Two-stage least squares (2SLS) regression results
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | |
| FPBOD | Dependent variable = NPL | |||||||
| LAGFPBOD | 0.881*** | |||||||
| (0.0311) | ||||||||
| FPBOD | −0.266*** | −0.179** | −0.213** | −0.296*** | −0.306** | −0.366*** | −0.405*** | |
| (0.0824) | (0.0890) | (0.0841) | (0.0960) | (0.134) | (0.0903) | (0.0817) | ||
| FE_IND | −0.775*** | |||||||
| (0.182) | ||||||||
| FE_LED | −0.0615*** | |||||||
| (0.0177) | ||||||||
| FE_EXP | −0.310** | |||||||
| (0.122) | ||||||||
| FE_HEDU | −0.191 | |||||||
| (0.168) | ||||||||
| FE_FOREDU | −0.221 | |||||||
| (0.153) | ||||||||
| FE_ACFI | −0.138 | |||||||
| (0.164) | ||||||||
| Constant | −0.124 | 2.781*** | 2.627*** | 2.651*** | 1.462*** | 1.505*** | 1.538*** | 1.514*** |
| (0.120) | (0.380) | (0.374) | (0.374) | (0.359) | (0.367) | (0.362) | (0.376) | |
| All controls | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year fixed | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Industry fixed | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 312 | 312 | 306 | 306 | 281 | 281 | 281 | 281 |
| R-squared | 0.791 | 0.690 | 0.701 | 0.697 | 0.729 | 0.725 | 0.724 | 0.721 |
| Adj. R-squared | 0.780 | 0.673 | 0.683 | 0.679 | 0.711 | 0.707 | 0.706 | 0.703 |
| F-statistic | 89.49*** | 45.83*** | 50.15*** | 44.29*** | 44.84*** | 43.55*** | 44.52*** | 43.61*** |
| LR statistic (underidentification test) | 430.94*** | 401.59*** | 413.59*** | 323.07*** | 245.35*** | 356.17*** | 392.07*** | |
| Cragg-Donald F statistic (weak identification test) | 879.01*** | 781.94*** | 824.75*** | 567.36*** | 366.73*** | 671.19*** | 798.48*** | |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | |
| FPBOD | ||||||||
| 0.881*** | ||||||||
| (0.0311) | ||||||||
| −0.266*** | −0.179** | −0.213** | −0.296*** | −0.306** | −0.366*** | −0.405*** | ||
| (0.0824) | (0.0890) | (0.0841) | (0.0960) | (0.134) | (0.0903) | (0.0817) | ||
| −0.775*** | ||||||||
| (0.182) | ||||||||
| −0.0615*** | ||||||||
| (0.0177) | ||||||||
| −0.310** | ||||||||
| (0.122) | ||||||||
| −0.191 | ||||||||
| (0.168) | ||||||||
| −0.221 | ||||||||
| (0.153) | ||||||||
| −0.138 | ||||||||
| (0.164) | ||||||||
| Constant | −0.124 | 2.781*** | 2.627*** | 2.651*** | 1.462*** | 1.505*** | 1.538*** | 1.514*** |
| (0.120) | (0.380) | (0.374) | (0.374) | (0.359) | (0.367) | (0.362) | (0.376) | |
| All controls | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year fixed | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Industry fixed | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 312 | 312 | 306 | 306 | 281 | 281 | 281 | 281 |
| 0.791 | 0.690 | 0.701 | 0.697 | 0.729 | 0.725 | 0.724 | 0.721 | |
| Adj. | 0.780 | 0.673 | 0.683 | 0.679 | 0.711 | 0.707 | 0.706 | 0.703 |
| 89.49*** | 45.83*** | 50.15*** | 44.29*** | 44.84*** | 43.55*** | 44.52*** | 43.61*** | |
| LR statistic (underidentification test) | 430.94*** | 401.59*** | 413.59*** | 323.07*** | 245.35*** | 356.17*** | 392.07*** | |
| Cragg-Donald F statistic (weak identification test) | 879.01*** | 781.94*** | 824.75*** | 567.36*** | 366.73*** | 671.19*** | 798.48*** | |
Note(s): Numbers in parentheses are robust standard error. Superscripts ***, **, and * denote significance at the 1%, 5%, and 10% levels, respectively. The definitions of variables are given in Appendix
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