Sensitivity analysis: alternative estimation techniques
| Parameters | Quantile regression | Tobit regression | ||||
|---|---|---|---|---|---|---|
| 50th Percentile | 75th Percentile | SRV | ROAV | |||
| SRV | SRV | ROAV | ROAV | |||
| Intercept | 0.345*** (8.38) | 0.352*** (8.56) | 0.017*** (2.53) | 0.129*** (2.87) | 0.123*** (8.63) | 0.385*** (11.35) |
| EngCEO | 0.007* (1.80) | 0.009* (1.8) | 0.012 (0.87) | 0.009* (1.69) | 0.009** (2.54) | 0.013* (1.73) |
| BEng | 0.043** (2.00) | 0.043 (2.00) | 0.016 (0.79) | 0.016 (0.79) | −0.024** (−1.68) | 0.043** (2.32) |
| BSize | −0.005** (−2.22) | −0.006** (−2.32) | 0.005** (2.48) | 0.005** (2.48) | −0.003** (−2.35) | −0.005*** (−2.60) |
| BInd | 0.000 (−1.31) | 0.000 (−1.31) | 0.000* (1.69) | 0.000* (1.96) | 0.000** (−2.36) | 0.000 (−0.87) |
| ROA | −0.162*** (−5.83) | −0.238*** (−4.83) | 0.081*** (3.21) | 0.081*** (3.21) | −0.118*** (−7.64) | −0.137*** (−6.66) |
| FirmSize | −0.008*** (−3.57) | −0.008*** (−3.57) | 0.000 (0.05) | 0.000 (0.05) | −0.002 (−1.42) | −0.01*** (−5.80) |
| Leverage | −0.002 (−1.25) | −0.000 (−1.15) | 0.001 (0.72) | 0.001 (0.72) | 0.000 (0.35) | 0.000 (0.24) |
| CAPEX | 0.001*** (4.16) | 0.000*** (4.11) | 0.000 (0.87) | 0.000 (0.84) | 0.000 (−0.28) | 0.000 (2.63) |
| SalesGrowth | 0.014** (2.09) | 0.014** (1.9) | 0.032*** (4.61) | 0.032*** (4.61) | 0.220*** (4.87) | −0.001 (−0.19) |
| CEOGender | 0.007 (0.56) | 0.000 (0.36) | 0.001 (0.04) | 0.001 (0.04) | 0.004 (0.50) | 0.006 (0.60) |
| CEODuality | 0.004 (0.35) | 0.000 (0.11) | 0.014 (1.40) | 0.014 (1.40) | 0.000 (0.07) | 0.003 (0.31) |
| CEOTenure | −0.002 (0.63) | −0.000 (0.85) | 0.001 (0.13) | 0.001 (0.23) | 0.000 (0.56) | 0.003 (0.23) |
| Year and industry FE | Yes | Yes | Yes | Yes | Yes | Yes |
| R-squared | 0.262 | 0.298 | 0.264 | 0.276 | 0.32 | 0.236 |
| Parameters | Quantile regression | Tobit regression | ||||
|---|---|---|---|---|---|---|
| 50th Percentile | 75th Percentile | |||||
| 0.345*** (8.38) | 0.352*** (8.56) | 0.017*** (2.53) | 0.129*** (2.87) | 0.123*** (8.63) | 0.385*** (11.35) | |
| 0.007* (1.80) | 0.009* (1.8) | 0.012 (0.87) | 0.009* (1.69) | 0.009** (2.54) | 0.013* (1.73) | |
| 0.043** (2.00) | 0.043 (2.00) | 0.016 (0.79) | 0.016 (0.79) | −0.024** (−1.68) | 0.043** (2.32) | |
| −0.005** (−2.22) | −0.006** (−2.32) | 0.005** (2.48) | 0.005** (2.48) | −0.003** (−2.35) | −0.005*** (−2.60) | |
| 0.000 (−1.31) | 0.000 (−1.31) | 0.000* (1.69) | 0.000* (1.96) | 0.000** (−2.36) | 0.000 (−0.87) | |
| −0.162*** (−5.83) | −0.238*** (−4.83) | 0.081*** (3.21) | 0.081*** (3.21) | −0.118*** (−7.64) | −0.137*** (−6.66) | |
| −0.008*** (−3.57) | −0.008*** (−3.57) | 0.000 (0.05) | 0.000 (0.05) | −0.002 (−1.42) | −0.01*** (−5.80) | |
| −0.002 (−1.25) | −0.000 (−1.15) | 0.001 (0.72) | 0.001 (0.72) | 0.000 (0.35) | 0.000 (0.24) | |
| 0.001*** (4.16) | 0.000*** (4.11) | 0.000 (0.87) | 0.000 (0.84) | 0.000 (−0.28) | 0.000 (2.63) | |
| 0.014** (2.09) | 0.014** (1.9) | 0.032*** (4.61) | 0.032*** (4.61) | 0.220*** (4.87) | −0.001 (−0.19) | |
| 0.007 (0.56) | 0.000 (0.36) | 0.001 (0.04) | 0.001 (0.04) | 0.004 (0.50) | 0.006 (0.60) | |
| 0.004 (0.35) | 0.000 (0.11) | 0.014 (1.40) | 0.014 (1.40) | 0.000 (0.07) | 0.003 (0.31) | |
| −0.002 (0.63) | −0.000 (0.85) | 0.001 (0.13) | 0.001 (0.23) | 0.000 (0.56) | 0.003 (0.23) | |
| Yes | Yes | Yes | Yes | Yes | Yes | |
| 0.262 | 0.298 | 0.264 | 0.276 | 0.32 | 0.236 | |
Note(s): *, ** 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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