Table 8 Results for propensity score matching analysis.
Panel A: Balance test | ||||||
Variables | Sample | Mean | Bias (%) | T-test | ||
Treatment | Control | T-statistics | P-value | |||
Mtb | Unmatched | 1.8921 | 1.9469 | −4.5 | −3.71 | 0.000 |
Matched | 1.8921 | 1.9307 | −3.2 | −1.51 | 0.139 | |
Size | Unmatched | 22.421 | 22.031 | 30.9 | 25.49 | 0.000 |
Matched | 22.421 | 22.383 | 3.0 | 2.37 | 0.018 | |
Quick | Unmatched | 1.1961 | 1.1470 | 3.8 | 3.15 | 0.002 |
Matched | 1.1961 | 1.2117 | −1.2 | −0.94 | 0.348 | |
Lev | Unmatched | 0.4643 | 0.4550 | 4.7 | 3.68 | 0.000 |
Matched | 0.4643 | 0.4684 | −2.1 | −1.71 | 0.087 | |
Divd | Unmatched | 0.7117 | 0.6867 | 5.5 | 4.49 | 0.000 |
Matched | 0.7117 | 0.7172 | −1.2 | −0.96 | 0.336 | |
Sdcfo | Unmatched | 0.0467 | 0.0344 | 16.5 | 13.69 | 0.000 |
Matched | 0.0467 | 0.0440 | 3.6 | 1.70 | 0.064 | |
Sdsale | Unmatched | 0.1966 | 0.1331 | 18.8 | 15.61 | 0.000 |
Matched | 0.1966 | 0.1780 | 5.5 | 1.78 | 0.089 | |
Tangib | Unmatched | 0.2432 | 0.2436 | −0.3 | −0.23 | 0.621 |
Matched | 0.2432 | 0.2420 | 0.7 | 0.52 | 0.801 | |
Loss | Unmatched | 0.1032 | 0.1052 | −0.6 | −0.53 | 0.293 |
Matched | 0.1032 | 0.1074 | 1.3 | −1.07 | 0.586 | |
Inst | Unmatched | 0.2413 | 0.2402 | −1.0 | 0.81 | 0.001 |
Matched | 0.2413 | 0.2365 | 4.3 | 3.30 | 0.491 | |
Sdhire | Unmatched | 0.5232 | 0.5418 | −1.2 | −0.95 | 0.342 |
Matched | 0.5232 | 0.5243 | −0.1 | −0.06 | 0.953 | |
Labor | Unmatched | 0.0775 | 0.0860 | −11.1 | −9.09 | 0.000 |
Matched | 0.0775 | 0.0784 | −1.2 | −1.02 | 0.310 | |
Abinv | Unmatched | 0.0304 | 0.0325 | −7.9 | −6.50 | 0.000 |
Matched | 0.0304 | 0.0304 | 0.0 | −0.02 | 0.981 | |
Panel B: Univariate tests using the PSM sample | ||||||
Treated | N | Controls | N | Difference | T-Statistics | |
Ablabor | 0.1525 | 12,631 | 0.1662 | 7153 | −0.0137*** | −3.86 |
Panel C: Regression results using the PSM sample | ||||||
Dependent variable = Ablabor | ||||||
(1) | (2) | |||||
Digital1 | −0.0077*** (−4.10) | |||||
Digital2 | −0.0503*** (−3.00) | |||||
Controls | Yes | Yes | ||||
Year | Yes | Yes | ||||
Industry | Yes | Yes | ||||
N | 19,784 | 19,784 | ||||
Adj_R2 | 0.1129 | 0.1129 |