2SLS regression analysis
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) |
|---|---|---|---|---|---|---|---|---|---|
| LNFEM | FEMDUM | FEMPER | |||||||
| 1st stage | PEG | MPEG | 1st stage | PEG | MPEG | 1st stage | PEG | MPEG | |
| Intercept | −9.561*** | 0.081*** | 0.146*** | −15.209*** | 0.071*** | 0.126*** | −15.466*** | 0.073*** | 0.148*** |
| (−21.880) | (13.965) | (27.199) | (−38.26) | (9.889) | (19.1) | (−39.414) | (11.554) | (25.274) | |
| INDAVGFEM | 22.24*** | 20.208*** | 16.504*** | ||||||
| (16.766) | (18.883) | (18.512) | |||||||
| LNFEM | −0.006*** | −0.011*** | |||||||
| (−3.022) | (−6.508) | ||||||||
| FEMDUM | −0.009*** | −0.004* | |||||||
| (−3.68) | (−1.80) | ||||||||
| FEMPER | −0.012* | −0.027*** | |||||||
| (−1.829) | (−4.447) | ||||||||
| LNBOD | 2.326*** | −0.009*** | −0.018*** | 3.992*** | −0.005* | −0.009*** | 3.976*** | −0.005** | −0.018*** |
| (14.516) | (−4.489) | (−9.436) | (27.106) | (−1.724) | (−3.659) | (31.54) | (−2.159) | (−8.115) | |
| INDPER | 0.945*** | −0.002 | 0.003 | 1.79*** | −0.001 | 0.005* | 1.401*** | −0.001 | 0.002 |
| (4.439) | (−0.564) | (0.929) | (9.759) | (−0.152) | (1.707) | (8.432) | (−0.075) | (0.599) | |
| CEODUAL | −0.068 | 0.002** | −0.003*** | −0.093 | 0.002** | −0.003*** | 0.004 | 0.002** | −0.003*** |
| (−0.965) | (1.997) | (−3.483) | (−1.581) | (1.986) | (−3.504) | (0.081) | (2.016) | (−3.411) | |
| BIG4 | 0.196 | −0.001 | 0.002 | 0.488*** | −0.001 | 0.002 | 0.364*** | 0.001 | 0.002 |
| (1.614) | (−0.514) | (0.925) | (5.274) | (−0.356) | (1.219) | (2.781) | (0.172) | (0.927) | |
| RESTATE | 0.037 | 0.005** | 0.009*** | −0.071 | 0.005** | 0.009*** | −0.044 | 0.005** | 0.009*** |
| (0.231) | (2.292) | (4.264) | (−0.549) | (2.282) | (4.249) | (−0.362) | (2.31) | (4.283) | |
| LNSIZE | 0.315*** | −0.001** | −0.001*** | 0.438*** | −0.001* | −0.001* | 0.267*** | −0.001 | −0.001*** |
| (10.371) | (−2.313) | (−2.693) | (16.194) | (−1.832) | (−1.811) | (12.761) | (−1.635) | (−3.148) | |
| LEVER | −0.529*** | 0.032*** | 0.027*** | −0.441** | 0.033*** | 0.027*** | −0.238 | 0.032*** | 0.027*** |
| (−2.696) | (10.727) | (9.576) | (−2.486) | (10.764) | (9.656) | (−1.447) | (10.723) | (9.528) | |
| LOSS | 0.186 | 0.03*** | 0.019*** | −0.006 | 0.03*** | 0.019*** | 0.011 | 0.03*** | 0.019*** |
| (1.173) | (12.647) | (8.65) | (−0.052) | (12.592) | (8.552) | (0.067) | (12.443) | (8.638) | |
| ROA | −0.210 | −0.062*** | −0.04*** | −0.22 | −0.062*** | −0.04*** | −0.028 | −0.062*** | −0.04*** |
| (−0.913) | (−15.577) | (−10.924) | (−1.09) | (−15.546) | (−10.867) | (−0.113) | (−15.653) | (−10.979) | |
| SALEGR | −0.324* | −0.006** | 0.006** | −0.739*** | −0.006** | 0.005** | −0.507*** | −0.006** | 0.006** |
| (−1.729) | (−2.212) | (2.342) | (−5.028) | (−2.355) | (2.071) | (−3.324) | (−2.428) | (2.523) | |
| BETA | 0.043 | 0.018*** | 0.017*** | −0.148** | 0.017*** | 0.017*** | 0.022 | 0.017*** | 0.018*** |
| (0.505) | (16.031) | (16.996) | (−2.328) | (15.788) | (16.589) | (0.344) | (15.709) | (17.194) | |
| LNMEET | 0.008*** | −0.001 | 0.008*** | −0.001 | 0.008*** | −0.001 | |||
| (5.207) | (−0.74) | (5.217) | (−0.735) | (5.165) | (−0.831) | ||||
| AUDOPIN | 0.006*** | −0.003*** | 0.006*** | −0.003*** | 0.006*** | −0.003** | |||
| (5.956) | (−2.748) | (5.888) | (−2.875) | (6.055) | (−2.549) | ||||
| IMR | 0.001 | 0.002** | 0.001 | 0.004*** | 0.003** | 0.001 | |||
| (1.23) | (2.239) | (1.493) | (4.434) | (2.536) | (1.259) | ||||
| Industry | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 |
| Adj R2/Pseudo | 16.45 | 14.23 | 11.24 | 32.84 | 14.25 | 11.39 | 26.11 | 14.24 | 11.19 |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) |
