Further tests: the effect of female management on the probability of entry in the product market and on three-year moving-average firm growth
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| OLS model ASO and innov. Startups Lag of the explanatory variables | OLS model ASO and innov. Startups Industry-adjusted firm growth | IV model ASO and innov. Startups Industry-adjusted firm growth | OLS model academic spin-offs and innov. Startups – Three-years moving-average firm growth) | OLS model academic spin-offs and innov. Startups – Three-years firm growth | OLS model academic spin-offs and innov. Startups – Probability of entry into the product market | |
| Female management | 0.876** | 0.084*** | 52.412*** | 1.394** | −0.325 | 0.235 |
| (0.392) | (0.021) | (18.327) | (0.660) | (0.351) | (0.538) | |
| Spin-off | −0.348 | −0.091*** | −18.9*** | 0.341 | −0.454 | −0.396 |
| (0.361) | (0.019) | (2.754) | (0.416) | (0.338) | (0.385) | |
| Female management × Spin-off | −1.742*** (0.498) | −0.136*** (0.033) | −87.661** (39.811) | −2.063** (0.851) | −1.346** (0.575) | −1.590** (0.702) |
| Age | −1.968* | −0.015** | −2.012*** | −5.612*** | −0.251** | −2.854*** |
| (1.034) | (0.006) | (0.507) | (0.244) | (0.110) | (0.188) | |
| Size | −0.537** | 0.023** | 0.019* | −0.008 | −0.510*** | −0.673*** |
| (0.229) | (0.009) | (0.010) | (0.122) | (0.088) | (0.110) | |
| Tangibility | −0.081 | −0.183 | −0.817 | 0.711 | −1.515** | −0.174 |
| (0.901) | (0.991) | (1.402) | (0.995) | (0.656) | (0.989) | |
| Profitability | −3.218*** | 0.067*** | 0.059*** | −2.372*** | −0.710*** | −2.767*** |
| (0.731) | (0.015) | (0.017) | (0.575) | (0.260) | (0.536) | |
| Debt | 0.119** | −0.011 | −0.009 | 0.030 | 0.040 | 0.186*** |
| (0.052) | (0.008) | (0.009) | (0.038) | (0.028) | (0.036) | |
| Cash Holdings | 3.021*** | 0.041*** | 0.038*** | 6.043*** | −0.228 | 3.695*** |
| (0.902) | (0.012) | (0.014) | (1.084) | (0.639) | (0.935) | |
| Foreign management | 1.689* | 0.028* | 0.021 | 0.385 | 0.263 | 2.526** |
| (0.957) | (0.015) | (0.017) | (0.485) | (0.247) | (1.028) | |
| Venture capital | −0.295 | 0.072*** | 0.065*** | −1.423** | −0.207 | −0.323 |
| (0.561) | (0.020) | (0.022) | (0.678) | (0.295) | (0.569) | |
| R2 | 0.053 | 0.078 | 0.065 | 0.010 | 0.040 | |
| Observations | 26,678 | 29,658 | 29,658 | 22,129 | 18,153 | 29,658 |
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| OLS model | OLS model | IV model | OLS model academic spin-offs and innov. Startups – Three-years moving-average firm growth) | OLS model academic spin-offs and innov. Startups – Three-years firm growth | OLS model academic spin-offs and innov. Startups – Probability of entry into the product market | |
| Female management | 0.876** | 0.084*** | 52.412*** | 1.394** | −0.325 | 0.235 |
| (0.392) | (0.021) | (18.327) | (0.660) | (0.351) | (0.538) | |
| Spin-off | −0.348 | −0.091*** | −18.9*** | 0.341 | −0.454 | −0.396 |
| (0.361) | (0.019) | (2.754) | (0.416) | (0.338) | (0.385) | |
| Female management × Spin-off | −1.742*** (0.498) | −0.136*** (0.033) | −87.661** (39.811) | −2.063** (0.851) | −1.346** (0.575) | −1.590** (0.702) |
| Age | −1.968* | −0.015** | −2.012*** | −5.612*** | −0.251** | −2.854*** |
| (1.034) | (0.006) | (0.507) | (0.244) | (0.110) | (0.188) | |
| Size | −0.537** | 0.023** | 0.019* | −0.008 | −0.510*** | −0.673*** |
| (0.229) | (0.009) | (0.010) | (0.122) | (0.088) | (0.110) | |
| Tangibility | −0.081 | −0.183 | −0.817 | 0.711 | −1.515** | −0.174 |
| (0.901) | (0.991) | (1.402) | (0.995) | (0.656) | (0.989) | |
| Profitability | −3.218*** | 0.067*** | 0.059*** | −2.372*** | −0.710*** | −2.767*** |
| (0.731) | (0.015) | (0.017) | (0.575) | (0.260) | (0.536) | |
| Debt | 0.119** | −0.011 | −0.009 | 0.030 | 0.040 | 0.186*** |
| (0.052) | (0.008) | (0.009) | (0.038) | (0.028) | (0.036) | |
| Cash Holdings | 3.021*** | 0.041*** | 0.038*** | 6.043*** | −0.228 | 3.695*** |
| (0.902) | (0.012) | (0.014) | (1.084) | (0.639) | (0.935) | |
| Foreign management | 1.689* | 0.028* | 0.021 | 0.385 | 0.263 | 2.526** |
| (0.957) | (0.015) | (0.017) | (0.485) | (0.247) | (1.028) | |
| Venture capital | −0.295 | 0.072*** | 0.065*** | −1.423** | −0.207 | −0.323 |
| (0.561) | (0.020) | (0.022) | (0.678) | (0.295) | (0.569) | |
| 0.053 | 0.078 | 0.065 | 0.010 | 0.040 | ||
| Observations | 26,678 | 29,658 | 29,658 | 22,129 | 18,153 | 29,658 |
Note(s): Results in Columns (1), (2), (4), (5) and (6) are based on pooled OLS regressions. Year and industry fixed effects are included in Columns (1), (2), (4), (5) and (6). In Columns (2) and (3), the dependent variable is industry-adjusted firm growth. Column (3) reports IV estimates using the industry-level average of female managers as an instrument; the results are fully consistent with those in Column (2) and Table 7. Robust standard errors are reported in brackets. ***p < 0.01, **p < 0.05, *p < 0.10
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