Comparison of sample characteristics before and after propensity score matching (PSM)
| Variable | Unmatched | Mean | % reduct | t-test | |||
|---|---|---|---|---|---|---|---|
| Matched | Treated | Control | % bias | Bias | t | p > t | |
| SIZE | U | 19.488 | 19.336 | 9.70 | 6.04 | 0.00 | |
| M | 19.488 | 19.361 | 8.10 | 16.30 | 4.74 | 0.00 | |
| LEV | U | 0.388 | 0.494 | −54.30 | −33.84 | 0.00 | |
| M | 0.388 | 0.383 | 2.30 | 95.80 | 1.37 | 0.17 | |
| ROA | U | 0.017 | 0.003 | 13.00 | 8.12 | 0.00 | |
| M | 0.017 | 0.008 | 8.50 | 35.00 | 4.84 | 0.00 | |
| MTB | U | 1.132 | 0.795 | 30.30 | 19.00 | 0.00 | |
| M | 1.132 | 1.196 | −5.80 | 81.00 | −2.82 | 0.01 | |
| Foreign | U | 1.141 | 0.655 | 29.70 | 18.51 | 0.00 | |
| M | 1.141 | 1.038 | 6.30 | 78.70 | 3.89 | 0.00 | |
| Blockholder | U | 39.954 | 40.399 | −2.70 | −1.65 | 0.10 | |
| M | 39.954 | 40.346 | −2.30 | 12.10 | −1.42 | 0.16 | |
| Big4 | U | 0.495 | 0.465 | 6.20 | 3.84 | 0.00 | |
| M | 0.495 | 0.483 | 2.50 | 59.90 | 1.51 | 0.13 | |
| Market | U | 0.587 | 0.551 | 7.20 | 4.50 | 0.00 | |
| M | 0.587 | 0.607 | −4.00 | 44.50 | −2.47 | 0.01 | |
| Variable | Unmatched | Mean | % reduct | ||||
|---|---|---|---|---|---|---|---|
| Matched | Treated | Control | % bias | Bias | |||
| SIZE | U | 19.488 | 19.336 | 9.70 | 6.04 | 0.00 | |
| M | 19.488 | 19.361 | 8.10 | 16.30 | 4.74 | 0.00 | |
| LEV | U | 0.388 | 0.494 | −54.30 | −33.84 | 0.00 | |
| M | 0.388 | 0.383 | 2.30 | 95.80 | 1.37 | 0.17 | |
| ROA | U | 0.017 | 0.003 | 13.00 | 8.12 | 0.00 | |
| M | 0.017 | 0.008 | 8.50 | 35.00 | 4.84 | 0.00 | |
| MTB | U | 1.132 | 0.795 | 30.30 | 19.00 | 0.00 | |
| M | 1.132 | 1.196 | −5.80 | 81.00 | −2.82 | 0.01 | |
| Foreign | U | 1.141 | 0.655 | 29.70 | 18.51 | 0.00 | |
| M | 1.141 | 1.038 | 6.30 | 78.70 | 3.89 | 0.00 | |
| Blockholder | U | 39.954 | 40.399 | −2.70 | −1.65 | 0.10 | |
| M | 39.954 | 40.346 | −2.30 | 12.10 | −1.42 | 0.16 | |
| Big4 | U | 0.495 | 0.465 | 6.20 | 3.84 | 0.00 | |
| M | 0.495 | 0.483 | 2.50 | 59.90 | 1.51 | 0.13 | |
| Market | U | 0.587 | 0.551 | 7.20 | 4.50 | 0.00 | |
| M | 0.587 | 0.607 | −4.00 | 44.50 | −2.47 | 0.01 | |
Note(s): Due to space limitations, results for industry and year fixed effects are omitted. For variable definitions, refer to Table 2
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