Gender effects in selection (logistic regression)
| Phase I | Phase II | |||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| PI gender | 0.05 (0.13) | 0.25 (0.19) | 0.02 (0.19) | −0.11 (0.30) | −1.23** (0.46) | 0.39 (0.58) |
| History | −0.01 (0.01) | −0.03* (0.02) | ||||
| PI gender history | −0.02 (0.01) | 0.11*** (0.03) | ||||
| PI applications | −0.01 (0.02) | 0.02 (0.09) | ||||
| PI gender applications | 0.02 (0.04) | −0.35 (0.37) | ||||
| Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Controls | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 8097 | 8097 | 8097 | 1657 | 1657 | 1657 |
| PIs | 3501 | 3501 | 3501 | 1118 | 1118 | 1118 |
| Tjur D | 0.41 | 0.41 | 0.40 | 0.28 | 0.28 | 0.28 |
| Phase I | Phase | |||||
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| 0.05 (0.13) | 0.25 (0.19) | 0.02 (0.19) | −0.11 (0.30) | −1.23** (0.46) | 0.39 (0.58) | |
| History | −0.01 (0.01) | −0.03* (0.02) | ||||
| −0.02 (0.01) | 0.11*** (0.03) | |||||
| −0.01 (0.02) | 0.02 (0.09) | |||||
| 0.02 (0.04) | −0.35 (0.37) | |||||
| Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Controls | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 8097 | 8097 | 8097 | 1657 | 1657 | 1657 |
| PIs | 3501 | 3501 | 3501 | 1118 | 1118 | 1118 |
| Tjur D | 0.41 | 0.41 | 0.40 | 0.28 | 0.28 | 0.28 |
***p < 0.01; **p < 0.05; *p < 0.1. Selection outcomes are estimated with logistic regressions. Data are drawn from NASA SBIR/STTR proposal database from 2009–2016. Observations with male PIs are weighted by an entropy balancing algorithm. Controls include patents, headcount, reviewing Center, and the Technical Score. History indicates the number of years since the proposing firm’s first award from the NASA SBIR/STTR programs. Applications indicate the number of proposals by the PI in the proposal database. Standard errors are estimated by clustering by PI. The figure of merit is Tjur’s Coefficient of Discrimination D
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