– All three factors, math achievement, perceived math ability, and parental occupation in a science field, are found to be significant predictors of the probability of majoring in science in college.
– Having a parent working in a science related field is associated with a better performance in math but not necessarily higher levels of perceived math ability, given math performance.
– Most of the observed positive effects of having a parent in a science related occupation seem to be concentrated among females.
– Estimated effects of higher levels of math achievement are about double for boys than for girls. Estimates of perceived math ability are also slightly larger for boys.
2017 - Gender Gaps in Math Performance, Perceived Mathematical Ability and College STEM Education: The Role of Parental Occupation
This study uses data from the Panel Study of Income Dynamics (PSID). A supplemental PSID dataset used for analysis comes from the Youth’s Transition into Adulthood (TA) study.
The sample includes 2,158 observations of children with valid AP scores and reported math ability, with about half the sample representing males and the other half females.
DV: dummy variable for college major in “hard sciences” STEM (engineering, architecture, mathematical and computer sciences), additional dummy variable for general STEM major (also included life, physical and social sciences)
IV: math ability (standardized Woodcock Johnson applied problems test (W-J AP) scores), self-reported math ability (scale of 1 to 7 from “not at all good” to “very good”), parental occupation (coded following the 3-digit code index of industries and occupations, from the 2000 census of population and housing), dummy variable for at least one parent having a “hard science” occupation, dummy variable for at least one parent having a general STEM occupation