Gender occupational segregation

GRAPE
GRAPEGRAPE
Gender occupational segregation
The role of parents
Magdalena Smyk, Iga Magda
FAME| GRAPE, IBS, Warsaw School of Economics
19th June 2023
1 / 19
Motivation
Gender occupational segregation:
common and permanent pheonomenon
contributes to explaining gender wage differences
unexplained by changes in barriers in access to occupation
Gender differences in the choice of occupation:
preferences
traits (risk aversion, competitiveness, altruism, etc.)
nature or nurture?
2 / 19
Contribution
The role of parents:
inheritance of the profession
transmision of gender norms
Hypothesis:
Parents’ gender norms influence their children’s choices of
education and occupation.
Empirical test of intergenerational transmission of:
gender beliefs related to education (DIRECT)
gender norms related to choice of occupation (INDIRECT)
3 / 19
Transmission of gender beliefs
Do parents’ gender beliefs related to education correlate
with children’s plans regarding choice of occupation?
4 / 19
Transmission of gender beliefs
P(STEM = 1|Xi ) = α+β1OwnBeliefsi +β2Parents0
Beliefsi +γXi +i
Dependent variable P(STEM = 1|Xi )
Pupil plans to work in a STEM (Science, Technology, Engineering,
Math) occupation
Independent variables
Pupil: ”boys are better in math than girls” (OwnBeliefsi )
Parent: ”boys are better in math than girls” (ParentsBeliefsi )
Control variables (Xi )
GPA in math, parents’ STEM occupation, math teacher gender,
race, school controls
5 / 19
Transmission of gender beliefs
Data
What we need:
gender beliefs of students and parents
student’s occupational plans
student’s, family and school characteristics
High School Longitudinal Study of 2009 (USA)
What do we expect?
own beliefs and parents’ beliefs correlate with plan to work in
STEM field at age 30:
positively - for boys
negatively - for girls
6 / 19
Gender beliefs and STEM plans - marginal effects
reference level: ”boys and girls are equally good in math”
7 / 19
Summary
Results:
Gender beliefs correlate with occupational plans (STEM) of
high-school pupils
Stereotypical belief of a parent is especially harmful for girls
Parent’s gender beliefs effect is stronger than own beliefs or
math GPA’s effect
Additionally:
Different pattern when considering science gender beliefs
8 / 19
Transmission of norms related to choice of occupation
Do parents transmit gender norms related to choice of
occupation to their children?
9 / 19
Transmission of norms related to choice of occupation
Empirical proxy of gender norms and choices:
index of dissimilarity - useless
new index showing how typical is the occupation for women:
Gender Intensity of an Occupation (GIOcc) Index
GIOcci,t =
share of womeni,t
share of woment
,
where i - narrow occupational group, t - year
computed on American Community Survey Data 1968-2017
10 / 19
Gender Intensity of an Occupation (GIOcc) Index
11 / 19
Transmission of norms related to choice of occupation
GIOcci = α + β1 Father0
s GIOcci + β2 Mother0
s GIOcci + γ Xi + i
Dependent variable (GIOcci )
Gender intensity of the occupation of an individual i
Independent variables:
Father0s GIOcc - gender intensity of i father’s occupation
Mother0s GIOcc - gender intensity of i mother’s occupation
Control variables (Xi )
gender, years of education, age in 2017, race, siblings order
12 / 19
Transmission of norms related to choice of occupation
Data
What do we need?
occupation of the individual
occupations of the parents
characteristics of the individual
characteristics of the family
Panel Study of Income Dynamics 1968-2017
13 / 19
Transmission of norms related to choice of occupation
What do we expect?
Correlation between GIOcc indexes of:
father and son - positive
mother and daughter - positive
father and daughter - negative
mother and son - negative
14 / 19
Transmission of norms related to choice of occupation
Total Different Only
occupations siblings
FATHER - SON 0.05*** 0.03* 0.04*
(0.02) (0.02) (0.02)
MOTHER - DAUGHTER 0.01 -0.02 -0.02
(0.03) (0.03) (0.03)
FATHER - DAUGHTER -0.04*** -0.04** -0.03**
(0.03) (0.03) (0.03)
MOTHER - SON -0.02 -0.04* -0.02
(0.02) (0.02) (0.02)
Observations 7017 6539 6027
controls: gender, years of education, age in 2017, siblings order
15 / 19
Summary
Robustness checks:
Parents’ occupations specifications
Placebo tests
Results:
Transmission from father to son and daughter - confirmed
Transmission from mother to son or daughter - rejected
16 / 19
Baltic context - Polish sample (2021)
Regression on the share of women (fs) in reported occupation
(based on LFS):
Coef. Std. Err. Significance
Father’s fs  son’s fs 0.14 0.06 **
Father’s fs  daughter’s fs -0.09 0.08 ***
Mother’s fs  son’s fs 0.01 0.06 -
Mother’s fs  son’s fs 0.06 0.06 -
sample size: 638
controls: gender, education, age
17 / 19
Conclusions
Parents play significant role for their children’s choice of
occupation in the context of gender norms
Parents’ gender beliefs correlate with children’s occupational
plans (STEM)
Father’s occupation gender intensity correlates with gender
intensity of son’s and daughter’s occupation
18 / 19
Thank you!
Magdalena Smyk msmyk@grape.org.pl
NCN grant no. 2019/33/B/HS4/01645
19 / 19
1 von 19

