Self-Efficacy in Elementary School Digital Competence: A Bibliometric Analysis of 21st Century Learning Research
DOI:
https://doi.org/10.36312/9azrzf72Keywords:
Self-Efficacy, student digital competence, 21st century education, Elementary School, Bibliometric AnalysisAbstract
This study aims to analyze bibliometric mapping of research on self-efficacy and digital competence in Scopus-indexed journals published between 2015 and 2025. The dataset was retrieved from the Scopus database in March 2025 using the query “keywords” with a filter for elementary school, covering a time span of 2015–2025. After screening, a total of 127 documents were included. Bibliometric data were processed using Microsoft Excel and VOS Viewer version 1.6.20 with parameters set at a minimum of five keyword occurrences and full counting method. The annual distribution of publications shows an increasing trend in recent years, reflecting growing academic attention to the topic. Analysis by country indicates that Spain and Germany are the most productive contributors, with active collaboration networks identified at regional and institutional levels. Co-authorship analysis confirms the presence of collaborative research, though large-scale international collaboration remains limited. Document type analysis shows that most outputs are journal articles, followed by conference papers. Keyword co-occurrence mapping highlights “self-efficacy,” “human,” and “digital competence” as the most frequently used terms. Less explored but emerging themes include “digital technology,” “human experimental,” and “questionnaire,” suggesting potential research gaps. Overall, the findings indicate that while research on self-efficacy in students’ digital competence is expanding, opportunities remain for broader international collaboration and exploration of underrepresented themes in 21st century educational practices.
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Akhavan, P., Ebrahim, N. A., Fetrati, M. A., & Pezeshkan, A. (2016). Major trends in knowledge management research: A bibliometric study. Scientometrics, 107(3), 1249–1264. https://doi.org/10.1007/s11192-016-1938-x
Alamri, M. M. (2022). Investigating Students’ Adoption of MOOCs during COVID-19 Pandemic: Students’ Academic Self-Efficacy, Learning Engagement, and Learning Persistence. Sustainability, 14(2), 714. https://doi.org/10.3390/su14020714
Baas, J., Schotten, M., Plume, A., Côté, G., & Karimi, R. (2020). Scopus as a curated, high-quality bibliometric data source for academic research in quantitative science studies. Quantitative Science Studies, 1(1), 377–386. https://doi.org/10.1162/qss_a_00019
Blat, M. O., Jordán, H. D. J., & Marqués, D. P. (2022). The measurement of digital skills and competences: A bibliometric analysis. International Journal of Intellectual Property Management, 12(2), 185. https://doi.org/10.1504/IJIPM.2022.122297
Borsi, B., Vida, Z., & Soós, S. (2025). Keyword standardization and restructuring: The impact on analysing network-based science maps in innovation management research. Scientometrics, 130(2), 593–617. https://doi.org/10.1007/s11192-025-05232-2
Brinck, J., Leinonen, T., Lipponen, L., & Kallio-Tavin, M. (2023). Open design pedagogy: Revealing openness in early childhood education with digital technology. International Journal of Education Through Art, 19(2), 223–240. https://doi.org/10.1386/eta_00128_1
Brown, N., Gruber, S., Pulsifer, P., & Hayes, A. (2024). A prototype field-to-publication data system for a multi-variable permafrost observation network. Environmental Modelling & Software, 175, 106006. https://doi.org/10.1016/j.envsoft.2024.106006
Bygstad, B., Øvrelid, E., Ludvigsen, S., & Dæhlen, M. (2022). From dual digitalization to digital learning space: Exploring the digital transformation of higher education. Computers & Education, 182, 104463. https://doi.org/10.1016/j.compedu.2022.104463
