Table 4.
Results of generalized linear models predicting student gains in three areas (n = 227)a
A. Thinking and working like a scientist | B. Personal gains | C. Gains in knowledge and skills | |||||||
---|---|---|---|---|---|---|---|---|---|
Independent variables | B | SE | p Value | B | SE | p Value | B | SE | p Value |
Months in a research experience | 0.012 | 0.0053 | 0.019 | 0.011 | 0.0054 | 0.034 | 0.008 | 0.0054 | 0.117 |
Quality of mentor | 0.333 | 0.0527 | <0.001 | 0.343 | 0.0533 | <0.001 | 0.248 | 0.0528 | <0.001 |
Latino/a | 0.214 | 0.1631 | 0.189 | 0.348 | 0.1646 | 0.035 | 0.110 | 0.1659 | 0.507 |
English at home | −0.025 | 0.1099 | 0.817 | −0.009 | 0.1110 | 0.939 | 0.079 | 0.1119 | 0.483 |
Providing for children/dependents | 0.011 | 0.0048 | 0.023 | 0.010 | 0.0048 | 0.037 | 0.014 | 0.0048 | 0.005 |
Income | −0.029 | 0.0233 | 0.213 | −0.034 | 0.0237 | 0.152 | −0.033 | 0.0237 | 0.158 |
Sex | 0.056 | 0.0966 | 0.562 | −0.036 | 0.0976 | 0.714 | 0.023 | 0.0978 | 0.810 |
Resources received | 0.093 | 0.0202 | <0.001 | 0.082 | 0.0203 | <0.001 | 0.091 | 0.0204 | <0.001 |
Graduated | −0.105 | 0.1088 | 0.333 | −0.045 | 0.1090 | 0.683 | 0.058 | 0.1098 | 0.596 |
Participation in multiple programs | −0.124 | 0.1130 | 0.273 | −0.009 | 0.1141 | 0.939 | −0.026 | 0.1147 | 0.817 |
aResults reported are pooled across the 20 imputed data sets, and each model uses a normal distribution with an identity link function. Quality of mentor, months in a research experience, resources received as part of research program, providing for children/dependents, and income were included as standardized variables.