OLS regression results after propensity score matching (PSM)
| Var. | Bias_Sales | Bias_NI | Bias_CF | Bias_ CAPEX |
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| PFR | −1.053*** | −0.011* | −0.020* | −0.085*** |
| (0.000) | (0.059) | (0.061) | (0.000) | |
| SIZE | 0.080*** | −0.000 | −0.001* | −0.008*** |
| (0.000) | (0.875) | (0.062) | (0.000) | |
| LEV | −1.387*** | 0.004 | −0.017*** | −0.048*** |
| (0.000) | (0.146) | (0.001) | (0.000) | |
| ROA | −2.294*** | −0.924*** | −0.913*** | −0.145*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| MTB | −0.023** | −0.003*** | −0.003*** | −0.011*** |
| (0.027) | (0.001) | (0.001) | (0.000) | |
| BETA | 0.047** | 0.005*** | 0.007*** | 0.012*** |
| (0.022) | (0.000) | (0.000) | (0.000) | |
| VOL | −0.349*** | −0.048*** | −0.058*** | −0.049*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Foreign | −0.053*** | −0.002*** | −0.003*** | 0.003* |
| (0.000) | (0.000) | (0.000) | (0.078) | |
| Blockholder | −0.004*** | −0.000 | −0.000** | −0.000 |
| (0.000) | (0.937) | (0.034) | (0.232) | |
| DA | 0.348** | 0.010 | 0.055*** | 0.027 |
| (0.018) | (0.303) | (0.001) | (0.191) | |
| BIG4 | −0.032 | 0.001 | 0.000 | 0.005 |
| (0.119) | (0.268) | (0.984) | (0.159) | |
| Market | 0.131*** | −0.001 | −0.002 | −0.013*** |
| (0.000) | (0.588) | (0.229) | (0.001) | |
| Industry FE | Included | Included | Included | Included |
| Year FE | Included | Included | Included | Included |
| N | 3,233 | 3,132 | 2,807 | 2,345 |
| R2 | 0.420 | 0.934 | 0.837 | 0.311 |
| Var. | Bias_Sales | Bias_NI | Bias_CF | Bias_ CAPEX |
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| PFR | −1.053*** | −0.011* | −0.020* | −0.085*** |
| (0.000) | (0.059) | (0.061) | (0.000) | |
| SIZE | 0.080*** | −0.000 | −0.001* | −0.008*** |
| (0.000) | (0.875) | (0.062) | (0.000) | |
| LEV | −1.387*** | 0.004 | −0.017*** | −0.048*** |
| (0.000) | (0.146) | (0.001) | (0.000) | |
| ROA | −2.294*** | −0.924*** | −0.913*** | −0.145*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| MTB | −0.023** | −0.003*** | −0.003*** | −0.011*** |
| (0.027) | (0.001) | (0.001) | (0.000) | |
| BETA | 0.047** | 0.005*** | 0.007*** | 0.012*** |
| (0.022) | (0.000) | (0.000) | (0.000) | |
| VOL | −0.349*** | −0.048*** | −0.058*** | −0.049*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Foreign | −0.053*** | −0.002*** | −0.003*** | 0.003* |
| (0.000) | (0.000) | (0.000) | (0.078) | |
| Blockholder | −0.004*** | −0.000 | −0.000** | −0.000 |
| (0.000) | (0.937) | (0.034) | (0.232) | |
| DA | 0.348** | 0.010 | 0.055*** | 0.027 |
| (0.018) | (0.303) | (0.001) | (0.191) | |
| BIG4 | −0.032 | 0.001 | 0.000 | 0.005 |
| (0.119) | (0.268) | (0.984) | (0.159) | |
| Market | 0.131*** | −0.001 | −0.002 | −0.013*** |
| (0.000) | (0.588) | (0.229) | (0.001) | |
| Industry FE | Included | Included | Included | Included |
| Year FE | Included | Included | Included | Included |
| 3,233 | 3,132 | 2,807 | 2,345 | |
| 0.420 | 0.934 | 0.837 | 0.311 |
Note(s): This regression uses robust standard errors. Values in parentheses indicate p-values. *, **, and *** denote statistical significance at the 10, 5, and 1% levels, respectively
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