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Table 6 Predictive relationships between perceived abilities, interests, and STEM major clusters

From: Perceived abilities or academic interests? Longitudinal high school science and mathematics effects on postsecondary STEM outcomes by gender and race

 

Computing and engineering sciences

Social, behavioral, natural, and other sciences

Non-STEM (Reference)

RRR

SE

RRR

SE

RRR

SE

Dependent variable

 STEM degree attainment (Specific)

Perceived abilities

 Perceived mathematical ability

1.63**

0.31

1.08

0.09

  

 Perceived scientific ability

1.50***

0.19

1.50***

0.13

  

Academic interests

 Math interest

1.22

0.17

1.15^

0.08

  

 Science interest

0.94

0.13

0.99

0.09

  

Student characteristics

 Gender (Reference = Boys)

  Girls

0.25***

0.04

2.35***

0.23

  

 Race/ethnicity (Reference = White)

  Asian

1.24

0.27

1.65***

0.25

  

  Black

1.00

0.21

1.03

0.14

  

  Latina/o/x

1.48*

0.26

1.37

0.20

  

  Multiple and other race

0.83

0.15

1.20

0.14

  

 Family characteristics

  Family income

0.97^

0.02

0.99

0.01

  

  Parental college degree

1.12

0.14

0.87^

0.07

  

  Father’s occupation (STEM)

1.12

0.15

0.94

0.12

  

  Mother’s occupation (STEM)

1.19

0.15

1.14

0.11

  

 Student preparation and observed ability in H.S

  Highest H.S. math course

1.07

0.13

1.19^

0.11

  

  Highest H.S. science course

2.02

0.17

1.08

0.09

  

  H.S. math course GPA

0.98

0.16

0.94

0.07

  

  H.S. science course GPA

1.23

0.21

1.25**

0.10

  

School characteristics

 High school type (Reference = Public)

  Catholic

0.78

0.13

1.11

0.13

  

  Other private

0.68**

0.10

0.86

0.10

  

 College type first attended

  Two-year college

1.08

0.15

0.92

0.11

  

 High school location (Reference = Urban)

  Suburban

0.98

0.13

1.00

0.12

  

  Town

1.10

0.22

1.28

0.22

  

  Rural

0.80

0.13

1.20

0.17

  

Classroom characteristics

 Math teacher

0.82

0.11

0.85

0.08

  

 Science teacher

0.96

0.15

1.04

0.11

  

Constant

0.01***

 

0.05***

   

 F test

19.45***

     

 Sample N

11,560

     

 Population N

2,713,260

     
  1. ^p < 0.10, *p < 0.05, **p < 0.01, ***p < 0.001. Standard errors are shown in parentheses. Multinomial logistic regression results are reported. RRR represents relative risk ratios, where numbers greater than zero represent a positive increase in the relative probability of an event occurring. N was rounded to the nearest ten to comply with NCES restricted-data regulations
  2. Source: U.S. Department of Education, National Center for Education Statistics, High School Longitudinal Study of 2009 (HSLS: 09), Base Year, Student Survey, 2009; Parent Survey, 2009; 2013 Update, Second Follow-up, Student Survey, 2016; Common Core of Data, Private School Survey, 2005