Descriptive statistics and correlation matrix
| Panel A: Descriptive statistics | ||||||||
|---|---|---|---|---|---|---|---|---|
| Variables | Observations | Mean | sd | min | p25 | p50 | p75 | max |
| FERatio | 40,940 | 0.186 | 0.117 | 0.000 | 0.095 | 0.167 | 0.263 | 0.500 |
| Clan | 40,940 | 0.713 | 1.132 | 0.003 | 0.057 | 0.276 | 1.005 | 6.315 |
| Size | 40,940 | 21.975 | 1.331 | 19.272 | 21.032 | 21.798 | 22.718 | 26.104 |
| Leverage | 40,940 | 0.437 | 0.216 | 0.051 | 0.266 | 0.429 | 0.593 | 0.999 |
| ROA | 40,940 | 0.041 | 0.073 | −0.284 | 0.014 | 0.040 | 0.076 | 0.238 |
| Growth | 40,940 | 0.187 | 0.472 | −0.649 | −0.024 | 0.116 | 0.286 | 3.133 |
| Largest_share_ratio | 40,940 | 35.518 | 15.253 | 9.430 | 23.420 | 33.160 | 46.030 | 75.010 |
| Board_size | 40,940 | 2.137 | 0.206 | 1.609 | 1.946 | 2.197 | 2.197 | 2.708 |
| Ind_dir_ratio | 40,940 | 0.372 | 0.053 | 0.273 | 0.333 | 0.333 | 0.429 | 0.571 |
| Dual | 40,940 | 0.272 | 0.445 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 |
| Ln_GDP_PC | 40,940 | 10.986 | 0.707 | 8.959 | 10.603 | 11.095 | 11.498 | 12.142 |
| First_Ind_GDP | 40,940 | 6.670 | 5.091 | 0.231 | 3.400 | 5.200 | 9.500 | 22.400 |
| MKT_index | 40,940 | 9.448 | 1.780 | 4.587 | 8.490 | 9.638 | 10.610 | 12.864 |
| Education | 40,940 | 4.597 | 0.403 | 2.890 | 4.369 | 4.673 | 4.920 | 5.124 |
| Marriage | 40,940 | 12.747 | 0.725 | 11.140 | 12.111 | 12.884 | 13.359 | 13.784 |
| Confucianism | 40,940 | 3.224 | 1.063 | 0.000 | 2.773 | 3.434 | 4.111 | 5.063 |
| Social_trust | 40,516 | 0.665 | 0.054 | 0.565 | 0.633 | 0.676 | 0.697 | 0.792 |
| LD_GenderPercep1 | 40,516 | 0.347 | 0.063 | 0.261 | 0.300 | 0.323 | 0.411 | 0.477 |
| LD_GenderPercep2 | 40,516 | 0.080 | 0.025 | 0.052 | 0.064 | 0.071 | 0.098 | 0.139 |
| LS_GenderPercep1 | 40,516 | 1.015 | 0.729 | 0.000 | 0.544 | 1.028 | 1.062 | 4.009 |
| LS_GenderPercep2 | 40,516 | 0.202 | 0.108 | 0.032 | 0.109 | 0.240 | 0.304 | 0.364 |
| Wage_diff | 31,934 | 0.268 | 0.406 | −0.928 | 0.010 | 0.267 | 0.549 | 1.133 |
| Panel A: Descriptive statistics | ||||||||
|---|---|---|---|---|---|---|---|---|
| Variables | Observations | Mean | sd | min | p25 | p50 | p75 | max |
| 40,940 | 0.186 | 0.117 | 0.000 | 0.095 | 0.167 | 0.263 | 0.500 | |
| 40,940 | 0.713 | 1.132 | 0.003 | 0.057 | 0.276 | 1.005 | 6.315 | |
| 40,940 | 21.975 | 1.331 | 19.272 | 21.032 | 21.798 | 22.718 | 26.104 | |
| 40,940 | 0.437 | 0.216 | 0.051 | 0.266 | 0.429 | 0.593 | 0.999 | |
| 40,940 | 0.041 | 0.073 | −0.284 | 0.014 | 0.040 | 0.076 | 0.238 | |
| 40,940 | 0.187 | 0.472 | −0.649 | −0.024 | 0.116 | 0.286 | 3.133 | |
| 40,940 | 35.518 | 15.253 | 9.430 | 23.420 | 33.160 | 46.030 | 75.010 | |
| 40,940 | 2.137 | 0.206 | 1.609 | 1.946 | 2.197 | 2.197 | 2.708 | |
