Other robustness test results
| Panel A | ||||
|---|---|---|---|---|
| Variable | Variable advanced regression | Elimination of the board size | Replacement of key variables | |
| (1) | (2) | (3) | (4) | |
| Fned | 0.821* | 2.040*** | 0.309*** | 1.010*** |
| (1.93) | (3.03) | (4.18) | (5.59) | |
| Size | 0.098* | 0.131*** | 0.060 | 0.878*** |
| (1.75) | (2.98) | (1.53) | (53.59) | |
| Lev | 0.450 | −0.474 | 0.356 | 0.687*** |
| (1.01) | (−1.23) | (0.90) | (8.11) | |
| Growth | −0.238** | −0.139 | −0.156 | −0.173*** |
| (−2.16) | (−0.84) | (−1.56) | (−3.30) | |
| Age | −0.317** | −0.266 | −0.317** | 0.186*** |
| (−2.28) | (−1.55) | (−2.53) | (7.89) | |
| ROA | 2.260** | 1.544 | 1.313* | −0.133 |
| (2.15) | (0.97) | (1.70) | (−0.26) | |
| Board | 0.177 | 1.243 | 0.147 | 0.498*** |
| (0.43) | (1.57) | (0.74) | (2.94) | |
| Indep | 0.348 | 0.827 | −0.191 | 1.270*** |
| (0.32) | (0.39) | (−0.33) | (2.73) | |
| Dual | 0.199*** | 0.210*** | 0.219*** | 0.011 |
| (3.31) | (4.14) | (4.90) | (0.54) | |
| Mshare | 0.677*** | 0.698*** | 0.659*** | −0.408*** |
| (4.50) | (3.07) | (6.74) | (−7.53) | |
| FM | 1.119*** | 0.537 | 0.662*** | −0.226 |
| (4.97) | (0.46) | (3.02) | (−1.59) | |
| Child | 0.155** | 0.275*** | 0.208*** | 0.017 |
| (2.23) | (3.62) | (5.15) | (1.08) | |
| HT | −0.450*** | −0.291*** | −0.375*** | 0.071*** |
| (−12.18) | (−5.94) | (−8.91) | (3.29) | |
| Law | −0.013 | −0.054** | −0.029** | −0.017*** |
| (−1.23) | (−2.25) | (−2.19) | (−4.14) | |
| Year | Y | Y | Y | Y |
| Industry | Y | Y | Y | Y |
| Cons | −3.042 | −1.919 | −1.098 | −1.068 |
| (−1.16) | (−0.99) | (−0.70) | (−1.49) | |
| N | 839 | 610 | 1,129 | 1,854 |
| R2 | 0.456 | 0.469 | 0.460 | 0.698 |
| Panel A | ||||
|---|---|---|---|---|
| Variable | Variable advanced regression | Elimination of the board size | Replacement of key variables | |
| (1) | (2) | (3) | (4) | |
| 0.821* | 2.040*** | 0.309*** | 1.010*** | |
| (1.93) | (3.03) | (4.18) | (5.59) | |
| 0.098* | 0.131*** | 0.060 | 0.878*** | |
| (1.75) | (2.98) | (1.53) | (53.59) | |
| 0.450 | −0.474 | 0.356 | 0.687*** | |
| (1.01) | (−1.23) | (0.90) | (8.11) | |
| −0.238** | −0.139 | −0.156 | −0.173*** | |
| (−2.16) | (−0.84) | (−1.56) | (−3.30) | |
| −0.317** | −0.266 | −0.317** | 0.186*** | |
| (−2.28) | (−1.55) | (−2.53) | (7.89) | |
| 2.260** | 1.544 | 1.313* | −0.133 | |
| (2.15) | (0.97) | (1.70) | (−0.26) | |
| 0.177 | 1.243 | 0.147 | 0.498*** | |
| (0.43) | (1.57) | (0.74) | (2.94) | |
| 0.348 | 0.827 | −0.191 | 1.270*** | |
| (0.32) | (0.39) | (−0.33) | (2.73) | |
| 0.199*** | 0.210*** | 0.219*** | 0.011 | |
| (3.31) | (4.14) | (4.90) | (0.54) | |
| 0.677*** | 0.698*** | 0.659*** | −0.408*** | |
| (4.50) | (3.07) | (6.74) | (−7.53) | |
| 1.119*** | 0.537 | 0.662*** | −0.226 | |
| (4.97) | (0.46) | (3.02) | (−1.59) | |
| 0.155** | 0.275*** | 0.208*** | 0.017 | |
| (2.23) | (3.62) | (5.15) | (1.08) | |
| −0.450*** | −0.291*** | −0.375*** | 0.071*** | |
| (−12.18) | (−5.94) | (−8.91) | (3.29) | |
| −0.013 | −0.054** | −0.029** | −0.017*** | |
| (−1.23) | (−2.25) | (−2.19) | (−4.14) | |
| Y | Y | Y | Y | |
| Y | Y | Y | Y | |
| −3.042 | −1.919 | −1.098 | −1.068 | |
| (−1.16) | (−0.99) | (−0.70) | (−1.49) | |
| 839 | 610 | 1,129 | 1,854 | |
| 0.456 | 0.469 | 0.460 | 0.698 | |
| Panel B | ||
|---|---|---|
| Variable | Fned | Fned_BV |
| Fned | 1 | |
| Fned_BV | 0.223*** | 1 |
| Panel B | ||
|---|---|---|
| Variable | ||
| 1 | ||
| 0.223*** | 1 | |
Note(s): This table reports the results of other robustness tests. Column (1) in Panel A shows the result of variable advanced regression. Column (2) in Panel A shows the result of the elimination of the board size. Columns (3) and (4) in Panel A show the results of the replacement of the key variables. Panel B lists the correlation of between the proxy variable (dependent variable, Fned) and the replacement variable of robot adoption (Fned_BV). 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