Table 6.
Comparisons between complete data and missing data samples within the analytic sample for this study
| Complete Data Sample | Missing Data Sample | t test or Chi-square test | Effect size | |||||
|---|---|---|---|---|---|---|---|---|
| Study variables | N | M (SE)/% | Min, Max | N | M (SE)/% | Min/Max | ||
| Female students | 12, 710 | 50% | 0,1 | 8,460 | 47% | 0/1 | 86.49*** | −0.06b |
| Race/ethnicity | 12,710 | — | 1,5 | 8,460 | — | 1/5 | 43.02*** | 0.05b |
| Potential first-gen. college | 12,710 | 44% | 0,1 | 8,460 | 57% | 0/1 | 198.80*** | 0.10b |
| Family income | 12,710 | 4.30 (0.04) | 1,13 | 8,460 | 3.82 (0.09) | 1/13 | 11.00*** | 0.15a |
| Science identity (9th grade) | 12,710 | 2.32 (0.01) | 1,4 | 8,370 | 2.23 (0.03) | 1/4 | 8.69*** | 0.13a |
| Science identity (11th grade) | 12,710 | 2.49 (0.01) | 1,4 | 8,070 | 2.45 (0.03) | 1/4 | 8.36*** | 0.12a |
| Science identity (3 years post-HS) | 12,710 | 2.62 (0.01) | 1,4 | 7,500 | 2.52 (0.05) | 1/4 | 5.03*** | 0.12a |
| Science grade (8th grade) | 12,710 | 4.12 (0.02) | 1,5 | 7,950 | 3.96 (0.04) | 1/5 | 14.79*** | 0.24a |
Note. Frequencies displayed are weighted for both samples. aIndicates Cohen’s d was used for measuring effect size among independent sample t-tests for continuous variables. Standard interpretation: small effect: 0.20, moderate effect: 0.50, large effect: 0.80. bIndicates Cramer’s V was used for measuring effect size among Chi-square tests for dichotomous variables. Standard interpretation: small effect: 0.10, moderate effect: 0.30, large effect: 0.50
SOURCE: U.S. Department of Education, Institute of Education Sciences, National Center for Education Statistics, High School Longitudinal Study of 2009 (HSLS:09), Base Year, First Year Follow-Up, Second Year Follow-Up
*p < 0.05. **p < 0.01. ***p < 0.001