RDP 2016-09: Why Do Companies Fail? Appendix A: Regression Results
November 2016
| Estimated coefficient | Exponentiated coefficient | |
|---|---|---|
| Structural characteristics | ||
| Public | 1.13*** (0.00) |
3.09*** (0.00) |
| Public * log of age | −0.24* (0.08) |
0.79* (0.08) |
| Public listed | −1.25*** (0.00) |
0.29*** (0.00) |
| Public listed * log of age | 0.57*** (0.00) |
1.76*** (0.00) |
| Cyclical characteristics | ||
| Log of age | −0.34*** (0.00) |
0.71*** (0.00) |
| Log of assets | −0.09*** (0.00) |
0.91*** (0.00) |
| Debt-to-assets ratio | 0.76*** (0.00) |
2.13*** (0.00) |
| Trade credit-to-assets ratio | 0.73*** (0.00) |
2.08*** (0.00) |
| Cash-to-assets ratio | −1.88*** (0.00) |
0.15*** (0.00) |
| Return on assets | −0.07*** (0.00) |
−0.93*** (0.00) |
| Time fixed effects | Yes | Yes |
| Industry fixed effects | Yes | Yes |
| Company random effects | No | No |
| Wald test (p-value) | 0.00 | 0.00 |
| Area under ROC curve | 0.73 | 0.73 |
| Observations | 90,729 | 90,729 |
| Companies | 23,326 | 23,326 |
| Failure observations | 532 | 532 |
|
Notes: Standard errors are clustered by company; p-values are reported in parentheses; ***, ** and * denote statistical significance at the 1, 5 and 10 per cent level, respectively |
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