| 40,940 | 0.372 | 0.053 | 0.273 | 0.333 | 0.333 | 0.429 | 0.571 | |
| 40,940 | 0.272 | 0.445 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | |
| 40,940 | 10.986 | 0.707 | 8.959 | 10.603 | 11.095 | 11.498 | 12.142 | |
| 40,940 | 6.670 | 5.091 | 0.231 | 3.400 | 5.200 | 9.500 | 22.400 | |
| 40,940 | 9.448 | 1.780 | 4.587 | 8.490 | 9.638 | 10.610 | 12.864 | |
| 40,940 | 4.597 | 0.403 | 2.890 | 4.369 | 4.673 | 4.920 | 5.124 | |
| 40,940 | 12.747 | 0.725 | 11.140 | 12.111 | 12.884 | 13.359 | 13.784 | |
| 40,940 | 3.224 | 1.063 | 0.000 | 2.773 | 3.434 | 4.111 | 5.063 | |
| 40,516 | 0.665 | 0.054 | 0.565 | 0.633 | 0.676 | 0.697 | 0.792 | |
| 40,516 | 0.347 | 0.063 | 0.261 | 0.300 | 0.323 | 0.411 | 0.477 | |
| 40,516 | 0.080 | 0.025 | 0.052 | 0.064 | 0.071 | 0.098 | 0.139 | |
| 40,516 | 1.015 | 0.729 | 0.000 | 0.544 | 1.028 | 1.062 | 4.009 | |
| 40,516 | 0.202 | 0.108 | 0.032 | 0.109 | 0.240 | 0.304 | 0.364 | |
| 31,934 | 0.268 | 0.406 | −0.928 | 0.010 | 0.267 | 0.549 | 1.133 | |
| Panel B: Correlation matrix | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) |
| (1) FERatio | 1.000 | |||||||||
| (2) Clan | 0.009* | 1.000 | ||||||||
| (3) Size | −0.143* | −0.062* | 1.000 | |||||||
| (4) Leverage | −0.138* | −0.063* | 0.365* | 1.000 | ||||||
| (5) ROA | 0.026* | 0.046* | 0.021* | −0.410* | 1.000 | |||||
| (6) Growth | −0.009* | 0.002 | 0.030* | 0.032* | 0.251* | 1.000 | ||||
| (7) Largest_share_ratio | −0.088* | −0.034* | 0.176* | 0.029* | 0.140* | 0.021* | 1.000 | |||
| (8) Board_size | −0.205* | −0.027* | 0.203* | 0.138* | 0.006 | 0.000 | 0.047* | 1.000 | ||
| (9) Ind_dir_ratio | 0.096* | 0.001 | 0.048* | −0.025* | −0.005 | −0.008* | 0.011* | −0.506* | 1.000 | |
| (10) Dual | 0.162* | 0.049* | −0.145* | −0.160* | 0.061* | 0.008 | −0.079* | −0.196* | 0.127* | 1.000 |
| (11) Ln_GDP_PC | 0.247* | 0.068* | 0.214* | −0.166* | 0.072* | −0.044* | −0.089* | −0.208* | 0.159* | 0.171* |
| (12) First_Ind_GDP | −0.151* | −0.048* | −0.123* | 0.111* | −0.080* | 0.016* | 0.000 | 0.102* | −0.086* | −0.115* |
| (13) MKT_index | 0.219* | 0.200* | 0.104* | −0.153* | 0.086* | −0.037* | −0.086* | −0.205* | 0.125* | 0.181* |
| (14) Education | 0.084* | 0.195* | 0.045* | −0.100* | 0.085* | −0.016* | −0.060* | −0.124* | 0.071* | 0.107* |
| (15) Marriage | −0.064* | 0.167* | −0.090* | −0.011* | 0.055* | 0.013* | −0.029* | −0.019* | 0.000 | 0.019* |
| (16) Confucianism | 0.013* | 0.196* | 0.003 | −0.034* | 0.040* | −0.007 | 0.020* | 0.009* | −0.021* | −0.032* |
| (17) Social_trust | −0.042* | −0.107* | 0.024* | 0.025* | −0.008 | −0.002 | 0.014* | 0.047* | −0.065* | −0.081* |
| (18) LD_GenderPercep1 | −0.111* | 0.014* | −0.038* | 0.055* | −0.026* | 0.000 | −0.007 | 0.049* | −0.058* | −0.072* |
