Alternative audit report lag: impact of global financial crisis
| (1) | (2) | (3) | |
|---|---|---|---|
| Variables | PEG | MPEG | OJN |
| Panel A: year-to-year lag (including POSITIVE and NEGATIVE DAYS) | |||
| CONSTANT | 0.076*** | 0.133*** | 0.113*** |
| (10.139) | (19.218) | (23.321) | |
| Y_T_Y_ARL | 0.0002 | 0.0004** | 0.0004** |
| (1.049) | (2.188) | (1.998) | |
| BODSIZE | 0.002 | −0.004** | −0.003*** |
| (0.872) | (−2.238) | (−2.73) | |
| INDDIR | −0.001 | 0.002 | 0.001 |
| (−0.362) | (0.867) | (0.677) | |
| CEODUAL | 0.001 | 0.002*** | 0.002** |
| (1.516) | (2.679) | (2.428) | |
| BODMEET | 0.001 | 0.003*** | 0.002** |
| (1.366) | (3.102) | (2.418) | |
| BIGN | −0.004** | −0.005*** | −0.005*** |
| (−2.46) | (−3.274) | (−4.938) | |
| GCOPIN | −0.009 | 0.006 | 0.013 |
| (−0.613) | (0.393) | (1.316) | |
| OWNCON | −0.002 | −0.003** | −0.002** |
| (−1.18) | (−2.016) | (−2.131) | |
| ICWEAK | −0.002 | −0.002 | −0.005 |
| (−0.138) | (−0.242) | (−1.136) | |
| SALEGR | −0.009** | 0.013*** | 0.01*** |
| (−2.465) | (3.736) | (4.219) | |
| LNSIZE | 0.001** | −0.003*** | −0.002*** |
| (2.251) | (−10.621) | (−8.275) | |
| LEV | 0.015*** | 0.026*** | 0.022*** |
| (5.214) | (9.58) | (11.762) | |
| BTM | 0.054*** | 0.044*** | 0.037*** |
| (22.649) | (20.117) | (24.1) | |
| ROA | −0.034*** | −0.042*** | 0.011 |
| (−2.912) | (−3.885) | (1.284) | |
| LOSS | 0.001 | 0.013*** | 0.003** |
| (0.45) | (5.824) | (1.995) | |
| BETA | 0.003*** | 0.006*** | 0.005*** |
| (5.309) | (12.357) | (13.654) | |
| ZSCORE | 0.005*** | 0.004*** | 0.003*** |
| (6.108) | (4.922) | (6.217) | |
| INDUSTRY_FE | Yes | Yes | Yes |
| YEAR_FE | Yes | Yes | Yes |
| Observations | 10,004 | 10,004 | 10,004 |
| R-squared | 0.185 | 0.25 | 0.324 |
| Note(s): Standard errors are robust to heteroscedasticity and clustered by firm. t-values are in parentheses. ***p < 0.01, **p < 0.05, *p < 0.10. Variable definitions are reported in Appendix | |||
| (1) | (2) | (3) | |
|---|---|---|---|
| Variables | PEG | MPEG | OJN |
| CONSTANT | 0.076*** | 0.133*** | 0.113*** |
| (10.139) | (19.218) | (23.321) | |
| Y_T_Y_ARL | 0.0002 | 0.0004** | 0.0004** |
| (1.049) | (2.188) | (1.998) | |
| BODSIZE | 0.002 | −0.004** | −0.003*** |
| (0.872) | (−2.238) | (−2.73) | |
| INDDIR | −0.001 | 0.002 | 0.001 |
| (−0.362) | (0.867) | (0.677) | |
| CEODUAL | 0.001 | 0.002*** | 0.002** |
| (1.516) | (2.679) | (2.428) | |
| BODMEET | 0.001 | 0.003*** | 0.002** |
| (1.366) | (3.102) | (2.418) | |
| BIGN | −0.004** | −0.005*** | −0.005*** |
| (−2.46) | (−3.274) | (−4.938) | |
| GCOPIN | −0.009 | 0.006 | 0.013 |
| (−0.613) | (0.393) | (1.316) | |
| OWNCON | −0.002 | −0.003** | −0.002** |
| (−1.18) | (−2.016) | (−2.131) | |
| ICWEAK | −0.002 | −0.002 | −0.005 |
| (−0.138) | (−0.242) | (−1.136) | |
| SALEGR | −0.009** | 0.013*** | 0.01*** |
| (−2.465) | (3.736) | (4.219) | |
| LNSIZE | 0.001** | −0.003*** | −0.002*** |
| (2.251) | (−10.621) | (−8.275) | |
| LEV | 0.015*** | 0.026*** | 0.022*** |
| (5.214) | (9.58) | (11.762) | |
| BTM | 0.054*** | 0.044*** | 0.037*** |
| (22.649) | (20.117) | (24.1) | |
| ROA | −0.034*** | −0.042*** | 0.011 |
| (−2.912) | (−3.885) | (1.284) | |
