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 |