Robustness check: 2SLS, staggered DiD, alternative measurement of risk
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
|---|---|---|---|---|---|---|---|---|---|
| 2SLS | Staggered DiD | Alternative measurement of CFP | |||||||
| Variables | LLP/Assetit+1 | LLP/Equityit+1 | LLP/Loansit+1 | LLP/Assetit+1 | LLP/Equityit+1 | LLP/Loansit+1 | Zscoreit+1 | NPL/Loansit+1 | NPL/Assetit+1 |
| CFP | −0.020*** | −0.167*** | −0.033*** | −0.007*** | −0.065*** | −0.012*** | 0.775*** | −1.172*** | −0.683*** |
| (−3.716) | (−3.833) | (−3.813) | (−6.292) | (−5.411) | (−6.654) | (8.923) | (−7.706) | (−6.980) | |
| PostParis | −0.004*** | −0.041*** | −0.006*** | ||||||
| (−8.746) | (−8.041) | (−8.334) | |||||||
| CFP*PostParis | 0.010*** | 0.077*** | 0.017*** | ||||||
| (8.486) | (5.966) | (8.424) | |||||||
| Size | −0.001* | −0.020*** | −0.002* | −0.002*** | −0.030*** | −0.004*** | 0.389*** | −0.375*** | −0.205*** |
| (−1.674) | (−3.352) | (−1.905) | (−9.258) | (−10.568) | (−9.408) | (10.654) | (−5.874) | (−4.985) | |
| Leverage | −0.001*** | −0.001 | −0.001*** | −0.000*** | 0.002*** | −0.001*** | −0.015* | −0.035** | −0.026*** |
| (−4.116) | (−0.717) | (−3.834) | (−6.979) | (2.676) | (−5.561) | (−1.722) | (−2.299) | (−2.632) | |
| Diversified | 0.013*** | 0.170*** | 0.023*** | 0.014*** | 0.175*** | 0.025*** | −0.886*** | 3.364*** | 2.124*** |
| (5.984) | (6.961) | (6.006) | (12.184) | (13.472) | (12.609) | (−5.241) | (11.365) | (11.154) | |
| GrowthRevenue | 0.001 | 0.022** | 0.003* | 0.003*** | 0.031*** | 0.005*** | −0.239*** | 0.638*** | 0.377*** |
| (1.154) | (2.184) | (1.815) | (5.096) | (5.538) | (6.134) | (−3.255) | (4.975) | (4.563) | |
| Efficiency | −0.002** | −0.020** | −0.004*** | −0.003*** | −0.024*** | −0.005*** | 0.337*** | −0.825*** | −0.420*** |
| (−2.540) | (−2.269) | (−2.731) | (−5.615) | (−4.131) | (−5.725) | (4.508) | (−6.298) | (−4.988) | |
| GDPGrowth | −0.067*** | −0.547*** | −0.123*** | −0.005 | −0.084* | −0.023*** | 5.706*** | −4.229*** | −1.648** |
| (−3.912) | (−3.965) | (−4.439) | (−1.147) | (−1.680) | (−3.043) | (9.356) | (−3.962) | (−2.399) | |
| HHI | −0.013 | 0.005 | −0.008 | −0.039*** | −0.168* | −0.051*** | 2.754** | −7.963*** | −6.758*** |
| (−0.771) | (0.042) | (−0.308) | (−4.863) | (−1.877) | (−3.786) | (2.362) | (−3.902) | (−5.146) | |
| Constant | 0.032*** | 0.274*** | 0.051*** | 0.762** | 4.439*** | 2.590*** | |||
| (12.905) | (9.965) | (12.198) | (2.125) | (7.071) | (6.410) | ||||
| Bank FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Obs | 2,521 | 2,521 | 2,521 | 2,534 | 2,534 | 2,534 | 2,534 | 2,534 | 2,534 |
| Adj R2 | 0.105 | 0.119 | 0.070 | 0.228 | 0.253 | 0.237 | 0.191 | 0.187 | 0.162 |
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
