What drives undergraduates’ effort and persistence in learning programming

This study attempts to: (a) investigate whether positive and negative emotions mediate the pathways linking self-efficacy for learning programming with effort and persistence in undergraduates’ learning Scratch programming combining with a programmable hardware platform (i.e., Arduino), and (b) asse...

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Veröffentlicht in:Education and information technologies Jg. 28; H. 10; S. 12383 - 12406
Hauptverfasser: Lin, Guan-Yu, Liao, Yi-Wen, Su, Zhi-Yuan, Wang, Yu-Min, Wang, Yi-Shun
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York Springer US 01.10.2023
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Springer Nature B.V
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ISSN:1360-2357, 1573-7608
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Abstract This study attempts to: (a) investigate whether positive and negative emotions mediate the pathways linking self-efficacy for learning programming with effort and persistence in undergraduates’ learning Scratch programming combining with a programmable hardware platform (i.e., Arduino), and (b) assess the effect of academic major (i.e., information technology-related majors vs non-information technology-related majors) on self-efficacy for learning programming and emotions. With the use of responses collected from a sample of 156 undergraduate students, the research model is empirically validated using partial least squares structural equation modeling (PLS-SEM). The findings reveal that undergraduates’ effort and persistence while learning programming were significantly predicted by positive emotions, but not by negative emotions. Self-efficacy for learning programming significantly and positively influenced positive emotions and negatively influenced negative emotions. Finally, variations in predicting positive emotions were found between different academic majors: students in information technology-related majors experienced less negative emotional experiences than those in non-information technology-related majors.
AbstractList This study attempts to: (a) investigate whether positive and negative emotions mediate the pathways linking self-efficacy for learning programming with effort and persistence in undergraduates' learning Scratch programming combining with a programmable hardware platform (i.e., Arduino), and (b) assess the effect of academic major (i.e., information technology-related majors vs non-information technology-related majors) on self-efficacy for learning programming and emotions. With the use of responses collected from a sample of 156 undergraduate students, the research model is empirically validated using partial least squares structural equation modeling (PLS-SEM). The findings reveal that undergraduates' effort and persistence while learning programming were significantly predicted by positive emotions, but not by negative emotions. Self-efficacy for learning programming significantly and positively influenced positive emotions and negatively influenced negative emotions. Finally, variations in predicting positive emotions were found between different academic majors: students in information technology-related majors experienced less negative emotional experiences than those in non-information technology-related majors.
Audience Higher Education
Postsecondary Education
Academic
Author Liao, Yi-Wen
Lin, Guan-Yu
Wang, Yi-Shun
Wang, Yu-Min
Su, Zhi-Yuan
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  surname: Lin
  fullname: Lin, Guan-Yu
  organization: Department of Information Management, National Changhua University of Education
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  surname: Liao
  fullname: Liao, Yi-Wen
  organization: Department of Intelligent Commerce, National Kaohsiung University of Science and Technology
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  givenname: Zhi-Yuan
  surname: Su
  fullname: Su, Zhi-Yuan
  organization: Department of Information Management, Chia Nan University of Pharmacy and Science
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  givenname: Yu-Min
  surname: Wang
  fullname: Wang, Yu-Min
  organization: Department of Information Management, National Chi Nan University
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  givenname: Yi-Shun
  orcidid: 0000-0002-0161-5520
  surname: Wang
  fullname: Wang, Yi-Shun
  email: yswang@cc.ncue.edu.tw
  organization: Department of Information Management, National Changhua University of Education
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CitedBy_id crossref_primary_10_1108_ILS_10_2023_0163
crossref_primary_10_1007_s10639_025_13487_8
crossref_primary_10_3390_educsci14060634
crossref_primary_10_1007_s10639_024_13086_z
crossref_primary_10_1007_s10639_025_13572_y
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Self-efficacy
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Snippet This study attempts to: (a) investigate whether positive and negative emotions mediate the pathways linking self-efficacy for learning programming with effort...
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SubjectTerms Academic Persistence
College students
Computer Appl. in Social and Behavioral Sciences
Computer Science
Computers and Education
Education
Educational Technology
Emotions
Information Systems Applications (incl.Internet)
Information Technology
Least Squares Statistics
Majors (Students)
Mediation
Methods
Persistence
Positive Attitudes
Predictor Variables
Programming
Psychological Patterns
Self Efficacy
Structural Equation Models
Undergraduate Students
User Interfaces and Human Computer Interaction
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Title What drives undergraduates’ effort and persistence in learning programming
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