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題名 The Influence of Digital Self-Efficacy on Students’ Learning Outcomes in a Programming Course
作者 呂欣澤
Dávalos Vegaa, Susan Milagros;Chuang, Kai-Zao;López Lorenzanaa, María Monserrat;Tseng, Yuwei;Lu, Owen H.T.
貢獻者 創國學士班
關鍵詞 Digital Self-Efficacy; ENA
日期 2026-06
上傳時間 18-Sep-2026 10:52:14 (UTC+8)
摘要 This study examines the role of digital self-efficacy (DSE) in students’ learning outcomes in a programming course. An eight-week programming course with a modular instructional design was conducted with a total of 53 students. The aim of this course is to facilitate students’ data analysis skills by learning programming concepts. Before the class, students were divided into high and low-DSE groups based on a questionnaire (denoted as HDSE and LDSE, respectively). Pre-test and post-tests were administered, and ANCOVA was used to examine the interaction between DSE and learning outcomes while controlling for prior knowledge. The results show that students in the HDSE group achieved significantly better learning outcomes than those in the LDSE group, even after controlling for pre-test scores. Epistemic Network Analysis in three-dimensional space (ENA 3D) further revealed that students in the HDSE group constructed more integrated cognitive structures, characterized by stronger connections between programming concepts, which aligned with the course’s final challenge of integrating multiple programming modules into a data analysis solution. In contrast, students in the LDSE group exhibited more fragmented conceptual networks, with fewer and weaker connections across course modules.
關聯 International Conference on Learning Evidence and Analytics (ICLEA), one of the Theme-Based International Conference Series (TBICS), Asia-Pacific Society for Computers in Education (APSCE)
資料類型 conference
dc.contributor 創國學士班
dc.creator (作者) 呂欣澤
dc.creator (作者) Dávalos Vegaa, Susan Milagros;Chuang, Kai-Zao;López Lorenzanaa, María Monserrat;Tseng, Yuwei;Lu, Owen H.T.
dc.date (日期) 2026-06
dc.date.accessioned 18-Sep-2026 10:52:14 (UTC+8)-
dc.date.available 18-Sep-2026 10:52:14 (UTC+8)-
dc.date.issued (上傳時間) 18-Sep-2026 10:52:14 (UTC+8)-
dc.identifier.uri (URI) https://ah.lib.nccu.edu.tw/item?item_id=185475-
dc.description.abstract (摘要) This study examines the role of digital self-efficacy (DSE) in students’ learning outcomes in a programming course. An eight-week programming course with a modular instructional design was conducted with a total of 53 students. The aim of this course is to facilitate students’ data analysis skills by learning programming concepts. Before the class, students were divided into high and low-DSE groups based on a questionnaire (denoted as HDSE and LDSE, respectively). Pre-test and post-tests were administered, and ANCOVA was used to examine the interaction between DSE and learning outcomes while controlling for prior knowledge. The results show that students in the HDSE group achieved significantly better learning outcomes than those in the LDSE group, even after controlling for pre-test scores. Epistemic Network Analysis in three-dimensional space (ENA 3D) further revealed that students in the HDSE group constructed more integrated cognitive structures, characterized by stronger connections between programming concepts, which aligned with the course’s final challenge of integrating multiple programming modules into a data analysis solution. In contrast, students in the LDSE group exhibited more fragmented conceptual networks, with fewer and weaker connections across course modules.
dc.format.extent 123 bytes-
dc.format.mimetype text/html-
dc.relation (關聯) International Conference on Learning Evidence and Analytics (ICLEA), one of the Theme-Based International Conference Series (TBICS), Asia-Pacific Society for Computers in Education (APSCE)
dc.subject (關鍵詞) Digital Self-Efficacy; ENA
dc.title (題名) The Influence of Digital Self-Efficacy on Students’ Learning Outcomes in a Programming Course
dc.type (資料類型) conference