Cretu, D. M., & Grosseck, G. (2025). A Bibliometric Analysis of Romanian Educational Research in Web of Science: Trends, Challenges, and Opportunities for Global Integration. Education Sciences, 15(3), 358. https://doi.org/10.3390/educsci15030358
Dahri, N. A., Al-Rahmi, W. M., Almogren, A. S., Yahaya, N., Vighio, M. S., Al-maatuok, Q., Al-Rahmi, A. M., & Al-Adwan, A. S. (2023). Acceptance of Mobile Learning Technology by Teachers: Influencing Mobile Self-Efficacy and 21st-Century Skills-Based Training. Sustainability, 15(11), 8514. https://doi.org/10.3390/su15118514
Deciancio, M., & Quiliconi, C. (Eds.). (2022). Regional and International Cooperation in South America After COVID: Challenges and Opportunities Post-pandemic (1st ed.). Routledge. https://doi.org/10.4324/9781003230403
Didham, R. K., Basset, Y., Collins, C. M., Leather, S. R., Littlewood, N. A., Menz, M. H. M., Müller, J., Packer, L., Saunders, M. E., Schönrogge, K., Stewart, A. J. A., Yanoviak, S. P., & Hassall, C. (2020). Interpreting insect declines: Seven challenges and a way forward. Insect Conservation and Diversity, 13(2), 103–114. https://doi.org/10.1111/icad.12408
Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133, 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070
Falloon, G. (2020). From digital literacy to digital competence: The teacher digital competency (TDC) framework. Educational Technology Research and Development, 68(5), 2449–2472. https://doi.org/10.1007/s11423-020-09767-4
Fernández-Cruz, F. J., Rodríguez-Legendre, F., & Sainz, V. (2024). La competencia digital docente y el diseño de situaciones innovadoras con TIC para la mejora del aprendizaje. Bordón. Revista de Pedagogía, 76(2), 11–24. https://doi.org/10.13042/Bordon.2024.106342
Fiore, U., Florea, A., Kifor, C. V., & Zanetti, P. (2021). Digitization, Epistemic Proximity, and the Education System: Insights from a Bibliometric Analysis. Journal of Risk and Financial Management, 14(6), 267. https://doi.org/10.3390/jrfm14060267
Florek-Paszkowska, A. K., & Hoyos-Vallejo, C. A. (2023). A comprehensive bibliometric analysis and future research directions in the nexus of sustainable business practices and turnover intention. Cleaner and Responsible Consumption, 11, 100146. https://doi.org/10.1016/j.clrc.2023.100146
Gomez, F. C., Trespalacios, J., Hsu, Y.-C., & Yang, D. (2022). Exploring Teachers’ Technology Integration Self-Efficacy through the 2017 ISTE Standards. TechTrends, 66(2), 159–171. https://doi.org/10.1007/s11528-021-00639-z
Haefner, L., & Sternberg, R. (2020). Spatial implications of digitization: State of the field and research agenda. Geography Compass, 14(12), e12544. https://doi.org/10.1111/gec3.12544
Han, Z. (2021). Exploring the Conceptual Constructs of Learners’ Goal Commitment, Grit, and Self-Efficacy. Frontiers in Psychology, 12, 783400. https://doi.org/10.3389/fpsyg.2021.783400
Kaban, A. (2023). Artificial Intelligence in Education: A Science Mapping Approach. International Journal of Education in Mathematics, Science and Technology, 844–861. https://doi.org/10.46328/ijemst.3368
Kalantari, A., Kamsin, A., Kamaruddin, H. S., Ale Ebrahim, N., Gani, A., Ebrahimi, A., & Shamshirband, S. (2017). A bibliometric approach to tracking big data research trends. Journal of Big Data, 4(1), 30. https://doi.org/10.1186/s40537-017-0088-1
Katz, S., & Stupel, M. (2016). Enhancing elementary-school mathematics teachers’ efficacy beliefs: A qualitative action research. International Journal of Mathematical Education in Science and Technology, 47(3), 421–439. https://doi.org/10.1080/0020739X.2015.1080314
Lin, W., Jin, M., Ou, F., Wang, Z., Wan, X., & Li, H. (2022). Institution publication feature analysis based on time-series clustering. Entropy, 24(7), 950. https://doi.org/10.3390/e24070950