| LOSS | 0.001 | 0.013*** | 0.003** |
| (0.45) | (5.824) | (1.995) | |
| BETA | 0.003*** | 0.006*** | 0.005*** |
| (5.309) | (12.357) | (13.654) | |
| ZSCORE | 0.005*** | 0.004*** | 0.003*** |
| (6.108) | (4.922) | (6.217) | |
| INDUSTRY_FE | Yes | Yes | Yes |
| YEAR_FE | Yes | Yes | Yes |
| Observations | 10,004 | 10,004 | 10,004 |
| 0.185 | 0.25 | 0.324 | |
| Note(s): Standard errors are robust to heteroscedasticity and clustered by firm. | |||
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| GFC = 1 | GFC = 0 | |||||
| Variables | PEG | MPEG | OJN | PEG | MPEG | OJN |
| Panel B: impact of global financial crisis and cost of equity capital | ||||||
| CONSTANT | 0.091* | 0.103*** | 0.11*** | 0.055*** | 0.069*** | 0.065*** |
| (1.917) | (2.663) | (4.076) | (4.565) | (6.083) | (8.129) | |
| LNARL | −0.010 | 0.011 | 0.009 | 0.006*** | 0.011*** | 0.008*** |
| (−1.41) | (1.389) | (1.584) | (2.881) | (5.124) | (5.544) | |
| BODSIZE | 0.015*** | −0.005 | −0.004 | −0.001 | −0.002 | −0.002* |
| (2.602) | (−1.063) | (−1.139) | (−0.286) | (−1.294) | (−1.927) | |
| INDDIR | 0.005 | −0.001 | −0.001 | −0.002 | 0.004 | 0.002 |
| (0.491) | (−0.135) | (−0.234) | (−0.562) | (1.315) | (1.157) | |
| CEODUAL | −0.001 | 0.003 | 0.002 | 0.002* | 0.002** | 0.001** |
| (−0.121) | (1.04) | (1.26) | (1.65) | (2.572) | (2.116) | |
| BODMEET | 0.002 | 0.009*** | 0.005** | 0.001 | 0.002* | 0.001 |
| (0.577) | (3.132) | (2.529) | (1.252) | (1.732) | (1.247) | |
| BIGN | −0.003 | −0.004 | −0.006** | −0.004** | −0.005*** | −0.005*** |
| (−0.719) | (−1.127) | (−2.071) | (−2.286) | (−2.892) | (−4.116) | |
| GCOPIN | −0.004 | 0.058** | 0.029 | −0.014 | −0.026 | 0.002 |
| (−0.104) | (2.12) | (1.523) | (−0.834) | (−1.489) | (0.167) | |
| OWNCON | −0.009 | 0.004 | 0.002 | −0.001 | −0.003** | −0.002** |
| (−1.015) | (0.521) | (0.32) | (−0.852) | (−2.051) | (−2.251) | |
| ICWEAK | 0.002 | −0.001 | −0.001 | −0.001 | −0.001 | −0.001 |
| (0.486) | (−0.291) | (−0.811) | (−0.402) | (−0.28) | (−0.9) | |
| SALEGR | −0.011 | 0.027** | 0.016*** | −0.009** | 0.009** | 0.008*** |
| (−0.897) | (2.207) | (2.584) | (−2.388) | (2.464) | (2.952) | |
| LNSIZE | 0.002 | −0.003*** | −0.002** | 0.001* | −0.003*** | −0.002*** |
| (1.364) | (−3.193) | (−2.401) | (1.791) | (−8.38) | (−6.202) | |
| LEV | 0.015 | 0.034*** | 0.025*** | 0.016*** | 0.023*** | 0.021*** |
| (1.619) | (4.459) | (4.602) | (5.296) | (8.398) | (10.79) | |
| BTM | 0.045*** | 0.015*** | 0.014*** | 0.057*** | 0.05*** | 0.042*** |
| (6.288) | (2.681) | (3.473) | (22.989) | (21.054) | (25.111) | |
| ROA | −0.052 | −0.008 | 0.006 | −0.026** | −0.05*** | 0.01 |
| (−1.526) | (−0.282) | (0.312) | (−2.195) | (−4.353) | (1.218) | |
| LOSS | 0.024*** | 0.015*** | 0.01*** | −0.004* | 0.012*** | 0.001 |
| (3.709) | (2.779) | (2.835) | (−1.727) | (4.998) | (0.374) | |
| BETA | 0.01*** | 0.015*** | 0.012*** | 0.002*** | 0.004*** | 0.003*** |
| (4.782) | (9.225) | (10.486) | (3.727) | (9.226) | (10.231) | |
| ZSCORE | 0.01*** | 0.004* | 0.004*** | 0.004*** | 0.004*** | 0.003*** |
| (4.466) | (1.941) | (2.693) | (4.618) | (4.874) | (5.902) | |
| INDUSTRY_FE | Yes | Yes | Yes | Yes | Yes | Yes |