| (19) LD_GenderPercep2 | −0.085* | −0.007 | 0.009* | 0.058* | −0.035* | 0.003 | −0.006 | 0.060* | −0.056* | −0.081* |
| (20) LS_GenderPercep1 | 0.020* | −0.189* | 0.042* | 0.013* | −0.036* | 0.000 | 0.003 | 0.023* | 0.027* | −0.011* |
| (21) LS_GenderPercep2 | 0.106* | −0.056* | 0.057* | −0.057* | 0.021* | −0.004 | 0.023* | −0.052* | 0.065* | 0.079* |
| (22) Wage_diff | 0.051* | 0.043* | −0.024* | −0.023* | 0.014* | 0.012* | −0.036* | −0.037* | 0.012* | 0.018* |
| Panel B: Correlation matrix | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) |
| (1) | 1.000 | |||||||||
| (2) | 0.009* | 1.000 | ||||||||
| (3) | −0.143* | −0.062* | 1.000 | |||||||
| (4) | −0.138* | −0.063* | 0.365* | 1.000 | ||||||
| (5) | 0.026* | 0.046* | 0.021* | −0.410* | 1.000 | |||||
| (6) | −0.009* | 0.002 | 0.030* | 0.032* | 0.251* | 1.000 | ||||
| (7) | −0.088* | −0.034* | 0.176* | 0.029* | 0.140* | 0.021* | 1.000 | |||
| (8) | −0.205* | −0.027* | 0.203* | 0.138* | 0.006 | 0.000 | 0.047* | 1.000 | ||
| (9) | 0.096* | 0.001 | 0.048* | −0.025* | −0.005 | −0.008* | 0.011* | −0.506* | 1.000 | |
| (10) | 0.162* | 0.049* | −0.145* | −0.160* | 0.061* | 0.008 | −0.079* | −0.196* | 0.127* | 1.000 |
| (11) | 0.247* | 0.068* | 0.214* | −0.166* | 0.072* | −0.044* | −0.089* | −0.208* | 0.159* | 0.171* |
| (12) | −0.151* | −0.048* | −0.123* | 0.111* | −0.080* | 0.016* | 0.000 | 0.102* | −0.086* | −0.115* |
| (13) | 0.219* | 0.200* | 0.104* | −0.153* | 0.086* | −0.037* | −0.086* | −0.205* | 0.125* | 0.181* |
| (14) | 0.084* | 0.195* | 0.045* | −0.100* | 0.085* | −0.016* | −0.060* | −0.124* | 0.071* | 0.107* |
| (15) | −0.064* | 0.167* | −0.090* | −0.011* | 0.055* | 0.013* | −0.029* | −0.019* | 0.000 | 0.019* |
| (16) | 0.013* | 0.196* | 0.003 | −0.034* | 0.040* | −0.007 | 0.020* | 0.009* | −0.021* | −0.032* |
| (17) | −0.042* | −0.107* | 0.024* | 0.025* | −0.008 | −0.002 | 0.014* | 0.047* | −0.065* | −0.081* |
| (18) | −0.111* | 0.014* | −0.038* | 0.055* | −0.026* | 0.000 | −0.007 | 0.049* | −0.058* | −0.072* |
| (19) | −0.085* | −0.007 | 0.009* | 0.058* | −0.035* | 0.003 | −0.006 | 0.060* | −0.056* | −0.081* |
| (20) | 0.020* | −0.189* | 0.042* | 0.013* | −0.036* | 0.000 | 0.003 | 0.023* | 0.027* | −0.011* |
| (21) | 0.106* | −0.056* | 0.057* | −0.057* | 0.021* | −0.004 | 0.023* | −0.052* | 0.065* | 0.079* |
| (22) | 0.051* | 0.043* | −0.024* | −0.023* | 0.014* | 0.012* | −0.036* | −0.037* | 0.012* | 0.018* |
| Panel B: Correlation matrix | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) | (19) | (20) | (21) | (22) |
| (1) FERatio | ||||||||||||
| (2) Clan | ||||||||||||
| (3) Size | ||||||||||||
| (4) Leverage | ||||||||||||
| (5) ROA | ||||||||||||
| (6) Growth | ||||||||||||