Liu, J., Ding, K., Wang, F., Bu, Y., & Maus, G. J. (2019). The structure and evolution of scientific collaboration from the perspective of symbiosis. Malaysian Journal of Library & Information Science, 24(1), 59–73. https://doi.org/10.22452/mjlis.vol24no1.4
Löw Beer, D., Graf, V., Kashlan, B., Nölting, B., & Roose, I. (2025). How practitioners negotiate and balance their goals for regional sustainability transformation in collaborations with universities. Review of Regional Research. https://doi.org/10.1007/s10037-025-00233-3
Ma, H., & Ismail, L. (2025). Bibliometric analysis and systematic review of digital competence in education. Humanities and Social Sciences Communications, 12(1), 185. https://doi.org/10.1057/s41599-025-04401-1
Ma, L. W., & Subbiondo, J. L. (2022). Goals, models and practices of international partnerships in higher education: Toward global peace and harmony. Beijing International Review of Education, 4(2), 176–190. https://doi.org/10.1163/25902539-04020001
Mannila, L., Nordén, L.-Å., & Pears, A. (2018). Digital Competence, Teacher Self-Efficacy and Training Needs. Proceedings of the 2018 ACM Conference on International Computing Education Research, 78–85. https://doi.org/10.1145/3230977.3230993
Mäntylä, M. V., Graziotin, D., & Kuutila, M. (2018). The evolution of sentiment analysis—A review of research topics, venues, and top cited papers. Computer Science Review, 27, 16–32. https://doi.org/10.1016/j.cosrev.2017.10.002
Marais-Opperman, V., Van Eeden, C., & Rothmann, S. (2021). Perceived stress, coping and mental health of teachers: A latent profile analysis. Journal of Psychology in Africa, 31(1), 1–11. https://doi.org/10.1080/14330237.2021.1875561
Marin-Suelves, D., Lopez-Gomez, S., Castro-Rodriguez, M. M., & Rodriguez-Rodriguez, J. (2020). Digital Competence in Schools: A Bibliometric Study. IEEE Revista Iberoamericana de Tecnologias Del Aprendizaje, 15(4), 381–388. https://doi.org/10.1109/RITA.2020.3033207
Masini, A., Marini, S., Gori, D., Leoni, E., Rochira, A., & Dallolio, L. (2020). Evaluation of school-based interventions of active breaks in primary schools: A systematic review and meta-analysis. Journal of Science and Medicine in Sport, 23(4), 377–384. https://doi.org/10.1016/j.jsams.2019.10.008
Moya-Salazar, J., Goicochea-Palomino, E. A., Moya-Salazar, M. M., Rojas-Zumaran, V., & Contreras-Pulache, H. (2024). Variaciones anuales de las publicaciones sobre COVID-19 en la Revista Cubana de Medicina Militar [Annual variations of publications on COVID-19 in the Revista Cubana de Medicina Militar]. Revista Cubana de Medicina Militar, 53(3), e024060012. https://revmedmilitar.sld.cu/index.php/mil/article/view/60012
Niemann, J., Eickelmann, B., & Drossel, K. (2025). Overcoming digital inequalities—Identification and characterisation of digitally resilient schools in different countries using ICILS 2023 data. Education Sciences, 15(7), 898. https://doi.org/10.3390/educsci15070898
Paiva, J. C., Figueira, Á. R., & Leal, J. P. (2023). A bibliometric analysis of the literature. In Learning Technologies and Systems (Lecture Notes in Computer Science, pp. 122–134). Springer. https://doi.org/10.1007/978-3-031-33023-0_11 ResearchGateOUCI
Phelps, D. (2019). The challenges of bridging the research–practice gap through insider–outsider partnerships in education. Teachers College Record, 121(12), 1–28. https://doi.org/10.1177/016146811912101202
Riyanto, O. R., Muhammad, I., Sari, N. H. M., & Azmy, N. H. (2025). Self-efficacy in Online Learning: A Bibliometric Analysis. Journal of General Education and Humanities, 4(1), 141–152. https://doi.org/10.58421/gehu.v4i1.361
Schneider, F., & Buser, T. (2018). Promising degrees of stakeholder interaction in research for sustainable development. Sustainability Science, 13(1), 129–142. https://doi.org/10.1007/s11625-017-0507-4
