Students' beliefs about computer programming predict their computational thinking and computer programming self-efficacy
While research has shown that students' epistemic beliefs can be a strong predictor of their academic performance, cognitive abilities, or self-efficacy, studies of this topic in computer education are rare. The purpose of this study was twofold. First, it aimed to validate a newly developed qu...
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| Vydané v: | Interactive learning environments Ročník 32; číslo 8; s. 4088 - 4108 |
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| Médium: | Journal Article |
| Jazyk: | English |
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Abingdon
Routledge
13.09.2024
Taylor & Francis Ltd |
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| ISSN: | 1049-4820, 1744-5191 |
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| Abstract | While research has shown that students' epistemic beliefs can be a strong predictor of their academic performance, cognitive abilities, or self-efficacy, studies of this topic in computer education are rare. The purpose of this study was twofold. First, it aimed to validate a newly developed questionnaire for measuring students' epistemic beliefs about computer programming at middle school level. Second, the study aimed to understand how students' epistemic beliefs predict their computational thinking disposition and computer programming self-efficacy. A total of 406 middle school students completed a survey consisting of three research instruments: the Computer Programming Epistemic Belief Inventory (CPEBI), the Computational Thinking Scale (CTS), and the Computer Programming Self-Efficacy Scale (CPSES). The results indicated that the epistemic belief of "uncertainty" was a significant and positive predictor of the "abstraction" and "generalization" dimensions of computational thinking dispositions. In addition, the belief of "complexity" was an antecedent to three dimensions of computational thinking, namely, "algorithmic thinking," "evaluation," and "generalization." Only the "evaluation" dimension of CT disposition had significant and positive relationships with "programming self-efficacy." The roles of "uncertainty" and "complexity" of computer programming epistemic beliefs are discussed. Implications and suggestions for future computer programming education, especially for young students, are provided. |
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| AbstractList | While research has shown that students' epistemic beliefs can be a strong predictor of their academic performance, cognitive abilities, or self-efficacy, studies of this topic in computer education are rare. The purpose of this study was twofold. First, it aimed to validate a newly developed questionnaire for measuring students' epistemic beliefs about computer programming at middle school level. Second, the study aimed to understand how students' epistemic beliefs predict their computational thinking disposition and computer programming self-efficacy. A total of 406 middle school students completed a survey consisting of three research instruments: the Computer Programming Epistemic Belief Inventory (CPEBI), the Computational Thinking Scale (CTS), and the Computer Programming Self-Efficacy Scale (CPSES). The results indicated that the epistemic belief of "uncertainty" was a significant and positive predictor of the "abstraction" and "generalization" dimensions of computational thinking dispositions. In addition, the belief of "complexity" was an antecedent to three dimensions of computational thinking, namely, "algorithmic thinking," "evaluation," and "generalization." Only the "evaluation" dimension of CT disposition had significant and positive relationships with "programming self-efficacy." The roles of "uncertainty" and "complexity" of computer programming epistemic beliefs are discussed. Implications and suggestions for future computer programming education, especially for young students, are provided. |
| Author | Liang, Jyh-Chong Tsai, Meng-Jung Lee, Silvia Wen-Yu Hsu, Chung-Yuan |
| Author_xml | – sequence: 1 givenname: Silvia Wen-Yu orcidid: 0000-0001-6111-2055 surname: Lee fullname: Lee, Silvia Wen-Yu organization: National Taiwan Normal University – sequence: 2 givenname: Jyh-Chong orcidid: 0000-0002-2423-5950 surname: Liang fullname: Liang, Jyh-Chong organization: National Taiwan Normal University – sequence: 3 givenname: Chung-Yuan orcidid: 0000-0002-0666-6482 surname: Hsu fullname: Hsu, Chung-Yuan organization: National Pingtung University of Science and Technology – sequence: 4 givenname: Meng-Jung orcidid: 0000-0002-8994-861X surname: Tsai fullname: Tsai, Meng-Jung email: mjtsai99@ntnu.edu.tw, mjtsai99@gmail.com organization: National Taiwan Normal University |
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| SubjectTerms | Academic Achievement Beliefs Cognitive Ability Complexity computational thinking Computer programming Computers Education Effectiveness epistemic belief Epistemology Generalization Measuring instruments Middle schools Problem solving Programming scale development Self Efficacy Student Surveys Students Uncertainty |
| Title | Students' beliefs about computer programming predict their computational thinking and computer programming self-efficacy |
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