| YEAR_FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 2,324 | 2,324 | 2,324 | 10,199 | 10,199 | 10,199 |
| R-squared | 0.167 | 0.268 | 0.326 | 0.193 | 0.268 | 0.336 |
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| GFC = 1 | GFC = 0 | |||||
| Variables | PEG | MPEG | OJN | PEG | MPEG | OJN |
| CONSTANT | 0.091* | 0.103*** | 0.11*** | 0.055*** | 0.069*** | 0.065*** |
| (1.917) | (2.663) | (4.076) | (4.565) | (6.083) | (8.129) | |
| LNARL | −0.010 | 0.011 | 0.009 | 0.006*** | 0.011*** | 0.008*** |
| (−1.41) | (1.389) | (1.584) | (2.881) | (5.124) | (5.544) | |
| BODSIZE | 0.015*** | −0.005 | −0.004 | −0.001 | −0.002 | −0.002* |
| (2.602) | (−1.063) | (−1.139) | (−0.286) | (−1.294) | (−1.927) | |
| INDDIR | 0.005 | −0.001 | −0.001 | −0.002 | 0.004 | 0.002 |
| (0.491) | (−0.135) | (−0.234) | (−0.562) | (1.315) | (1.157) | |
| CEODUAL | −0.001 | 0.003 | 0.002 | 0.002* | 0.002** | 0.001** |
| (−0.121) | (1.04) | (1.26) | (1.65) | (2.572) | (2.116) | |
| BODMEET | 0.002 | 0.009*** | 0.005** | 0.001 | 0.002* | 0.001 |
| (0.577) | (3.132) | (2.529) | (1.252) | (1.732) | (1.247) | |
| BIGN | −0.003 | −0.004 | −0.006** | −0.004** | −0.005*** | −0.005*** |
| (−0.719) | (−1.127) | (−2.071) | (−2.286) | (−2.892) | (−4.116) | |
| GCOPIN | −0.004 | 0.058** | 0.029 | −0.014 | −0.026 | 0.002 |
| (−0.104) | (2.12) | (1.523) | (−0.834) | (−1.489) | (0.167) | |
| OWNCON | −0.009 | 0.004 | 0.002 | −0.001 | −0.003** | −0.002** |
| (−1.015) | (0.521) | (0.32) | (−0.852) | (−2.051) | (−2.251) | |
| ICWEAK | 0.002 | −0.001 | −0.001 | −0.001 | −0.001 | −0.001 |
| (0.486) | (−0.291) | (−0.811) | (−0.402) | (−0.28) | (−0.9) | |
| SALEGR | −0.011 | 0.027** | 0.016*** | −0.009** | 0.009** | 0.008*** |
| (−0.897) | (2.207) | (2.584) | (−2.388) | (2.464) | (2.952) | |
| LNSIZE | 0.002 | −0.003*** | −0.002** | 0.001* | −0.003*** | −0.002*** |
| (1.364) | (−3.193) | (−2.401) | (1.791) | (−8.38) | (−6.202) | |
| LEV | 0.015 | 0.034*** | 0.025*** | 0.016*** | 0.023*** | 0.021*** |
| (1.619) | (4.459) | (4.602) | (5.296) | (8.398) | (10.79) | |
| BTM | 0.045*** | 0.015*** | 0.014*** | 0.057*** | 0.05*** | 0.042*** |
| (6.288) | (2.681) | (3.473) | (22.989) | (21.054) | (25.111) | |
| ROA | −0.052 | −0.008 | 0.006 | −0.026** | −0.05*** | 0.01 |
| (−1.526) | (−0.282) | (0.312) | (−2.195) | (−4.353) | (1.218) | |
| LOSS | 0.024*** | 0.015*** | 0.01*** | −0.004* | 0.012*** | 0.001 |
| (3.709) | (2.779) | (2.835) | (−1.727) | (4.998) | (0.374) | |
| BETA | 0.01*** | 0.015*** | 0.012*** | 0.002*** | 0.004*** | 0.003*** |
| (4.782) | (9.225) | (10.486) | (3.727) | (9.226) | (10.231) | |
| ZSCORE | 0.01*** | 0.004* | 0.004*** | 0.004*** | 0.004*** | 0.003*** |
| (4.466) | (1.941) | (2.693) | (4.618) | (4.874) | (5.902) | |
| INDUSTRY_FE | Yes | Yes | Yes | Yes | Yes | Yes |
| YEAR_FE | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 2,324 | 2,324 | 2,324 | 10,199 | 10,199 | 10,199 |
| 0.167 | 0.268 | 0.326 | 0.193 | 0.268 | 0.336 | |
Note(s): Standard errors are robust to heteroscedasticity and clustered by firm. t-values are in parentheses. ***p < 0.01, **p < 0.05, *p < 0.10. Variable definitions are reported in Appendix
Source(s): Created by authors