Descriptive statistics
| Variable | N | Min | Q1 | Mean | Median | Q3 | Max |
|---|---|---|---|---|---|---|---|
| RATING | 23,312 | 1 | 3 | 3 | 3 | 3 | 4 |
| INFO | 23,312 | −2.557 | −0.242 | 0 | −0.03 | 0.282 | 1.878 |
| EXCH | 23,312 | 0 | 0 | 0.104 | 0 | 0 | 1 |
| CSRC | 23,312 | 0 | 0 | 0.071 | 0 | 0 | 1 |
| ST | 23,312 | 0 | 0 | 0.035 | 0 | 0 | 1 |
| ANNLETT | 23,312 | 0 | 0 | 0.11 | 0 | 0 | 1 |
| OTHLETTS | 23,312 | 0 | 0 | 0.262 | 0 | 0 | 15 |
| MALETTS | 23,312 | 0 | 0 | 0.07 | 0 | 0 | 5 |
| QUALIFIED | 23,312 | 0 | 0 | 0.027 | 0 | 0 | 1 |
| AMEND | 23,312 | 0 | 0 | 0.095 | 0 | 0 | 1 |
| ICWEAK | 23,312 | 0 | 0 | 0.015 | 0 | 0 | 1 |
| LATE | 23,312 | 0 | 0 | 0.006 | 0 | 0 | 1 |
| SHORTFALL | 23,312 | 0 | 0 | 0.05 | 0 | 0 | 1 |
| ESGREPORT | 23,312 | 0 | 0 | 0.261 | 0 | 1 | 1 |
| DIVS | 23,312 | 0 | 0 | 0.727 | 1 | 1 | 3 |
| BRIEFINGS | 23,312 | 0 | 0 | 0.923 | 1 | 1 | 9 |
| AGE | 23,312 | 4 | 56 | 141 | 118 | 232 | 390 |
| SH | 23,312 | 0 | 0 | 0.400 | 0 | 1 | 1 |
| LN_AT | 23,312 | 19.287 | 21.374 | 22.371 | 22.150 | 23.117 | 26.748 |
| LEV | 23,312 | 0.05 | 0.264 | 0.434 | 0.418 | 0.582 | 1.059 |
| ROA | 23,312 | −0.387 | 0.012 | 0.030 | 0.036 | 0.067 | 0.206 |
| LOSS | 23,312 | 0 | 0 | 0.128 | 0 | 0 | 1 |
| ACCRUALS | 23,312 | −0.416 | −0.048 | −0.017 | −0.011 | 0.025 | 0.236 |
| MB | 23,312 | 0.287 | 2.088 | 4.867 | 3.386 | 5.640 | 37.725 |
| RET | 23,312 | −0.763 | −0.262 | −0.012 | −0.083 | 0.134 | 1.94 |
| VOL | 23,312 | 0.013 | 0.022 | 0.03 | 0.027 | 0.033 | 0.072 |
| NUMSUSP | 23,312 | 0 | 0 | 0.290 | 0 | 0 | 10 |
| ISSUE | 23,312 | 0 | 0 | 0.043 | 0 | 0 | 1 |
| RESTRUCT | 23,312 | 0 | 0 | 0.051 | 0 | 0 | 1 |
| BIGAUD | 23,312 | 0 | 0 | 0.434 | 0 | 1 | 1 |
| DUALITY | 23,312 | 0 | 0 | 0.303 | 0 | 1 | 1 |
| BDSIZE | 23,312 | 4 | 9 | 10 | 10 | 12 | 31 |
| BDINDIE | 23,312 | 0.188 | 0.333 | 0.383 | 0.375 | 0.429 | 0.889 |
| SOE | 23,312 | 0 | 0 | 0.320 | 0 | 1 | 1 |
| CROSS | 23,312 | 0 | 0 | 0.03 | 0 | 0 | 1 |
| INST | 23,312 | 0 | 0.196 | 0.412 | 0.423 | 0.613 | 1 |
| ANA | 23,312 | 0 | 0 | 6 | 2 | 8 | 75 |
| CAR | 21,465 | −0.326 | −0.023 | −0.001 | −0.005 | 0.015 | 0.595 |
| ZERORET | 23,312 | 0 | 0.012 | 0.030 | 0.021 | 0.041 | 0.42 |
| ILLIQ | 23,310 | 0.013 | 0.112 | 0.286 | 0.212 | 0.365 | 1.665 |
| NCSKEW | 23,294 | −2.282 | −0.908 | −0.561 | −0.544 | −0.210 | 1.13 |
| CONSERV | 10,764 | −246.578 | −2.816 | 0.364 | 0.361 | 4.139 | 227.882 |
| PERSIST | 9,818 | −0.616 | 0.062 | 0.345 | 0.348 | 0.61 | 1.671 |
| DD | 10,073 | 0.002 | 0.012 | 0.04 | 0.021 | 0.039 | 0.40 |
| F_INST | 19,135 | 0 | 0.118 | 0.364 | 0.374 | 0.571 | 1 |
| F_ANA | 19,135 | 0 | 0 | 5 | 1 | 6 | 75 |
| F_FERRORS | 13,007 | 0 | 0.002 | 0.021 | 0.007 | 0.019 | 0.283 |
| F_DISPERSION | 10,782 | 0 | 0.003 | 0.01 | 0.006 | 0.012 | 0.084 |
| F_ENFORCE | 21,782 | 0 | 0 | 0.178 | 0 | 0 | 1 |
| F_ANNLETT | 21,782 | 0 | 0 | 0.140 | 0 | 0 | 1 |
| Variable | Min | Q1 | Mean | Median | Q3 | Max | |
|---|---|---|---|---|---|---|---|