|---|---|---|---|---|---|---|---|---|---|
| LNFEM | FEMDUM | FEMPER | |||||||
| 1st stage | PEG | MPEG | 1st stage | PEG | MPEG | 1st stage | PEG | MPEG | |
| −9.561*** | 0.081*** | 0.146*** | −15.209*** | 0.071*** | 0.126*** | −15.466*** | 0.073*** | 0.148*** | |
| (−21.880) | (13.965) | (27.199) | (−38.26) | (9.889) | (19.1) | (−39.414) | (11.554) | (25.274) | |
| INDAVGFEM | 22.24*** | 20.208*** | 16.504*** | ||||||
| (16.766) | (18.883) | (18.512) | |||||||
| LNFEM | −0.006*** | −0.011*** | |||||||
| (−3.022) | (−6.508) | ||||||||
| FEMDUM | −0.009*** | −0.004* | |||||||
| (−3.68) | (−1.80) | ||||||||
| FEMPER | −0.012* | −0.027*** | |||||||
| (−1.829) | (−4.447) | ||||||||
| LNBOD | 2.326*** | −0.009*** | −0.018*** | 3.992*** | −0.005* | −0.009*** | 3.976*** | −0.005** | −0.018*** |
| (14.516) | (−4.489) | (−9.436) | (27.106) | (−1.724) | (−3.659) | (31.54) | (−2.159) | (−8.115) | |
| INDPER | 0.945*** | −0.002 | 0.003 | 1.79*** | −0.001 | 0.005* | 1.401*** | −0.001 | 0.002 |
| (4.439) | (−0.564) | (0.929) | (9.759) | (−0.152) | (1.707) | (8.432) | (−0.075) | (0.599) | |
| CEODUAL | −0.068 | 0.002** | −0.003*** | −0.093 | 0.002** | −0.003*** | 0.004 | 0.002** | −0.003*** |
| (−0.965) | (1.997) | (−3.483) | (−1.581) | (1.986) | (−3.504) | (0.081) | (2.016) | (−3.411) | |
| BIG4 | 0.196 | −0.001 | 0.002 | 0.488*** | −0.001 | 0.002 | 0.364*** | 0.001 | 0.002 |
| (1.614) | (−0.514) | (0.925) | (5.274) | (−0.356) | (1.219) | (2.781) | (0.172) | (0.927) | |
| RESTATE | 0.037 | 0.005** | 0.009*** | −0.071 | 0.005** | 0.009*** | −0.044 | 0.005** | 0.009*** |
| (0.231) | (2.292) | (4.264) | (−0.549) | (2.282) | (4.249) | (−0.362) | (2.31) | (4.283) | |
| LNSIZE | 0.315*** | −0.001** | −0.001*** | 0.438*** | −0.001* | −0.001* | 0.267*** | −0.001 | −0.001*** |
| (10.371) | (−2.313) | (−2.693) | (16.194) | (−1.832) | (−1.811) | (12.761) | (−1.635) | (−3.148) | |
| LEVER | −0.529*** | 0.032*** | 0.027*** | −0.441** | 0.033*** | 0.027*** | −0.238 | 0.032*** | 0.027*** |
| (−2.696) | (10.727) | (9.576) | (−2.486) | (10.764) | (9.656) | (−1.447) | (10.723) | (9.528) | |
| LOSS | 0.186 | 0.03*** | 0.019*** | −0.006 | 0.03*** | 0.019*** | 0.011 | 0.03*** | 0.019*** |
| (1.173) | (12.647) | (8.65) | (−0.052) | (12.592) | (8.552) | (0.067) | (12.443) | (8.638) | |
| ROA | −0.210 | −0.062*** | −0.04*** | −0.22 | −0.062*** | −0.04*** | −0.028 | −0.062*** | −0.04*** |
| (−0.913) | (−15.577) | (−10.924) | (−1.09) | (−15.546) | (−10.867) | (−0.113) | (−15.653) | (−10.979) | |
| SALEGR | −0.324* | −0.006** | 0.006** | −0.739*** | −0.006** | 0.005** | −0.507*** | −0.006** | 0.006** |
| (−1.729) | (−2.212) | (2.342) | (−5.028) | (−2.355) | (2.071) | (−3.324) | (−2.428) | (2.523) | |
| BETA | 0.043 | 0.018*** | 0.017*** | −0.148** | 0.017*** | 0.017*** | 0.022 | 0.017*** | 0.018*** |
| (0.505) | (16.031) | (16.996) | (−2.328) | (15.788) | (16.589) | (0.344) | (15.709) | (17.194) | |
| LNMEET | 0.008*** | −0.001 | 0.008*** | −0.001 | 0.008*** | −0.001 | |||
| (5.207) | (−0.74) | (5.217) | (−0.735) | (5.165) | (−0.831) | ||||
| AUDOPIN | 0.006*** | −0.003*** | 0.006*** | −0.003*** | 0.006*** | −0.003** | |||
| (5.956) | (−2.748) | (5.888) | (−2.875) | (6.055) | (−2.549) | ||||
| IMR | 0.001 | 0.002** | 0.001 | 0.004*** | 0.003** | 0.001 | |||
| (1.23) | (2.239) | (1.493) | (4.434) | (2.536) | (1.259) | ||||
| Industry | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 | 8,224 |
| Adj | 16.45 | 14.23 | 11.24 | 32.84 | 14.25 | 11.39 | 26.11 | 14.24 | 11.19 |
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
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