Multinomial logit regression marginal effects on employment outcome in 2010
| Variables | Tenure track | Other academic | Government | |||
|---|---|---|---|---|---|---|
| Margin | Std. Err. | Margin | Std. Err. | Margin | Std. Err. | |
| Women | −0.042 | 0.035 | 0.053* | 0.023 | 0.052* | 0.021 |
| Asian | 0.022 | 0.046 | 0.007 | 0.056 | −0.010 | 0.035 |
| URM | 0.009 | 0.031 | 0.017 | 0.045 | 0.028 | 0.027 |
| US citizen | −0.006 | 0.022 | 0.040+ | 0.021 | −0.012 | 0.018 |
| Age | 0.012 | 0.018 | 0.005 | 0.012 | 0.011 | 0.015 |
| Responses in 2001 | ||||||
| Married | 0.012 | 0.027 | 0.027 | 0.024 | −0.029 | 0.020 |
| Dependents < 6 | 0.017 | 0.025 | 0.022 | 0.024 | 0.017 | 0.022 |
| Women*Dependents | 0.014 | 0.052 | −0.018 | 0.041 | −0.122* | 0.054 |
| Employment in 2001 | ||||||
| Government | 0.081+ | 0.049 | 0.019 | 0.043 | 0.222* | 0.024 |
| Tenure track faculty | 0.435* | 0.048 | 0.176* | 0.040 | −0.827* | 0.117 |
| Postdoc | 0.224* | 0.032 | 0.130* | 0.033 | 0.102* | 0.034 |
| Other academic | 0.117* | 0.025 | 0.131* | 0.020 | 0.043+ | 0.023 |
| Unemployed | 0.066 | 0.071 | 0.035 | 0.047 | 0.101* | 0.041 |
| Variables | Tenure track | Other academic | Government | |||
|---|---|---|---|---|---|---|
| Women | −0.042 | 0.035 | 0.053* | 0.023 | 0.052* | 0.021 |
| Asian | 0.022 | 0.046 | 0.007 | 0.056 | −0.010 | 0.035 |
| URM | 0.009 | 0.031 | 0.017 | 0.045 | 0.028 | 0.027 |
| US citizen | −0.006 | 0.022 | 0.040+ | 0.021 | −0.012 | 0.018 |
| Age | 0.012 | 0.018 | 0.005 | 0.012 | 0.011 | 0.015 |
| Married | 0.012 | 0.027 | 0.027 | 0.024 | −0.029 | 0.020 |
| Dependents < 6 | 0.017 | 0.025 | 0.022 | 0.024 | 0.017 | 0.022 |
| Women*Dependents | 0.014 | 0.052 | −0.018 | 0.041 | −0.122* | 0.054 |
| Government | 0.081+ | 0.049 | 0.019 | 0.043 | 0.222* | 0.024 |
| Tenure track faculty | 0.435* | 0.048 | 0.176* | 0.040 | −0.827* | 0.117 |
| Postdoc | 0.224* | 0.032 | 0.130* | 0.033 | 0.102* | 0.034 |
| Other academic | 0.117* | 0.025 | 0.131* | 0.020 | 0.043+ | 0.023 |
| Unemployed | 0.066 | 0.071 | 0.035 | 0.047 | 0.101* | 0.041 |
Notes:
PhD completion year, age squared and indicator for PhD with disability were included in the model, but are not shown. Comparison groups are industry for employment in 2001 and White for race/ethnicity. *p < 0.05, +p < 0.10,
N = 819 observations
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