| RATING | 23,312 | 1 | 3 | 3 | 3 | 3 | 4 |
| INFO | 23,312 | −2.557 | −0.242 | 0 | −0.03 | 0.282 | 1.878 |
| EXCH | 23,312 | 0 | 0 | 0.104 | 0 | 0 | 1 |
| CSRC | 23,312 | 0 | 0 | 0.071 | 0 | 0 | 1 |
| ST | 23,312 | 0 | 0 | 0.035 | 0 | 0 | 1 |
| ANNLETT | 23,312 | 0 | 0 | 0.11 | 0 | 0 | 1 |
| OTHLETTS | 23,312 | 0 | 0 | 0.262 | 0 | 0 | 15 |
| MALETTS | 23,312 | 0 | 0 | 0.07 | 0 | 0 | 5 |
| QUALIFIED | 23,312 | 0 | 0 | 0.027 | 0 | 0 | 1 |
| AMEND | 23,312 | 0 | 0 | 0.095 | 0 | 0 | 1 |
| ICWEAK | 23,312 | 0 | 0 | 0.015 | 0 | 0 | 1 |
| LATE | 23,312 | 0 | 0 | 0.006 | 0 | 0 | 1 |
| SHORTFALL | 23,312 | 0 | 0 | 0.05 | 0 | 0 | 1 |
| ESGREPORT | 23,312 | 0 | 0 | 0.261 | 0 | 1 | 1 |
| DIVS | 23,312 | 0 | 0 | 0.727 | 1 | 1 | 3 |
| BRIEFINGS | 23,312 | 0 | 0 | 0.923 | 1 | 1 | 9 |
| AGE | 23,312 | 4 | 56 | 141 | 118 | 232 | 390 |
| SH | 23,312 | 0 | 0 | 0.400 | 0 | 1 | 1 |
| LN_AT | 23,312 | 19.287 | 21.374 | 22.371 | 22.150 | 23.117 | 26.748 |
| LEV | 23,312 | 0.05 | 0.264 | 0.434 | 0.418 | 0.582 | 1.059 |
| ROA | 23,312 | −0.387 | 0.012 | 0.030 | 0.036 | 0.067 | 0.206 |
| LOSS | 23,312 | 0 | 0 | 0.128 | 0 | 0 | 1 |
| ACCRUALS | 23,312 | −0.416 | −0.048 | −0.017 | −0.011 | 0.025 | 0.236 |
| MB | 23,312 | 0.287 | 2.088 | 4.867 | 3.386 | 5.640 | 37.725 |
| RET | 23,312 | −0.763 | −0.262 | −0.012 | −0.083 | 0.134 | 1.94 |
| VOL | 23,312 | 0.013 | 0.022 | 0.03 | 0.027 | 0.033 | 0.072 |
| NUMSUSP | 23,312 | 0 | 0 | 0.290 | 0 | 0 | 10 |
| ISSUE | 23,312 | 0 | 0 | 0.043 | 0 | 0 | 1 |
| RESTRUCT | 23,312 | 0 | 0 | 0.051 | 0 | 0 | 1 |
| BIGAUD | 23,312 | 0 | 0 | 0.434 | 0 | 1 | 1 |
| DUALITY | 23,312 | 0 | 0 | 0.303 | 0 | 1 | 1 |
| BDSIZE | 23,312 | 4 | 9 | 10 | 10 | 12 | 31 |
| BDINDIE | 23,312 | 0.188 | 0.333 | 0.383 | 0.375 | 0.429 | 0.889 |
| SOE | 23,312 | 0 | 0 | 0.320 | 0 | 1 | 1 |
| CROSS | 23,312 | 0 | 0 | 0.03 | 0 | 0 | 1 |
| INST | 23,312 | 0 | 0.196 | 0.412 | 0.423 | 0.613 | 1 |
| ANA | 23,312 | 0 | 0 | 6 | 2 | 8 | 75 |
| CAR | 21,465 | −0.326 | −0.023 | −0.001 | −0.005 | 0.015 | 0.595 |
| ZERORET | 23,312 | 0 | 0.012 | 0.030 | 0.021 | 0.041 | 0.42 |
| ILLIQ | 23,310 | 0.013 | 0.112 | 0.286 | 0.212 | 0.365 | 1.665 |
| NCSKEW | 23,294 | −2.282 | −0.908 | −0.561 | −0.544 | −0.210 | 1.13 |
| CONSERV | 10,764 | −246.578 | −2.816 | 0.364 | 0.361 | 4.139 | 227.882 |
| PERSIST | 9,818 | −0.616 | 0.062 | 0.345 | 0.348 | 0.61 | 1.671 |
| DD | 10,073 | 0.002 | 0.012 | 0.04 | 0.021 | 0.039 | 0.40 |
| F_INST | 19,135 | 0 | 0.118 | 0.364 | 0.374 | 0.571 | 1 |
| F_ANA | 19,135 | 0 | 0 | 5 | 1 | 6 | 75 |
| F_FERRORS | 13,007 | 0 | 0.002 | 0.021 | 0.007 | 0.019 | 0.283 |
| F_DISPERSION | 10,782 | 0 | 0.003 | 0.01 | 0.006 | 0.012 | 0.084 |
| F_ENFORCE | 21,782 | 0 | 0 | 0.178 | 0 | 0 | 1 |
| F_ANNLETT | 21,782 | 0 | 0 | 0.140 | 0 | 0 | 1 |
Note(s): Table 1 reports descriptive statistics of the variables used in the regressions. Detailed variable definitions are in Appendix 2. Continuous variables are winsorized at the 1% and 99% tails
Source(s): Table created by authors