Results of the PSM analysis
| Variables | Treated | Controls | Difference | S.E. | t-stat |
|---|---|---|---|---|---|
| Panel A: Covariate matching process | |||||
| AC | 0.996 | 0.995 | 0.000 | 0.003 | 0.160 |
| BSIZE | 9.545 | 9.405 | 0.140 | 0.095 | 1.480 |
| BIND | 0.376 | 0.376 | −0.000 | 0.002 | −0.200 |
| DUAL | 0.075 | 0.076 | −0.000 | 0.013 | −0.040 |
| BTM | 0.706 | 0.702 | 0.004 | 0.012 | 0.320 |
| ROA | 0.027 | 0.027 | 0.000 | 0.003 | 0.010 |
| SIZE | 23.370 | 23.287 | 0.083 | 0.085 | 0.970 |
| LOSS | 0.116 | 0.124 | −0.007 | 0.013 | −0.550 |
| DEBT | 0.611 | 0.605 | 0.006 | 0.010 | 0.670 |
| FCS | 0.462 | 0.473 | −0.011 | 0.021 | −0.540 |
| BIG4 | 0.125 | 0.099 | 0.025 | 0.013 | 2.000 |
| SOE | 0.703 | 0.706 | −0.004 | 0.019 | −0.190 |
| Variables | Treated | Controls | Difference | S.E. | t-stat |
|---|---|---|---|---|---|
| AC | 0.996 | 0.995 | 0.000 | 0.003 | 0.160 |
| BSIZE | 9.545 | 9.405 | 0.140 | 0.095 | 1.480 |
| BIND | 0.376 | 0.376 | −0.000 | 0.002 | −0.200 |
| DUAL | 0.075 | 0.076 | −0.000 | 0.013 | −0.040 |
| BTM | 0.706 | 0.702 | 0.004 | 0.012 | 0.320 |
| ROA | 0.027 | 0.027 | 0.000 | 0.003 | 0.010 |
| SIZE | 23.370 | 23.287 | 0.083 | 0.085 | 0.970 |
| LOSS | 0.116 | 0.124 | −0.007 | 0.013 | −0.550 |
| DEBT | 0.611 | 0.605 | 0.006 | 0.010 | 0.670 |
| FCS | 0.462 | 0.473 | −0.011 | 0.021 | −0.540 |
| BIG4 | 0.125 | 0.099 | 0.025 | 0.013 | 2.000 |
| SOE | 0.703 | 0.706 | −0.004 | 0.019 | −0.190 |
| Variables | Bias before | Bias after | Bias reduction | t-test after | P-value after |
|---|---|---|---|---|---|
| Panel B: Covariate balance diagnostics before and after matching | |||||
| AC | 4.20 | −3.60 | 13.80 | −1.00 | 0.317 |
| BSIZE | 47.10 | 6.00 | 87.20 | 1.00 | 0.319 |
| BIND | 1.20 | 1.60 | −30.60 | 0.29 | 0.770 |
| DUAL | −14.9 | −0.70 | 95.10 | −0.17 | 0.864 |
| BTM | 38.50 | 4.70 | 87.90 | 0.86 | 0.389 |
| ROA | 28.50 | 2.20 | 92.10 | 0.43 | 0.668 |
| SIZE | 64.50 | 7.00 | 89.20 | 1.19 | 0.232 |
| LOSS | 7.50 | −0.90 | 88.10 | −0.16 | 0.871 |
| DEBT | 77.80 | 3.00 | 96.20 | 0.58 | 0.560 |
| FCS | −10.50 | −7.70 | 26.80 | −1.47 | 0.142 |
| BIG4 | 38.30 | 11.10 | 71.00 | 1.76 | 0.079 |
| SOE | 83.60 | −2.40 | 97.20 | −0.46 | 0.645 |
| Variables | Bias before | Bias after | Bias reduction | P-value after | |
|---|---|---|---|---|---|
| AC | 4.20 | −3.60 | 13.80 | −1.00 | 0.317 |
| BSIZE | 47.10 | 6.00 | 87.20 | 1.00 | 0.319 |
| BIND | 1.20 | 1.60 | −30.60 | 0.29 | 0.770 |
| DUAL | −14.9 | −0.70 | 95.10 | −0.17 | 0.864 |
| BTM | 38.50 | 4.70 | 87.90 | 0.86 | 0.389 |
| ROA | 28.50 | 2.20 | 92.10 | 0.43 | 0.668 |
| SIZE | 64.50 | 7.00 | 89.20 | 1.19 | 0.232 |
| LOSS | 7.50 | −0.90 | 88.10 | −0.16 | 0.871 |
| DEBT | 77.80 | 3.00 | 96.20 | 0.58 | 0.560 |
| FCS | −10.50 | −7.70 | 26.80 | −1.47 | 0.142 |
| BIG4 | 38.30 | 11.10 | 71.00 | 1.76 | 0.079 |
| SOE | 83.60 | −2.40 | 97.20 | −0.46 | 0.645 |
| Statistic | Unmatched | Matched |
|---|---|---|
| Pseudo (Rˆ2) | 0.122 | 0.004 |
| LR chi-square | 776.50 | 7.09 |
| p-value | 0.000 | 0.851 |
| Mean Bias | 34.70 | 4.20 |
| Median Bias | 33.40 | 3.30 |
| Rubin's B | 103.70 | 13.90 |
| Rubin's R | 1.54 | 1.31 |
| Statistic | Unmatched | Matched |
|---|---|---|
| Pseudo (Rˆ2) | 0.122 | 0.004 |
| LR chi-square | 776.50 | 7.09 |
| 0.000 | 0.851 | |
| Mean Bias | 34.70 | 4.20 |
| Median Bias | 33.40 | 3.30 |
| Rubin's B | 103.70 | 13.90 |
| Rubin's R | 1.54 | 1.31 |
| (1) | |
|---|---|
| Variables | Poisson LAWSUIT |
| Panel B: PSM Regression results | |
| RMC | −0.282*** |
| [−3.33] | |
| Other control variables | Yes |
| Constant | −11.017* |
| [−1.92] | |
| Year and Industry | Yes |
| Observations | 1,396 |
| Pseudo R2 | 0.21 |
| (1) | |
|---|---|
| Variables | Poisson LAWSUIT |
| −0.282*** | |
| [−3.33] | |
| Other control variables | Yes |
| Constant | −11.017* |
| [−1.92] | |
| Year and Industry | Yes |
| Observations | 1,396 |
| Pseudo R2 | 0.21 |
Note(s): This table reports PSM results. Panel A shows the results of the matching process. Panel B illustrates the relationship between a standalone RMC and corporate litigation. Continuous variables are winsorized at the 1st and 99th percentiles. ***, and ** denote a two-tailed p-value of less than 0.01 and 0.05, respectively. Robust t-statistics (clustered at the firm level) are reported in parentheses. All variables are defined in appendix
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