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Computational thinking and academic achievement: A meta-analysis among students

Hao Lei, Ming Ming Chiu, Feng Li, Xi Wang and Ya-jing Geng

Children and Youth Services Review, 2020, vol. 118, issue C

Abstract: This meta-analysis examines whether greater computational thinking is linked to greater academic achievement among students from 1st graders in primary school to 4th year seniors at university. Results from 34 studies showed that computational thinking and academic achievement were positively correlated (0.288). Moderator analysis showed that this correlation was (a) stronger among students in Eastern cultures than Western cultures; (b) strongest among primary school students, less strong among secondary school students, and weakest among undergraduates; (c) stronger among females than males; and (d) strongest when assessing assignment scores; less strong with GPA, course grade, or tests; and weakest with quizzes. Neither subject content (e.g., math, science) nor sampling strategy (e.g., randomized, convenience) moderated the link between computational thinking and academic achievement. In sum, the positive link between computational thinking and academic achievement is moderated by culture, grade, achievement indicators, and gender.

Keywords: Computational thinking; Academic achievement; Meta-analysis; Students (search for similar items in EconPapers)
Date: 2020
References: View complete reference list from CitEc
Citations: View citations in EconPapers (1)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:cysrev:v:118:y:2020:i:c:s0190740920311725

DOI: 10.1016/j.childyouth.2020.105439

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