Characteristics of family non-executive director test results
| Variable | Blood | Marriage | Blood | Marriage | FO | FO1 | FO2 | FO3 | Nfoc |
|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
| Fned | −1.543*** | 2.944*** | −1.560*** | 4.616*** | 1.191*** | 0.840** | 0.688 | 0.972** | −1.339*** |
| (−3.01) | (4.54) | (−2.70) | (2.88) | (3.23) | (2.49) | (1.63) | (2.39) | (−3.71) | |
| RiskT | −0.633*** | −0.369** | |||||||
| (−2.91) | (−2.42) | ||||||||
| Fned×FO | −4.851* | −11.871 | |||||||
| (−1.84) | (−1.38) | ||||||||
| FO | 0.000 | ||||||||
| (0.04) | |||||||||
| Fned×FO | −0.104*** | ||||||||
| (−6.33) | |||||||||
| FO1 | 0.019 | ||||||||
| (0.32) | |||||||||
| Fned×FO1 | 0.974 | ||||||||
| (1.46) | |||||||||
| FO2 | 0.011 | ||||||||
| (0.29) | |||||||||
| Fned×FO2 | 2.005** | ||||||||
| (2.27) | |||||||||
| FO3 | −0.003 | ||||||||
| (−0.07) | |||||||||
| Fned×FO3 | −3.234*** | ||||||||
| (−4.97) | |||||||||
| Size | 0.068 | 0.083** | 0.062 | 0.075* | 0.053 | 0.059 | 0.080* | 0.075 | 0.054 |
| (1.56) | (2.00) | (1.61) | (1.79) | (1.05) | (1.39) | (1.79) | (1.54) | (1.51) | |
| Lev | 0.346 | 0.353 | 0.343 | 0.367 | 0.393 | 0.345 | 0.272 | 0.274 | 0.372 |
| (0.85) | (0.89) | (0.90) | (0.91) | (0.90) | (0.84) | (0.70) | (0.69) | (0.97) | |
| Growth | −0.169 | −0.168* | −0.130 | −0.146 | −0.157 | −0.160 | −0.167* | −0.179* | −0.136 |
| (−1.44) | (−1.75) | (−1.24) | (−1.43) | (−1.56) | (−1.59) | (−1.65) | (−1.65) | (−1.37) | |
| Age | −0.307** | −0.325*** | −0.326** | −0.342*** | −0.235** | −0.300** | −0.338*** | −0.309** | −0.280** |
| (−2.34) | (−2.99) | (−2.59) | (−3.09) | (−2.40) | (−2.39) | (−2.91) | (−2.39) | (−2.56) | |
| ROA | 1.266 | 1.302* | 1.134 | 1.242* | 1.228* | 1.264 | 1.219* | 1.001 | 1.441* |
| (1.48) | (1.87) | (1.63) | (1.68) | (1.71) | (1.63) | (1.71) | (1.49) | (1.84) | |
| Board | 0.157 | 0.112 | 0.092 | 0.091 | 0.277* | 0.205 | 0.243 | 0.241 | 0.221 |
| (0.72) | (0.54) | (0.48) | (0.43) | (1.77) | (1.11) | (1.09) | (1.17) | (1.14) | |
| Indep | −0.418 | −0.484 | −0.536 | −0.442 | −0.549 | −0.289 | −0.321 | −0.482 | −0.381 |
| (−0.65) | (−0.86) | (−0.95) | (−0.81) | (−0.99) | (−0.49) | (−0.57) | (−0.83) | (−0.63) | |
| Dual | 0.123* | 0.168*** | 0.040 | 0.170*** | 0.123** | 0.167*** | 0.172*** | 0.157*** | 0.079 |
| (2.25) | (2.90) | (1.06) | (3.14) | (2.00) | (2.96) | (2.75) | (2.66) | (1.30) | |
| Mshare | 0.678*** | 0.698*** | 0.621*** | 0.705*** | 0.657*** | 0.657*** | 0.667*** | 0.694*** | 0.535*** |
| (6.93) | (8.04) | (6.32) | (8.10) | (6.28) | (6.33) | (7.72) | (7.94) | (6.35) | |
