Research Trends in Teaching Materials to Improve Computational Thinking Skills

A Bibliometric Analysis from 2021 to 2025

https://doi.org/10.56741/IISTR.jpes.001558

Authors

Keywords:

21st-Century Skills, Bibliometric Analysis, Computational Thinking, Education, Teaching Materials

Abstract

The development of critical thinking as a key 21st-century competency is closely linked to computational thinking (CT), which requires systematic support through appropriate teaching materials. This study aims to analyse research trends in CT teaching materials published between 2021 and 2025 using a systematic review with a bibliometric approach following PRISMA guidelines. Data were collected from Crossref, Google Scholar, Scopus, and Semantic Scholar, resulting in 68 selected articles from an initial pool of 2,050 publications, which were analysed through content analysis and bibliometric mapping using VOSviewer. The findings reveal a significant increase in CT teaching material research in the post-pandemic period, particularly in 2023, with a predominance of empirical and research and development (R&D) studies. Most studies focus on computer science contexts, elementary education, and interactive digital teaching materials, indicating that CT is often positioned as an initial technical competency. In contrast, CT teaching materials for non-computer science subjects, other educational levels, and non-digital or unplugged contexts remain underexplored. Furthermore, existing research primarily emphasises product development and short-term effectiveness, while longitudinal studies examining the sustainability of CT learning outcomes are still limited. These findings highlight the need for pedagogically grounded, context-responsive, and interdisciplinary CT teaching materials, as well as future research employing longitudinal designs to support the equitable and sustainable development of CT as a core competence in 21st-century education.

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Author Biographies

Aditya Saputra Dewa, Universitas Negeri Semarang

is a graduate student in the Master's Program in Primary Education program at Semarang State University and a teacher at SD Negeri 110 Tanjung Jabung Barat, Jambi, Indonesia. His academic interests focus on learning in primary schools. (email: adityasaputradewa1706@students.unnes.ac.id).

Edi Kurniawan, https://ror.org/02fsk7e17

is a lecturer in the Department of Geography at Universitas Negeri Semarang (UNNES). His research interests include geography learning strategies, disaster mitigation in educational settings, and the use of digital and environment-based pedagogy to enhance teacher and student competencies. Through his academic and community service activities, he contributes to the advancement of geography education and disaster-resilient learning in Indonesia. (email: edikurniawan@mail.unnes.ac.id),

Bambang Subali, https://ror.org/02fsk7e17

is a lecturer in the Physics Education Study Program (undergraduate), Natural Science Education and Elementary Education (master's programs), and Natural Science Education (doctoral program) at Universitas Negeri Semarang (UNNES). The following subjects are being taught: A fundamental examination of physics, an evaluation of physics education, and a critical study of natural science learning. (email:bambangfisika@mail.unnes.ac.id).

Ellianawati, Universitas Negeri Semarang

is a lecturer in the Department of Physics Education at the undergraduate level, as well as in the Department of Physics Education, the Department of Natural Science Education, the Department of Elementary Education, and the Department of Evaluation Education at the master's level at Universitas Negeri Semarang (UNNES). The following subjects are being taught: Fundamentals of Physics, Evaluation and Assessment of Physics, and Primary Education, Wave, Science Learning Innovation. (email: ellianawati@mail.unnes.ac.id).

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Published

2026-03-10

How to Cite

Saputra Dewa, A., Kurniawan, E., Subali, B., & Ellianawati. (2026). Research Trends in Teaching Materials to Improve Computational Thinking Skills: A Bibliometric Analysis from 2021 to 2025. Journal of Pedagogy and Education Science, 5(01), 334–354. https://doi.org/10.56741/IISTR.jpes.001558

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