Robustness checks: one-period lag effect
| Variables | Model 1 | Model 2 | Model 3 |
|---|---|---|---|
| Innovation | Innovation | Innovation | |
| LFTs | 1.025*** (25.27) | ||
| LCTs | 0.833*** (11.89) | ||
| LGPTs | 1.211*** (5.82) | ||
| Constant | 0.158 (1.61) | 0.527*** (3.25) | 0.449*** (2.65) |
| Observations | 1,287 | 1,287 | 1,287 |
| R-squared | 0.973 | 0.963 | 0.945 |
| control | Yes | Yes | Yes |
| City FE | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes |
| Robustness checks: two-period lag effect | |||
| L2FTs | 1.285*** (9.50) | ||
| L2CTs | 0.910*** (5.54) | ||
| L2GPTs | 2.020*** (5.17) | ||
| Constant | 0.124 (0.69) | 0.569* (1.71) | 0.533 (1.63) |
| Observations | 1,170 | 1,170 | 1,170 |
| R-squared | 0.969 | 0.964 | 0.966 |
| Control | Yes | Yes | Yes |
| City FE | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes |
| Robustness checks: three-period lag effect | |||
| L3FTs | 1.800*** (11.32) | ||
| L3CTs | 1.021*** (5.08) | ||
| L3GPTs | 2.883*** (7.06) | ||
| Constant | −0.010 (−0.07) | 0.593 (1.51) | 0.539* (1.83) |
| Observations | 1,053 | 1,053 | 1,053 |
| R-squared | 0.970 | 0.965 | 0.978 |
| control | Yes | Yes | Yes |
| City FE | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes |
| Variables | Model 1 | Model 2 | Model 3 |
|---|---|---|---|
| Innovation | Innovation | Innovation | |
| LFTs | 1.025*** (25.27) | ||
| LCTs | 0.833*** (11.89) | ||
| LGPTs | 1.211*** (5.82) | ||
| Constant | 0.158 (1.61) | 0.527*** (3.25) | 0.449*** (2.65) |
| Observations | 1,287 | 1,287 | 1,287 |
| 0.973 | 0.963 | 0.945 | |
| control | Yes | Yes | Yes |
| City | Yes | Yes | Yes |
| Year | Yes | Yes | Yes |
| L2FTs | 1.285*** (9.50) | ||
| L2CTs | 0.910*** (5.54) | ||
| L2GPTs | 2.020*** (5.17) | ||
| Constant | 0.124 (0.69) | 0.569* (1.71) | 0.533 (1.63) |
| Observations | 1,170 | 1,170 | 1,170 |
| 0.969 | 0.964 | 0.966 | |
| Control | Yes | Yes | Yes |
| City | Yes | Yes | Yes |
| Year | Yes | Yes | Yes |
| L3FTs | 1.800*** (11.32) | ||
| L3CTs | 1.021*** (5.08) | ||
| L3GPTs | 2.883*** (7.06) | ||
| Constant | −0.010 (−0.07) | 0.593 (1.51) | 0.539* (1.83) |
| Observations | 1,053 | 1,053 | 1,053 |
| 0.970 | 0.965 | 0.978 | |
| control | Yes | Yes | Yes |
| City | Yes | Yes | Yes |
| Year | Yes | Yes | Yes |
***p < 0.01 and *p < 0.1
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