In-School and/or Out-of-School Computer Science Learning Influence on CS Career Interests, Mediated by Having Role-Models

Saved in:
Bibliographic Details
Title: In-School and/or Out-of-School Computer Science Learning Influence on CS Career Interests, Mediated by Having Role-Models
Language: English
Authors: Chen Chen (ORCID 0000-0002-6065-8889), Jonathan Rothwell, Pedrito Maynard-Zhang
Source: Computer Science Education. 2024 34(4):753-777.
Availability: Routledge. Available from: Taylor & Francis, Ltd. 530 Walnut Street Suite 850, Philadelphia, PA 19106. Tel: 800-354-1420; Tel: 215-625-8900; Fax: 215-207-0050; Web site: http://www.tandf.co.uk/journals
Peer Reviewed: Y
Page Count: 25
Publication Date: 2024
Document Type: Journal Articles
Reports - Research
Education Level: Junior High Schools
Middle Schools
Secondary Education
High Schools
Descriptors: Informal Education, Computer Science Education, Influences, Vocational Interests, Role Models, Middle School Students, High School Students, Gender Differences, Student Experience, Racial Differences, Public Schools, Private Schools, Schools, Differences
DOI: 10.1080/08993408.2023.2290435
ISSN: 0899-3408
1744-5175
Abstract: Background and Context: Both in- and out-of-school computer science (CS) learning opportunities are expanding, but their influences on CS career interests are unclear. Method: To investigate, we applied multinomial propensity score weighting analysis on a 2021 U.S. nationally representative sample of 4,116 5th-to-12th-grade students. Findings: The odds of expressing CS career interest increase by 171%, 94%, and 40%, respectively, when students pursue CS learning both in and out-of-school, out-of-school only, and in-school only. These effects were similar across race/ethnicity but stronger for girls. Out-of-school learning was the strongest predictor of having CS role-models, though each experience was positive. One third of the effect of both and about half of the effect of each separately were mediated by having CS role models. Implications: Our findings suggest that domain-focused learning experiences are generally effective in shaping career interests, and out-of-school learning, specifically, may enhance exposure to role models.
Abstractor: As Provided
Entry Date: 2024
Accession Number: EJ1451178
Database: ERIC
Description
Abstract:Background and Context: Both in- and out-of-school computer science (CS) learning opportunities are expanding, but their influences on CS career interests are unclear. Method: To investigate, we applied multinomial propensity score weighting analysis on a 2021 U.S. nationally representative sample of 4,116 5th-to-12th-grade students. Findings: The odds of expressing CS career interest increase by 171%, 94%, and 40%, respectively, when students pursue CS learning both in and out-of-school, out-of-school only, and in-school only. These effects were similar across race/ethnicity but stronger for girls. Out-of-school learning was the strongest predictor of having CS role-models, though each experience was positive. One third of the effect of both and about half of the effect of each separately were mediated by having CS role models. Implications: Our findings suggest that domain-focused learning experiences are generally effective in shaping career interests, and out-of-school learning, specifically, may enhance exposure to role models.
ISSN:0899-3408
1744-5175
DOI:10.1080/08993408.2023.2290435