Regression analysis using Probit, Logit and LPMs
| Probit model | Logit model | Linear probability model | ||||
|---|---|---|---|---|---|---|
| Firm survival | Non-robust | Robust | Non-robust | Robust | Non-robust | Robust |
| Risk | −1.698 | −1.698 | −3.266 | −3.266 | −0.491 | −0.491 |
| (2.82)*** | (2.39)** | (2.58)*** | (−1.86)* | (3.15)*** | (3.21)*** | |
| Financing | −1.251 | −1.251 | −2.496 | −2.496 | −0.376 | −0.376 |
| (2.42)** | (−1.93)* | (2.33)** | −1.59 | (2.50)** | (2.25)** | |
| Experience | 0.75 | 0.75 | 1.651 | 1.651 | 0.22 | 0.22 |
| −0.91 | −0.85 | −1.08 | −0.88 | −0.9 | −0.88 | |
| Competition | 1.11 | 1.11 | 2.095 | 2.095 | 0.261 | 0.261 |
| −1.1 | −1.31 | −1.2 | −1.33 | −1.09 | −1.44 | |
| Compliance | −0.417 | −0.417 | −1.045 | −1.045 | −0.102 | −0.102 |
| −0.71 | −0.63 | −0.93 | −0.72 | −0.6 | −0.57 | |
| Choice-expansion | 0.178 | 0.178 | 0.188 | 0.188 | 0.101 | 0.101 |
| −0.26 | −0.29 | −0.16 | −0.18 | −0.55 | −0.63 | |
| Lack of adaptability | −0.395 | −0.395 | −0.776 | −0.776 | −0.082 | −0.082 |
| −0.71 | −0.87 | −0.8 | −0.93 | −0.5 | −0.65 | |
| _cons | 0.09 | 0.09 | 0.466 | 0.466 | 0.529 | 0.529 |
| −0.08 | −0.09 | −0.23 | −0.28 | −1.56 | −1.91 | |
| MLR test (P-value) | 0.0233** | – | 0.0182** | – | – | – |
| F-test (p-value) | – | – | – | – | 0.038 | 0.0345** |
| Pseudo | 0.2955 | 0.2955 | 0.3077 | 0.3077 | – | – |
| R2 | – | – | – | – | 0.3416 | 0.3416 |
| N | 41 | 41 | 41 | 41 | 41 | 41 |
| Probit model | Logit model | Linear probability | ||||
|---|---|---|---|---|---|---|
| Firm survival | Non-robust | Robust | Non-robust | Robust | Non-robust | Robust |
| Risk | −1.698 | −1.698 | −3.266 | −3.266 | −0.491 | −0.491 |
| (2.82)*** | (2.39)** | (2.58)*** | (−1.86)* | (3.15)*** | (3.21)*** | |
| Financing | −1.251 | −1.251 | −2.496 | −2.496 | −0.376 | −0.376 |
| (2.42)** | (−1.93)* | (2.33)** | −1.59 | (2.50)** | (2.25)** | |
| Experience | 0.75 | 0.75 | 1.651 | 1.651 | 0.22 | 0.22 |
| −0.91 | −0.85 | −1.08 | −0.88 | −0.9 | −0.88 | |
| Competition | 1.11 | 1.11 | 2.095 | 2.095 | 0.261 | 0.261 |
| −1.1 | −1.31 | −1.2 | −1.33 | −1.09 | −1.44 | |
| Compliance | −0.417 | −0.417 | −1.045 | −1.045 | −0.102 | −0.102 |
| −0.71 | −0.63 | −0.93 | −0.72 | −0.6 | −0.57 | |
| Choice-expansion | 0.178 | 0.178 | 0.188 | 0.188 | 0.101 | 0.101 |
| −0.26 | −0.29 | −0.16 | −0.18 | −0.55 | −0.63 | |
| Lack of adaptability | −0.395 | −0.395 | −0.776 | −0.776 | −0.082 | −0.082 |
| −0.71 | −0.87 | −0.8 | −0.93 | −0.5 | −0.65 | |
| _cons | 0.09 | 0.09 | 0.466 | 0.466 | 0.529 | 0.529 |
| −0.08 | −0.09 | −0.23 | −0.28 | −1.56 | −1.91 | |
| MLR test ( | 0.0233** | – | 0.0182** | – | – | – |
| – | – | – | – | 0.038 | 0.0345** | |
| 0.2955 | 0.2955 | 0.3077 | 0.3077 | – | – | |
| – | – | – | – | 0.3416 | 0.3416 | |
| 41 | 41 | 41 | 41 | 41 | 41 | |
Notes:
Values in parentheses indicate signification at *p < 0.10; ** p < 0.05; *** p < 0.01 levels
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