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Gender occupational segregation

  • 1. Gender occupational segregation The role of parents Magdalena Smyk, Iga Magda FAME| GRAPE, IBS, Warsaw School of Economics 19th June 2023 1 / 19
  • 2. Motivation Gender occupational segregation: common and permanent pheonomenon contributes to explaining gender wage differences unexplained by changes in barriers in access to occupation Gender differences in the choice of occupation: preferences traits (risk aversion, competitiveness, altruism, etc.) nature or nurture? 2 / 19
  • 3. Contribution The role of parents: inheritance of the profession transmision of gender norms Hypothesis: Parents’ gender norms influence their children’s choices of education and occupation. Empirical test of intergenerational transmission of: gender beliefs related to education (DIRECT) gender norms related to choice of occupation (INDIRECT) 3 / 19
  • 4. Transmission of gender beliefs Do parents’ gender beliefs related to education correlate with children’s plans regarding choice of occupation? 4 / 19
  • 5. Transmission of gender beliefs P(STEM = 1|Xi ) = α+β1OwnBeliefsi +β2Parents0 Beliefsi +γXi +i Dependent variable P(STEM = 1|Xi ) Pupil plans to work in a STEM (Science, Technology, Engineering, Math) occupation Independent variables Pupil: ”boys are better in math than girls” (OwnBeliefsi ) Parent: ”boys are better in math than girls” (ParentsBeliefsi ) Control variables (Xi ) GPA in math, parents’ STEM occupation, math teacher gender, race, school controls 5 / 19
  • 6. Transmission of gender beliefs Data What we need: gender beliefs of students and parents student’s occupational plans student’s, family and school characteristics High School Longitudinal Study of 2009 (USA) What do we expect? own beliefs and parents’ beliefs correlate with plan to work in STEM field at age 30: positively - for boys negatively - for girls 6 / 19
  • 7. Gender beliefs and STEM plans - marginal effects reference level: ”boys and girls are equally good in math” 7 / 19
  • 8. Summary Results: Gender beliefs correlate with occupational plans (STEM) of high-school pupils Stereotypical belief of a parent is especially harmful for girls Parent’s gender beliefs effect is stronger than own beliefs or math GPA’s effect Additionally: Different pattern when considering science gender beliefs 8 / 19
  • 9. Transmission of norms related to choice of occupation Do parents transmit gender norms related to choice of occupation to their children? 9 / 19
  • 10. Transmission of norms related to choice of occupation Empirical proxy of gender norms and choices: index of dissimilarity - useless new index showing how typical is the occupation for women: Gender Intensity of an Occupation (GIOcc) Index GIOcci,t = share of womeni,t share of woment , where i - narrow occupational group, t - year computed on American Community Survey Data 1968-2017 10 / 19
  • 11. Gender Intensity of an Occupation (GIOcc) Index 11 / 19
  • 12. Transmission of norms related to choice of occupation GIOcci = α + β1 Father0 s GIOcci + β2 Mother0 s GIOcci + γ Xi + i Dependent variable (GIOcci ) Gender intensity of the occupation of an individual i Independent variables: Father0s GIOcc - gender intensity of i father’s occupation Mother0s GIOcc - gender intensity of i mother’s occupation Control variables (Xi ) gender, years of education, age in 2017, race, siblings order 12 / 19
  • 13. Transmission of norms related to choice of occupation Data What do we need? occupation of the individual occupations of the parents characteristics of the individual characteristics of the family Panel Study of Income Dynamics 1968-2017 13 / 19
  • 14. Transmission of norms related to choice of occupation What do we expect? Correlation between GIOcc indexes of: father and son - positive mother and daughter - positive father and daughter - negative mother and son - negative 14 / 19
  • 15. Transmission of norms related to choice of occupation Total Different Only occupations siblings FATHER - SON 0.05*** 0.03* 0.04* (0.02) (0.02) (0.02) MOTHER - DAUGHTER 0.01 -0.02 -0.02 (0.03) (0.03) (0.03) FATHER - DAUGHTER -0.04*** -0.04** -0.03** (0.03) (0.03) (0.03) MOTHER - SON -0.02 -0.04* -0.02 (0.02) (0.02) (0.02) Observations 7017 6539 6027 controls: gender, years of education, age in 2017, siblings order 15 / 19
  • 16. Summary Robustness checks: Parents’ occupations specifications Placebo tests Results: Transmission from father to son and daughter - confirmed Transmission from mother to son or daughter - rejected 16 / 19
  • 17. Baltic context - Polish sample (2021) Regression on the share of women (fs) in reported occupation (based on LFS): Coef. Std. Err. Significance Father’s fs son’s fs 0.14 0.06 ** Father’s fs daughter’s fs -0.09 0.08 *** Mother’s fs son’s fs 0.01 0.06 - Mother’s fs son’s fs 0.06 0.06 - sample size: 638 controls: gender, education, age 17 / 19
  • 18. Conclusions Parents play significant role for their children’s choice of occupation in the context of gender norms Parents’ gender beliefs correlate with children’s occupational plans (STEM) Father’s occupation gender intensity correlates with gender intensity of son’s and daughter’s occupation 18 / 19
  • 19. Thank you! Magdalena Smyk msmyk@grape.org.pl NCN grant no. 2019/33/B/HS4/01645 19 / 19