|---|---|---|---|---|---|---|---|---|---|
| 2SLS | Staggered DiD | Alternative measurement of CFP | |||||||
| Variables | LLP/Assetit+1 | LLP/Equityit+1 | LLP/Loansit+1 | LLP/Assetit+1 | LLP/Equityit+1 | LLP/Loansit+1 | Zscoreit+1 | NPL/Loansit+1 | NPL/Assetit+1 |
| CFP | −0.020*** | −0.167*** | −0.033*** | −0.007*** | −0.065*** | −0.012*** | 0.775*** | −1.172*** | −0.683*** |
| (−3.716) | (−3.833) | (−3.813) | (−6.292) | (−5.411) | (−6.654) | (8.923) | (−7.706) | (−6.980) | |
| PostParis | −0.004*** | −0.041*** | −0.006*** | ||||||
| (−8.746) | (−8.041) | (−8.334) | |||||||
| CFP*PostParis | 0.010*** | 0.077*** | 0.017*** | ||||||
| (8.486) | (5.966) | (8.424) | |||||||
| Size | −0.001* | −0.020*** | −0.002* | −0.002*** | −0.030*** | −0.004*** | 0.389*** | −0.375*** | −0.205*** |
| (−1.674) | (−3.352) | (−1.905) | (−9.258) | (−10.568) | (−9.408) | (10.654) | (−5.874) | (−4.985) | |
| Leverage | −0.001*** | −0.001 | −0.001*** | −0.000*** | 0.002*** | −0.001*** | −0.015* | −0.035** | −0.026*** |
| (−4.116) | (−0.717) | (−3.834) | (−6.979) | (2.676) | (−5.561) | (−1.722) | (−2.299) | (−2.632) | |
| Diversified | 0.013*** | 0.170*** | 0.023*** | 0.014*** | 0.175*** | 0.025*** | −0.886*** | 3.364*** | 2.124*** |
| (5.984) | (6.961) | (6.006) | (12.184) | (13.472) | (12.609) | (−5.241) | (11.365) | (11.154) | |
| GrowthRevenue | 0.001 | 0.022** | 0.003* | 0.003*** | 0.031*** | 0.005*** | −0.239*** | 0.638*** | 0.377*** |
| (1.154) | (2.184) | (1.815) | (5.096) | (5.538) | (6.134) | (−3.255) | (4.975) | (4.563) | |
| Efficiency | −0.002** | −0.020** | −0.004*** | −0.003*** | −0.024*** | −0.005*** | 0.337*** | −0.825*** | −0.420*** |
| (−2.540) | (−2.269) | (−2.731) | (−5.615) | (−4.131) | (−5.725) | (4.508) | (−6.298) | (−4.988) | |
| GDPGrowth | −0.067*** | −0.547*** | −0.123*** | −0.005 | −0.084* | −0.023*** | 5.706*** | −4.229*** | −1.648** |
| (−3.912) | (−3.965) | (−4.439) | (−1.147) | (−1.680) | (−3.043) | (9.356) | (−3.962) | (−2.399) | |
| HHI | −0.013 | 0.005 | −0.008 | −0.039*** | −0.168* | −0.051*** | 2.754** | −7.963*** | −6.758*** |
| (−0.771) | (0.042) | (−0.308) | (−4.863) | (−1.877) | (−3.786) | (2.362) | (−3.902) | (−5.146) | |
| Constant | 0.032*** | 0.274*** | 0.051*** | 0.762** | 4.439*** | 2.590*** | |||
| (12.905) | (9.965) | (12.198) | (2.125) | (7.071) | (6.410) | ||||
| Bank FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Obs | 2,521 | 2,521 | 2,521 | 2,534 | 2,534 | 2,534 | 2,534 | 2,534 | 2,534 |
| Adj | 0.105 | 0.119 | 0.070 | 0.228 | 0.253 | 0.237 | 0.191 | 0.187 | 0.162 |
Note(s): t-statistics are shown in parentheses. ***, **, and * denote statistical significance at the 1%, 5%, and 10% levels, respectively