Serdyukov, P. (2017). Innovation in education: What works, what doesn’t, and what to do about it? Journal of Research in Innovative Teaching & Learning, 10(1), 4–33. https://doi.org/10.1108/JRIT-10-2016-0007
Shi, J., Gao, Y., Ming, L., Yang, K., Sun, Y., Chen, J., Shi, S., Geng, J., Li, L., Wu, J., & Tian, J. (2021). A bibliometric analysis of global research output on network meta-analysis. BMC Medical Informatics and Decision Making, 21(1), 144. https://doi.org/10.1186/s12911-021-01470-5
Singh, P., Singh, V. K., & Piryani, R. (2023). Scholarly article retrieval from Web of Science, Scopus and Dimensions: A comparative analysis of retrieval quality. Journal of Information Science, 49(6), 987–1004. https://doi.org/10.1177/01655515231191351
Sjögårde, P. (2022). Improving overlay maps of science: Combining overview and detail. Quantitative Science Studies, 3(4), 1097–1118. https://doi.org/10.1162/qss_a_00216
Skute, I., Zalewska-Kurek, K., Hatak, I., & De Weerd-Nederhof, P. (2019). Mapping the field: A bibliometric analysis of the literature on university–industry collaborations. The Journal of Technology Transfer, 44(3), 916–947. https://doi.org/10.1007/s10961-017-9637-1
Solehuddin, M. (2025). A bibliometric analysis study. ASEAN Journal of Science and Engineering, 5(2), 327–356. https://doi.org/10.17509/ajse.v5i2.87176
Timotheou, S., Miliou, O., Dimitriadis, Y., Sobrino, S. V., Giannoutsou, N., Cachia, R., Monés, A. M., & Ioannou, A. (2023). Impacts of digital technologies on education and factors influencing schools’ digital capacity and transformation: A literature review. Education and Information Technologies, 28(6), 6695–6726. https://doi.org/10.1007/s10639-022-11431-8
Toaza, B., & Esztergár-Kiss, D. (2024). Automated bibliometric data generation in Python from a bibliographic database. Software Impacts, 19, 100602. https://doi.org/10.1016/j.simpa.2023.100602
Ulfert-Blank, A.-S., & Schmidt, I. (2022). Assessing digital self-efficacy: Review and scale development. Computers & Education, 191, 104626. https://doi.org/10.1016/j.compedu.2022.104626
Valencia-Vallejo, N., López-Vargas, O., & Sanabria-Rodríguez, L. (2016). Self-Efficacy in Computer-Based Learning Environments: A Bibliometric Analysis. Psychology, 07(14), 1839–1857. https://doi.org/10.4236/psych.2016.714170
Vlegels, J., & Huisman, J. (2021). The emergence of the higher education research field (1976–2018): Preferential attachment, smallworldness and fragmentation in its collaboration networks. Higher Education, 81(5), 1079–1095. https://doi.org/10.1007/s10734-020-00600-8
Wallace, P. R. (2024). Fostering global perspectives in teacher education: A virtual international program between the USA and Zimbabwe. The International Journal of Diversity in Education, 24(2), 1–15. https://doi.org/10.18848/2327-0020/CGP/v24i02/1-15
Wang, C., Chen, X., Yu, T., Liu, Y., & Jing, Y. (2024). Education reform and change driven by digital technology: A bibliometric study from a global perspective. Humanities and Social Sciences Communications, 11(1), 256. https://doi.org/10.1057/s41599-024-02717-y
Wang, D., Jia, Q., & Mao, L. (2024). Systematic Review of Language Teachers’ Self-efficacy Research over the Past Twenty Years: A Bibliometric Analysis. Sage Open, 14(4), 21582440241289194. https://doi.org/10.1177/21582440241289194
Zhao, Y., Zheng, Z., Pan, C., & Zhou, L. (2021). Self-Esteem and Academic Engagement Among Adolescents: A Moderated Mediation Model. Frontiers in Psychology, 12, 690828. https://doi.org/10.3389/fpsyg.2021.690828
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Copyright (c) 2025 Irni Rachmawati Putri, Safitri Yosita Ratri, Sekar Purbarini Kawuryan

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