Two-stage least square (2SLS) regression
| Parameter | First stage | Second STAGE | Exclusion criteria | Second stage | Exclusion criteria |
|---|---|---|---|---|---|
| (1) | SRV (2) | (3) | ROAV (4) | (5) | |
| Intercept | 0.006 | 0.381 | 0.344 | ||
| Lag_EngCEO (IV) | 0.498*** (8.450) | 0.013 (1.299) | 0.010 (0.984) | ||
| Predicted_EngCEO | 0.027* (1.690) | 0.022** (2.031) | |||
| ROA | 0.000 (0.190) | 0.204*** (4.099) | 0.181*** (3.790) | ||
| Leverage | −0.060* (1.850) | 0.001 (0.996) | 0.002 (1.201) | ||
| FirmSize | 0.017*** (3.230) | −0.012*** (−6.579) | −0.009*** (−5.454) | ||
| SalesGrowth | 0.001 (0.670) | −0.008 (−1.142) | −0.006 (−1.015) | ||
| Bsize | −0.002 (0.480) | −0.004** (−2.296) | −0.003** (−2.149) | ||
| BInd | −0.015 (0.520) | 0.000 (0.964) | 0.001 (0.877) | ||
| CAPEX | −0.001 (0.250) | 0.0002 (1.454) | 0.000 (1.279) | ||
| CEOGEN | −0.003 (0.100) | 0.0005 (0.045) | 0.001 (0.056) | ||
| CEODUA | 0.017 (0.890) | −0.015 (−1.560) | −0.014 (−1.431) | ||
| BEng | 0.181*** (3.600) | 0.0024 (0.123) | 0.001 (0.105) | ||
| Year and industry FE | Yes | Yes | Yes | ||
| R-squared | 0.441 | 0.200 | 0.00 | 0.210 | 0.00 |
| F-statistic | 40.97*** |
| Parameter | First stage | Second STAGE | Exclusion criteria | Second stage | Exclusion criteria |
|---|---|---|---|---|---|
| (1) | (3) | (5) | |||
| 0.006 | 0.381 | 0.344 | |||
| 0.498*** (8.450) | 0.013 (1.299) | 0.010 (0.984) | |||
| 0.027* (1.690) | 0.022** (2.031) | ||||
| 0.000 (0.190) | 0.204*** (4.099) | 0.181*** (3.790) | |||
| −0.060* (1.850) | 0.001 (0.996) | 0.002 (1.201) | |||
| 0.017*** (3.230) | −0.012*** (−6.579) | −0.009*** (−5.454) | |||
| 0.001 (0.670) | −0.008 (−1.142) | −0.006 (−1.015) | |||
| −0.002 (0.480) | −0.004** (−2.296) | −0.003** (−2.149) | |||
| −0.015 (0.520) | 0.000 (0.964) | 0.001 (0.877) | |||
| −0.001 (0.250) | 0.0002 (1.454) | 0.000 (1.279) | |||
| −0.003 (0.100) | 0.0005 (0.045) | 0.001 (0.056) | |||
| 0.017 (0.890) | −0.015 (−1.560) | −0.014 (−1.431) | |||
| 0.181*** (3.600) | 0.0024 (0.123) | 0.001 (0.105) | |||
| Yes | Yes | Yes | |||
| 0.441 | 0.200 | 0.00 | 0.210 | 0.00 | |
| 40.97*** |
Note(s): This table reports the results of the IV approach. Column 1 presents the first-stage regression results, estimating EngCEO using Lag_EngCEO as the instrumental variable (IV). Column 2 and 4 reports the second-stage regression estimates, testing the H1 that engineering-trained CEOs influence corporate risk-taking, using the predicted values of the endogenous variable (EngCEO). Column 3 and 5 shows the test of the exclusion criterion for the IV, evaluating whether Lag_EngCEO directly affects corporate risk-taking (SRV) without passing through EngCEO. *, ** and *** indicate statistical significance at 10, 5, and 1% levels, respectively. Variables are as defined in Table 1. t-statistics are reported in parentheses
Source(s): Authors’ own work
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