.003 | −0.002 | −0.002 | 0.001 | 0.001 | 0.002 |
| (−0.834) | (−0.77) | (−0.805) | (0.269) | (0.258) | (0.615) | |
| CEODUAL | 0.002** | 0.002** | 0.002** | −0.003*** | −0.003*** | −0.003*** |
| (2.025) | (2.053) | (2.026) | (−3.384) | (−3.398) | (−3.423) | |
| LNMEET | 0.008*** | 0.008*** | 0.008*** | −0.001 | −0.001 | −0.001 |
| (5.164) | (5.132) | (5.17) | (−0.826) | (−0.837) | (−0.708) | |
| BIG4 | −0.001 | −0.001 | −0.001 | 0.001 | 0.001 | 0.001 |
| (−0.625) | (−0.539) | (−0.651) | (0.394) | (0.575) | (0.358) | |
| AUDOPIN | 0.007*** | 0.007*** | 0.007*** | −0.003*** | −0.003** | −0.003*** |
| (6.078) | (6.064) | (6.054) | (−2.59) | (−2.544) | (−2.765) | |
| RESTATE | 0.005** | 0.005** | 0.005** | 0.009*** | 0.009*** | 0.009*** |
| (2.306) | (2.299) | (2.303) | (4.27) | (4.279) | (4.252) | |
| LNSIZE | −0.001*** | −0.001*** | −0.001*** | −0.001*** | −0.001*** | −0.001*** |
| (−2.819) | (−2.605) | (−2.778) | (−3.797) | (−3.767) | (−3.409) | |
| LEVER | 0.032*** | 0.032*** | 0.032*** | 0.027*** | 0.027*** | 0.027*** |
| (10.71) | (10.72) | (10.712) | (9.539) | (9.527) | (9.54) | |
| LOSS | 0.031*** | 0.03*** | 0.031*** | 0.02*** | 0.019*** | 0.02*** |
| (12.687) | (12.672) | (12.693) | (8.807) | (8.763) | (8.801) | |
| ROA | −0.062*** | −0.062*** | −0.062*** | −0.04*** | −0.04*** | −0.04*** |
| (−15.599) | (−15.611) | (−15.589) | (−10.93) | (−10.959) | (−10.874) | |
| SALEGR | −0.006** | −0.006** | −0.006** | 0.007*** | 0.007*** | 0.007*** |
| (−2.074) | (−2.141) | (−2.078) | (2.719) | (2.696) | (2.649) | |
| BETA | 0.018*** | 0.018*** | 0.018*** | 0.018*** | 0.018*** | 0.018*** |
| (16.325) | (16.336) | (16.273) | (17.612) | (17.589) | (17.277) | |
| Industry | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 |
| Adj R2 | 14.14 | 14.19 | 14.18 | 11.13 | 11.12 | 11.24 |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| PEG | PEG | PEG | MPEG | MPEG | MPEG | |
| 0.084*** | 0.083*** | 0.083*** | 0.151*** | 0.152*** | 0.143*** | |
| (14.964) | (14.884) | (13.897) | (29.048) | (29.631) | (25.929) | |
| FD1 | −0.002 | −0.002 | ||||
| (−1.187) | (−1.465) | |||||
| FD2 | −0.003** | −0.004** | ||||
| (−2.171) | (−2.527) | |||||
| FD3 | −0.003** | −0.006*** | ||||
| (−2.296) | (−4.509) | |||||
| LNBOD | −0.01*** | −0.01*** | −0.01*** | −0.02*** | −0.02*** | −0.017*** |
| (−5.194) | (−5.017) | (−4.618) | (−10.871) | (−11.143) | (−8.363) | |
| INDPER | −0.003 | −0.002 | −0.002 | 0.001 | 0.001 | 0.002 |
| (−0.834) | (−0.77) | (−0.805) | (0.269) | (0.258) | (0.615) | |
| CEODUAL | 0.002** | 0.002** | 0.002** | −0.003*** | −0.003*** | −0.003*** |
| (2.025) | (2.053) | (2.026) | (−3.384) | (−3.398) | (−3.423) | |
| LNMEET | 0.008*** | 0.008*** | 0.008*** | −0.001 | −0.001 | −0.001 |
| (5.164) | (5.132) | (5.17) | (−0.826) | (−0.837) | (−0.708) | |
| BIG4 | −0.001 | −0.001 | −0.001 | 0.001 | 0.001 | 0.001 |
| (−0.625) | (−0.539) | (−0.651) | (0.394) | (0.575) | (0.358) | |
| AUDOPIN | 0.007*** | 0.007*** | 0.007*** | −0.003*** | −0.003** | −0.003*** |
| (6.078) | (6.064) | (6.054) | (−2.59) | (−2.544) | (−2.765) | |
| RESTATE | 0.005** | 0.005** | 0.005** | 0.009*** | 0.009*** | 0.009*** |
| (2.306) | (2.299) | (2.303) | (4.27) | (4.279) | (4.252) | |
| LNSIZE | −0.001*** | −0.001*** | −0.001*** | −0.001*** | −0.001*** | −0.001*** |
| (−2.819) | (−2.605) | (−2.778) | (−3.797) | (−3.767) | (−3.409) | |
| LEVER | 0.032*** | 0.032*** | 0.032*** | 0.027*** | 0.027*** | 0.027*** |
| (10.71) | (10.72) | (10.712) | (9.539) | (9.527) | (9.54) | |
| LOSS | 0.031*** | 0.03*** | 0.031*** | 0.02*** | 0.019*** | 0.02*** |
| (12.687) | (12.672) | (12.693) | (8.807) | (8.763) | (8.801) | |
| ROA | −0.062*** | −0.062*** | −0.062*** | −0.04*** | −0.04*** | −0.04*** |
| (−15.599) | (−15.611) | (−15.589) | (−10.93) | (−10.959) | (−10.874) | |
| SALEGR | −0.006** | −0.006** | −0.006** | 0.007*** | 0.007*** | 0.007*** |
| (−2.074) | (−2.141) | (−2.078) | (2.719) | (2.696) | (2.649) | |
| BETA | 0.018*** | 0.018*** | 0.018*** | 0.018*** | 0.018*** | 0.018*** |
| (16.325) | (16.336) | (16.273) | (17.612) | (17.589) | (17.277) | |
| Industry | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 |
| Adj | 14.14 | 14.19 | 14.18 | 11.13 | 11.12 | 11.24 |
Note(s): ***, **, * indicate statistical significance at the 1, 5 and 10 percent levels, respectively, based on a two-tailed test. t-statistics are in parentheses. Standard errors are two-way clustered by firm and year to correct for cross-sectional and time-series dependence. See Appendix for variable definitions
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.