Decomposition Analysis to explain gender differences
English (1) | Literature & Arts (2) | Social Science II (3) | Social Science I (4) | English (5) | Literature & Arts (6) | Social Science II (7) | Social Science I (8) | |
---|---|---|---|---|---|---|---|---|
Average probability for males | 0.1047 | 0.0681 | 0.2065 | 0.174 | 0.1047 | 0.0681 | 0.2065 | 0.174 |
Average probability for females | 0.0446 | 0.1524 | 0.1158 | 0.2151 | 0.0446 | 0.1524 | 0.1158 | 0.2151 |
Gender difference in probabilitya | 0.0601 | −0.0843 | 0.0907 | −0.0411 | 0.0601 | −0.0843 | 0.0907 | −0.0411 |
Percentage decrease in the “Gender Difference in Probability” contributed by gender differences in: | ||||||||
---|---|---|---|---|---|---|---|---|
Beliefs about | Preference Parameters about | |||||||
Graduating in four years | −0.89%b | −1.76% | −4.63%*** | −5.34% | 15.07%***c | 4.89%*** | 2.74%** | 27.12%*** |
Graduate with GPA ≥3.5 | 4.63% | 3.36% | −0.93% | 12.51% | 14.48%*** | 7.38%*** | 4.47%*** | 19.95%*** |
Enjoying coursework | 26.71%*** | 51.25%*** | 31.12%*** | 86.69%*** | 13.52%*** | 8.24%*** | 3.11%*** | 24.26%*** |
Hours / week on coursework | −3.14% | −2.61% | −1.18% | −1.81% | 2.00%*** | 0.37%** | 1.62%*** | 6.79%*** |
Approval of parents | 2.51%** | 5.96%** | 6.47%** | −6.44% | 2.35%*** | 3.99%*** | 2.68% | 1.79% |
Finding a job | 0.27% | 0.58% | 0.30% | −0.96% | −0.20%*** | −0.21%*** | −0.25%*** | −0.28%*** |
Enjoying work at jobs | 5.87% | 7.70% | 10.91% | 0.63% | 4.92%*** | 3.77%*** | 4.37%** | 25.85%*** |
Reconcile family and work | 4.55% | 2.86% | 4.04% | −0.25% | −2.21%** | −8.31%*** | −5.52%*** | −11.20%*** |
Social status of jobs | −1.74% | −3.11% | 29.98%*** | −46.44%*** | 13.81%*** | 28.92%*** | 13.05%*** | −5.63% |
Hours/ week at the jobs | 2.29% | 0.89% | −4.47% | 2.86% | −3.32%*** | −9.89%*** | −9.27%*** | −16.01%*** |
Expected income at 30 | −0.27% | −3.11%*** | 6.76%*** | −20.87%** | 0.29% | 1.81%*** | 4.82% | 3.20%* |
All included variables | 41.75% | 62.01% | 78.36% | 20.00% | 58.25% | 37.99% | 21.64% | 80.00% |
Notes:
Each cell shows the contribution in percentage of the relevant variable toward the gap in probability. A positive (negative) number means the contribution is in the (opposite) direction of the gender diff in probability.
↵a Gender difference in probability is defined as: Average probability of males – average probability of females.
↵b Here, −0.89 percent implies that replacing female beliefs about graduating in four years in engineering by those of males will decrease the gap of 0.0601 by −0.89 percent (that is, increase it by 0.89 percent)
↵c Replacing female preferences for graduating in four years with the male preferences will decrease the gap of 0.0601 by 15.07 percent.
Standard errors computed by delta method.
↵***,**,* contribution toward the gap in probability is sig at 1 percent, 5 percent, and 10 percent respectively.