Summary statistics, by group
| Ratio | Minimum | Maximum | Mean | Std. deviation | ||||
|---|---|---|---|---|---|---|---|---|
| Fraud | Control | Fraud | Control | Fraud | Control | Fraud | Control | |
| DSRI | 0.061 | 0.011 | 35.960 | 2.048 | 2.679 | 0.950 | 6.076 | 0.406 |
| GMI** | −19.618 | −0.779 | 17.945 | 3.198 | 0.481 | 1.041 | 3.915 | 0.496 |
| AQI | −0.525 | −0.289 | 80.528 | 11.905 | 2.489 | 1.248 | 10.323 | 1.575 |
| SGI | 0.002 | 0.209 | 14.500 | 64.231 | 1.235 | 2.207 | 1.904 | 8.173 |
| DEPI | 0.000 | 0.046 | 6.821 | 5.095 | 1.106 | 1.142 | 0.956 | 0.766 |
| SGAI** | 0.049 | 0.023 | 29.910 | 2.358 | 2.596 | 0.967 | 5.738 | 0.321 |
| LEVI*** | 0.206 | 0.069 | 3283.93 | 1.573 | 55.931 | 0.945 | 423.797 | 0.258 |
| TATA | −0.808 | −1.438 | 0.784 | 1.162 | −0.083 | −0.039 | 0.272 | 0.285 |
| ACCRUALS*** | −1.872 | −1.614 | 0.274 | 0.332 | −0.190 | −0.064 | 0.360 | 0.227 |
| RSST*** | −3.962 | −24.471 | 0.604 | 0.833 | −0.144 | −0.405 | 0.564 | 3.168 |
| CH_REC | −0.737 | −0.689 | 0.537 | 0.368 | −0.011 | −0.008 | 0.177 | 0.108 |
| CH_INV** | −0.279 | −0.087 | 0.433 | 0.389 | −0.006 | 0.013 | 0.110 | 0.061 |
| SOFT_ASSETS** | 0.073 | 0.051 | 1.000 | 0.970 | 0.654 | 0.536 | 0.250 | 0.262 |
| CH_CS* | −3.203 | −2.573 | 3.565 | 2.997 | −0.071 | 0.035 | 1.002 | 0.639 |
| CH_ROA | −3.910 | −0.206 | 1.353 | 0.244 | −0.138 | 0.004 | 0.604 | 0.071 |
| ISSUE** | 0.000 | 0.000 | 1.000 | 1.000 | 0.517 | 0.300 | 0.504 | 0.462 |
| Ratio | Minimum | Maximum | Mean | Std. deviation | ||||
|---|---|---|---|---|---|---|---|---|
| Fraud | Control | Fraud | Control | Fraud | Control | Fraud | Control | |
| DSRI | 0.061 | 0.011 | 35.960 | 2.048 | 2.679 | 0.950 | 6.076 | 0.406 |
| GMI** | −19.618 | −0.779 | 17.945 | 3.198 | 0.481 | 1.041 | 3.915 | 0.496 |
| AQI | −0.525 | −0.289 | 80.528 | 11.905 | 2.489 | 1.248 | 10.323 | 1.575 |
| SGI | 0.002 | 0.209 | 14.500 | 64.231 | 1.235 | 2.207 | 1.904 | 8.173 |
| DEPI | 0.000 | 0.046 | 6.821 | 5.095 | 1.106 | 1.142 | 0.956 | 0.766 |
| SGAI** | 0.049 | 0.023 | 29.910 | 2.358 | 2.596 | 0.967 | 5.738 | 0.321 |
| LEVI*** | 0.206 | 0.069 | 3283.93 | 1.573 | 55.931 | 0.945 | 423.797 | 0.258 |
| TATA | −0.808 | −1.438 | 0.784 | 1.162 | −0.083 | −0.039 | 0.272 | 0.285 |
| ACCRUALS*** | −1.872 | −1.614 | 0.274 | 0.332 | −0.190 | −0.064 | 0.360 | 0.227 |
| RSST*** | −3.962 | −24.471 | 0.604 | 0.833 | −0.144 | −0.405 | 0.564 | 3.168 |
| CH_REC | −0.737 | −0.689 | 0.537 | 0.368 | −0.011 | −0.008 | 0.177 | 0.108 |
| CH_INV** | −0.279 | −0.087 | 0.433 | 0.389 | −0.006 | 0.013 | 0.110 | 0.061 |
| SOFT_ASSETS** | 0.073 | 0.051 | 1.000 | 0.970 | 0.654 | 0.536 | 0.250 | 0.262 |
| CH_CS* | −3.203 | −2.573 | 3.565 | 2.997 | −0.071 | 0.035 | 1.002 | 0.639 |
| CH_ROA | −3.910 | −0.206 | 1.353 | 0.244 | −0.138 | 0.004 | 0.604 | 0.071 |
| ISSUE** | 0.000 | 0.000 | 1.000 | 1.000 | 0.517 | 0.300 | 0.504 | 0.462 |
Note(s): The variables are defined in Tables 1 and 2. ***, ** and * denote significance at the 1, 5 and 10% levels, respectively. We applied the Mann–Whitney U-test
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