| FM | 1.250*** | 0.950*** | 2.329*** | 0.877*** | 0.324 | 1.039** | 1.060*** | 0.693** | 1.792*** |
| (3.73) | (3.34) | (6.42) | (3.31) | (1.04) | (2.59) | (3.33) | (2.12) | (6.98) | |
| Child | 0.206*** | 0.199*** | 0.193*** | 0.209*** | 0.169*** | 0.198*** | 0.212*** | 0.207*** | 0.184*** |
| (5.14) | (5.97) | (4.54) | (6.46) | (3.43) | (4.71) | (4.66) | (5.11) | (3.95) | |
| HT | −0.339*** | −0.351*** | −0.384*** | −0.353*** | −0.388*** | −0.378*** | −0.368*** | −0.370*** | −0.398*** |
| (−6.67) | (−7.30) | (−7.64) | (−7.01) | (−8.40) | (−8.84) | (−9.06) | (−8.10) | (−8.13) | |
| Law | −0.031* | −0.027** | −0.025* | −0.027** | −0.031** | −0.028** | −0.027** | −0.029** | −0.030* |
| (−2.26) | (−2.14) | (−1.85) | (−2.31) | (−2.58) | (−2.20) | (−2.07) | (−2.41) | (−1.93) | |
| Year | Y | Y | Y | Y | Y | Y | Y | Y | Y |
| Industry | Y | Y | Y | Y | Y | Y | Y | Y | Y |
| Cons | −1.205 | −1.387 | −0.818 | −1.144 | −1.123 | −1.142 | −1.633 | −1.334 | −1.126 |
| (−0.70) | (−0.86) | (−0.54) | (−0.70) | (−0.70) | (−0.68) | (−0.94) | (−0.75) | (−0.79) | |
| N | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 |
| R2 | 0.463 | 0.466 | 0.462 | 0.468 | 0.473 | 0.459 | 0.461 | 0.465 | 0.468 |
| Variable | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
| −1.543*** | 2.944*** | −1.560*** | 4.616*** | 1.191*** | 0.840** | 0.688 | 0.972** | −1.339*** | |
| (−3.01) | (4.54) | (−2.70) | (2.88) | (3.23) | (2.49) | (1.63) | (2.39) | (−3.71) | |
| −0.633*** | −0.369** | ||||||||
| (−2.91) | (−2.42) | ||||||||
| −4.851* | −11.871 | ||||||||
| (−1.84) | (−1.38) | ||||||||
| 0.000 | |||||||||
| (0.04) | |||||||||
| −0.104*** | |||||||||
| (−6.33) | |||||||||
| 0.019 | |||||||||
| (0.32) | |||||||||
| 0.974 | |||||||||
| (1.46) | |||||||||
| 0.011 | |||||||||
| (0.29) | |||||||||
| 2.005** | |||||||||
| (2.27) | |||||||||
| −0.003 | |||||||||
| (−0.07) | |||||||||
| −3.234*** | |||||||||
| (−4.97) | |||||||||
| 0.068 | 0.083** | 0.062 | 0.075* | 0.053 | 0.059 | 0.080* | 0.075 | 0.054 | |
| (1.56) | (2.00) | (1.61) | (1.79) | (1.05) | (1.39) | (1.79) | (1.54) | (1.51) | |
| 0.346 | 0.353 | 0.343 | 0.367 | 0.393 | 0.345 | 0.272 | 0.274 | 0.372 | |
| (0.85) | (0.89) | (0.90) | (0.91) | (0.90) | (0.84) | (0.70) | (0.69) | (0.97) | |
| −0.169 | −0.168* | −0.130 | −0.146 | −0.157 | −0.160 | −0.167* | −0.179* | −0.136 | |
| (−1.44) | (−1.75) | (−1.24) | (−1.43) | (−1.56) | (−1.59) | (−1.65) | (−1.65) | (−1.37) | |
| −0.307** | −0.325*** | −0.326** | −0.342*** | −0.235** | −0.300** | −0.338*** | −0.309** | −0.280** | |
| (−2.34) | (−2.99) | (−2.59) | (−3.09) | (−2.40) | (−2.39) | (−2.91) | (−2.39) | (−2.56) | |