| (7) Largest_share_ratio | ||||||||||||
| (8) Board_size | ||||||||||||
| (9) Ind_dir_ratio | ||||||||||||
| (10) Dual | ||||||||||||
| (11) Ln_GDP_PC | 1.000 | |||||||||||
| (12) First_Ind_GDP | −0.794* | 1.000 | ||||||||||
| (13) MKT_index | 0.812* | −0.713* | 1.000 | |||||||||
| (14) Education | 0.306* | −0.204* | 0.505* | 1.000 | ||||||||
| (15) Marriage | −0.294* | 0.318* | 0.031* | 0.733* | 1.000 | |||||||
| (16) Confucianism | 0.175* | −0.172* | 0.132* | −0.153* | −0.223* | 1.000 | ||||||
| (17) Social_trust | 0.005 | 0.034* | −0.134* | −0.246* | −0.280* | 0.205* | 1.000 | |||||
| (18) LD_GenderPercep1 | −0.384* | 0.583* | −0.345* | 0.114* | 0.311* | −0.156* | 0.336* | 1.000 | ||||
| (19) LD_GenderPercep2 | −0.230* | 0.291* | −0.321* | −0.166* | −0.120* | −0.142* | 0.521* | 0.658* | 1.000 | |||
| (20) LS_GenderPercep1 | 0.078* | −0.051* | −0.155* | −0.156* | −0.260* | −0.090* | −0.110* | −0.124* | −0.075* | 1.000 | ||
| (21) LS_GenderPercep2 | 0.473* | −0.765* | 0.402* | −0.105* | −0.401* | −0.038* | −0.312* | −0.802* | −0.400* | 0.216* | 1.000 | |
| (22) Wage_diff | 0.036* | −0.020* | 0.055* | 0.052* | 0.030* | 0.006 | −0.014* | 0.011* | −0.015* | −0.018* | −0.007 | 1.000 |
| Panel B: Correlation matrix | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) | (19) | (20) | (21) | (22) |
| (1) | ||||||||||||
| (2) | ||||||||||||
| (3) | ||||||||||||
| (4) | ||||||||||||
| (5) | ||||||||||||
| (6) | ||||||||||||
| (7) | ||||||||||||
| (8) | ||||||||||||
| (9) | ||||||||||||
| (10) | ||||||||||||
| (11) | 1.000 | |||||||||||
| (12) | −0.794* | 1.000 | ||||||||||
| (13) | 0.812* | −0.713* | 1.000 | |||||||||
| (14) | 0.306* | −0.204* | 0.505* | 1.000 | ||||||||
| (15) | −0.294* | 0.318* | 0.031* | 0.733* | 1.000 | |||||||
| (16) | 0.175* | −0.172* | 0.132* | −0.153* | −0.223* | 1.000 | ||||||
| (17) | 0.005 | 0.034* | −0.134* | −0.246* | −0.280* | 0.205* | 1.000 | |||||
| (18) | −0.384* | 0.583* | −0.345* | 0.114* | 0.311* | −0.156* | 0.336* | 1.000 | ||||
| (19) | −0.230* | 0.291* | −0.321* | −0.166* | −0.120* | −0.142* | 0.521* | 0.658* | 1.000 | |||
| (20) | 0.078* | −0.051* | −0.155* | −0.156* | −0.260* | −0.090* | −0.110* | −0.124* | −0.075* | 1.000 | ||
| (21) | 0.473* | −0.765* | 0.402* | −0.105* | −0.401* | −0.038* | −0.312* | −0.802* | −0.400* | 0.216* | 1.000 | |
| (22) | 0.036* | −0.020* | 0.055* | 0.052* | 0.030* | 0.006 | −0.014* | 0.011* | −0.015* | −0.018* | −0.007 | 1.000 |
Note(s): Panel A presents the descriptive statistics for our primary sample of 40,940 firm-year observations over 2003–2022. Panel B reports the correlation matrix of main variables. Variable definitions are provided in Table 1
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