Robustness tests
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
| Panel A: Exclusion of specific period | ||||
| 0.070*** (0.014) | 0.052** (0.021) | 0.029** (0.013) | 0.037** (0.019) | |
| Constant | 0.119** (0.056) | 0.133** (0.057) | 0.885*** (0.044) | 0.572*** (0.070) |
| Adjusted R2 | 0.132 | 0.127 | 0.126 | 0.155 |
| Obs | 9,947 | 9,947 | 9,947 | 9,947 |
| Panel B: Alternative measure of political connections | ||||
| 0.326*** (0.068) | 0.305*** (0.073) | 0.113** (0.053) | 0.231*** (0.065) | |
| Constant | 0.115** (0.047) | 0.132*** (0.046) | 0.849*** (0.045) | 0.651*** (0.066) |
| Adjusted R2 | 0.175 | 0.190 | 0.181 | 0.169 |
| Obs | 16,190 | 16,190 | 16,190 | 16,190 |
| Panel C: Propensity score matching | ||||
| 0.076*** (0.014) | 0.070*** (0.014) | 0.026* (0.013) | 0.048** (0.020) | |
| Constant | 0.102** (0.044) | 0.112** (0.045) | 0.684*** (0.051) | 0.157*** (0.058) |
| Adjusted R2 | 0.140 | 0.130 | 0.127 | 0.141 |
| Obs. | 6,664 | 6,664 | 6,664 | 6,664 |
| Panel D: System GMM | ||||
| 0.982*** (0.048) | ||||
| 0.897*** (0.053) | ||||
| 0.853*** (0.029) | ||||
| 0.910*** (0.048) | ||||
| 0.022*** (0.004) | 0.017** (0.008) | 0.006*** (0.002) | 0.015** (0.007) | |
| Constant | 0.005 (0.010) | 0.000 (0.010) | 0.096*** (0.021) | 0.016 (0.014) |
| Obs. | 16,190 | 16,190 | 16,190 | 16,190 |
| AR1 (p-value) | 0.000 | 0.000 | 0.000 | 0.000 |
| AR2 (p-value) | 0.385 | 0.415 | 0.995 | 0.242 |
| Hansen J (p-value) | 0.765 | 0.816 | 0.785 | 0.831 |
| (1) | (2) | (3) | (4) | |
|---|---|---|---|---|
| 0.070*** (0.014) | 0.052** (0.021) | 0.029** (0.013) | 0.037** (0.019) | |
| Constant | 0.119** (0.056) | 0.133** (0.057) | 0.885*** (0.044) | 0.572*** (0.070) |
| Adjusted | 0.132 | 0.127 | 0.126 | 0.155 |
| Obs | 9,947 | 9,947 | 9,947 | 9,947 |
| 0.326*** (0.068) | 0.305*** (0.073) | 0.113** (0.053) | 0.231*** (0.065) | |
| Constant | 0.115** (0.047) | 0.132*** (0.046) | 0.849*** (0.045) | 0.651*** (0.066) |
| Adjusted | 0.175 | 0.190 | 0.181 | 0.169 |
| Obs | 16,190 | 16,190 | 16,190 | 16,190 |
| 0.076*** (0.014) | 0.070*** (0.014) | 0.026* (0.013) | 0.048** (0.020) | |
| Constant | 0.102** (0.044) | 0.112** (0.045) | 0.684*** (0.051) | 0.157*** (0.058) |
| Adjusted | 0.140 | 0.130 | 0.127 | 0.141 |
| Obs. | 6,664 | 6,664 | 6,664 | 6,664 |
| 0.982*** (0.048) | ||||
| 0.897*** (0.053) | ||||
| 0.853*** (0.029) | ||||
| 0.910*** (0.048) | ||||
| 0.022*** (0.004) | 0.017** (0.008) | 0.006*** (0.002) | 0.015** (0.007) | |
| Constant | 0.005 (0.010) | 0.000 (0.010) | 0.096*** (0.021) | 0.016 (0.014) |
| Obs. | 16,190 | 16,190 | 16,190 | 16,190 |
| AR1 ( | 0.000 | 0.000 | 0.000 | 0.000 |
| AR2 ( | 0.385 | 0.415 | 0.995 | 0.242 |
| Hansen J ( | 0.765 | 0.816 | 0.785 | 0.831 |
Note(s): Control variables, industry and year fixed effects are included, but not reported for brevity. The superscripts *, ** and *** denote significance at the confidence levels of 90%, 95% and 99%, respectively
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