| 1.266 | 1.302* | 1.134 | 1.242* | 1.228* | 1.264 | 1.219* | 1.001 | 1.441* | |
| (1.48) | (1.87) | (1.63) | (1.68) | (1.71) | (1.63) | (1.71) | (1.49) | (1.84) | |
| 0.157 | 0.112 | 0.092 | 0.091 | 0.277* | 0.205 | 0.243 | 0.241 | 0.221 | |
| (0.72) | (0.54) | (0.48) | (0.43) | (1.77) | (1.11) | (1.09) | (1.17) | (1.14) | |
| −0.418 | −0.484 | −0.536 | −0.442 | −0.549 | −0.289 | −0.321 | −0.482 | −0.381 | |
| (−0.65) | (−0.86) | (−0.95) | (−0.81) | (−0.99) | (−0.49) | (−0.57) | (−0.83) | (−0.63) | |
| 0.123* | 0.168*** | 0.040 | 0.170*** | 0.123** | 0.167*** | 0.172*** | 0.157*** | 0.079 | |
| (2.25) | (2.90) | (1.06) | (3.14) | (2.00) | (2.96) | (2.75) | (2.66) | (1.30) | |
| 0.678*** | 0.698*** | 0.621*** | 0.705*** | 0.657*** | 0.657*** | 0.667*** | 0.694*** | 0.535*** | |
| (6.93) | (8.04) | (6.32) | (8.10) | (6.28) | (6.33) | (7.72) | (7.94) | (6.35) | |
| 1.250*** | 0.950*** | 2.329*** | 0.877*** | 0.324 | 1.039** | 1.060*** | 0.693** | 1.792*** | |
| (3.73) | (3.34) | (6.42) | (3.31) | (1.04) | (2.59) | (3.33) | (2.12) | (6.98) | |
| 0.206*** | 0.199*** | 0.193*** | 0.209*** | 0.169*** | 0.198*** | 0.212*** | 0.207*** | 0.184*** | |
| (5.14) | (5.97) | (4.54) | (6.46) | (3.43) | (4.71) | (4.66) | (5.11) | (3.95) | |
| −0.339*** | −0.351*** | −0.384*** | −0.353*** | −0.388*** | −0.378*** | −0.368*** | −0.370*** | −0.398*** | |
| (−6.67) | (−7.30) | (−7.64) | (−7.01) | (−8.40) | (−8.84) | (−9.06) | (−8.10) | (−8.13) | |
| −0.031* | −0.027** | −0.025* | −0.027** | −0.031** | −0.028** | −0.027** | −0.029** | −0.030* | |
| (−2.26) | (−2.14) | (−1.85) | (−2.31) | (−2.58) | (−2.20) | (−2.07) | (−2.41) | (−1.93) | |
| Y | Y | Y | Y | Y | Y | Y | Y | Y | |
| Y | Y | Y | Y | Y | Y | Y | Y | Y | |
| −1.205 | −1.387 | −0.818 | −1.144 | −1.123 | −1.142 | −1.633 | −1.334 | −1.126 | |
| (−0.70) | (−0.86) | (−0.54) | (−0.70) | (−0.70) | (−0.68) | (−0.94) | (−0.75) | (−0.79) | |
| 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | 1,129 | |
| 0.463 | 0.466 | 0.462 | 0.468 | 0.473 | 0.459 | 0.461 | 0.465 | 0.468 |
Note(s): This table shows the regression results for the characteristics of family non-executive directors. Columns (1)–(4) are used to test the effect of kinship; Columns (5)–(8) are used to test the heterogeneity of family shareholding mode; Column (9) reports the result of the effect of excessive family directors. We report t-statistics in parentheses. All models include year and industry-fixed effects. *, ** and *** indicate two-tailed statistical significance at the 10%, 5% and 1% levels, respectively. All variables are defined in Appendix
Source(s): Table by authors