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Effects of the interaction between metacognition teaching and students’ learning achievement on students’ computational thinking, critical thinking, and metacognition in collaborative programming learning

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Abstract

Collaborative programming can develop computational thinking and knowledge of computational programming. However, the researchers pointed out that because students often fail to mobilize metacognition to regulate and control their cognitive activities in a cooperation, this results in poor learning effects. Especially low-achieving students need more metacognitive support. Therefore, this study proposed a metacognition-based collaborative programming approach (M-CPA) to improve students' performance in collaborative programming. To evaluate the effectiveness of the method for students with different levels of learning achievement, a 7-week experiment was conducted. A total of 222 middle school students were divided into the experimental group with the M-CPA learning and the control group with the conventional collaborative programming approach (C-CPA). The results showed that learning methods and learning achievement had interactive effects on computational thinking tendency, critical thinking tendency, and metacognition tendency. M-CPA could significantly improve students' computational thinking tendency, critical thinking tendency, and metacognition tendency. Moreover, the proposed approach is more effective for low-achieving students. The results also showed that M-CPA could improve the students' achievement in program analysis questions.

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The data in this study can be accessed by sending request e-mails to the corresponding author.

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Funding

This work was supported by National Science and Technology Council of the Republic of China [MOST 109–2511-H-216–001-MY3]; and the Ministry of Education of Humanities and Social Science Project of the People's Republic of China [21YJA880027].

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Contributions

All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by [Wei Li], [Cheng-Ye Liu] and [Judy C.R. Tseng]. The first draft of the manuscript was written by [Wei Li] and [Judy C.R. Tseng] and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Judy C. R. Tseng.

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Informed consent was obtained from all individual participants included in the study. The participants were protected by hiding their personal information during the research process. They knew that the participation was voluntary, and they could retreat at any time. All participants agree to have their data published in a journal article.

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All the authors have approved the manuscript and agree to submit it to Education and Information Technologies. There are no conflicts of interest to declare.

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Li, W., Liu, CY. & Tseng, J.C.R. Effects of the interaction between metacognition teaching and students’ learning achievement on students’ computational thinking, critical thinking, and metacognition in collaborative programming learning. Educ Inf Technol 28, 12919–12943 (2023). https://doi.org/10.1007/s10639-023-11671-2

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  • DOI: https://doi.org/10.1007/s10639-023-11671-2

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