Tren Publikasi Ilmiah tentang Muhammadiyah Periode 2014–2024: Analisis Bibliometrik Berbasis Scopus Menggunakan VOSviewer

Authors

  • Rizky Hidayanto Universitas Muhammadiyah Yogyakarta, Bantul, Indonesia.
  • Fajar Junaedi Universitas Muhammadiyah Yogyakarta, Bantul, Indonesia.

DOI:

https://doi.org/10.38035/jkis.v4i3.3551

Keywords:

bibliometric analysis, Muhammadiyah, scientific publications, Scopus, VOSviewer

Abstract

This study aims to map the development of Scopus-indexed scientific publications on Muhammadiyah during the 2014–2024 period using bibliometric analysis assisted by VOSviewer. Data were retrieved from the Scopus database using the keyword Muhammadiyah in the title, abstract, and keywords fields. Document selection followed the PRISMA 2020 guidelines, resulting in 676 articles eligible for analysis. The analysis examined publication trends, source journals, authors, institutional affiliations, contributing countries, and keyword mapping through network, overlay, and density visualizations. The findings reveal a substantial increase in Muhammadiyah-related publications over the past decade, with the highest productivity recorded in 2020. Research on Muhammadiyah has expanded into multidisciplinary domains through contributions from diverse journals, authors, institutions, and countries. Keyword co-occurrence analysis identified 223 items grouped into three major clusters covering organizational and Islamic studies, empirical health-related research, and education. Overlay visualization indicates a shift from education-oriented topics toward organizational, policy, health, and contemporary social issues, while density visualization highlights the most intensively studied themes. These findings demonstrate that scientific publications on Muhammadiyah has become increasingly broad and multidisciplinary, while also identifying opportunities for future research on emerging and underexplored topics.

References

Albana, H. (2022). Da’wah in international publications: Bibliometric analysis of scopus database. Jurnal Ilmu Dakwah, 42(2), 174–190. https://doi.org/10.21580/JID.V42.2.12421

Ali, M. F., & Maksum, M. N. R. (2024). Tantangan Dakwah Muhammadiyah di Era Digital. 3. https://doi.org/10.59059/tabsyir.v5i3.1513

Apriantoro, M. S., Kaloka, R. D., El Ashfahany, A., & Hudaifah, H. (2023). Exploring Muhammadiyah’s Research Landscape: A Bibliometric Analysis and Emerging Trends. Cakrawala: Jurnal Studi Islam, 18(2), 112–126. https://doi.org/10.31603/CAKRAWALA.9520

Aria, M., & Cuccurullo, C. (2017). bibliometrix : An R-tool for comprehensive science mapping analysis. Journal of Informetrics, 11(4), 959–975. https://doi.org/10.1016/j.joi.2017.08.007

Arifin, S., Mughni, S. A., & Nurhakim, M. (2022). The Idea of Progress: Meaning and Implications of Islam Berkemajuan in Muhammadiyah. Al-Jami’ah: Journal of Islamic Studies, 60(2), 547–584. https://doi.org/10.14421/AJIS.2022.602.547-584

Chen, H., Tsang, Y., & Wu, C. (2023). When text mining meets science mapping in the bibliometric analysis: A review and future opportunities. International Journal of Engineering Business Management, 15, 1–15. https://doi.org/10.1177/18479790231222349

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

Guo, Z., Huang, L., & Lai, S. (2024). Global knowledge mapping and emerging research trends in the microbiome and asthma: A bibliometric and visualized analysis using VOSviewer and CiteSpace. Heliyon, 10(2), e24528. https://doi.org/10.1016/j.heliyon.2024.e24528

Haddaway, N. R., Page, M. J., Pritchard, C. C., & McGuinness, L. A. (2022). PRISMA2020: An R package and Shiny app for producingPRISMA 2020‐compliant flow diagrams, with interactivityfor optimised digital transparency and Open Synthesis. Campbell Systematic Reviews, 18(2). https://doi.org/https://doi.org/10.1002/cl2.1230

Hoffman, B. L., Hoffman, R., VonVille, H. M., Sidani, J. E., Manganello, J. A., Chu, K. H., Felter, E. M., Miller, E., & Burke, J. G. (2023). Characterizing the Influence of Television Health Entertainment Narratives in Lay Populations: A Scoping Review. American Journal of Health Promotion, 37(5), 685–697. https://doi.org/10.1177/08901171221141080/SUPPL_FILE/SJ-PDF-2-AHP-10.1177_08901171221141080.PDF

Jannah, M., Hakiman, & Ramadhan, S. (2022). Bibliometric Analysis of Islamic Education Research Development in Scopus International Database Publications 2018-2022. SHAHIH: Journal of Islamicate Multidisciplinary, 7(2), 151–168. https://doi.org/10.22515/SHAHIH.V7I2.6006

Latief, H., & Nashir, H. (2020). Local Dynamics and Global Engagements of the Islamic Modernist Movement in Contemporary Indonesia : The Case of Muhammadiyah ( 2000-2020 ). Journal of Current Southeast Asian Affairs, 39(2). https://doi.org/10.1177/1868103420910514

Mar, N. A., & Sari, E. P. (2025). Transformation of Muhammadiyah Da’wah in the Digital Era: Strategy, Challenges and Opportunities. International Journal of Science Technology and Health, 3(1), 23–34. https://doi.org/10.63441/IJSTH.V3I1.9

Marsudi, M. S., Syaikh, I., Siddik, A., & Belitung, B. (2021). Gerakan Progresif Muhammadiyah Dalam Pembaharuan Pendidikan Islam Dan Sosial Keagamaan Di Indonesia. Mawaizh : Jurnal Dakwah Dan Pengembangan Sosial Kemanusiaan, 12(2), 160–179. https://doi.org/10.32923/MAW.V12I2.2035

Moral-muñoz, J. A., Herrera-viedma, E., Santisteban-espejo, A., & Cobo, M. J. (2020). Software tools for conducting bibliometric analysis in science: An up- to-date review. El Profesional de La Información, 29(1), 1–20.

Muryadi, M., Astutik, A., Warisno, A., Andari, A. A., & Anshori, M. A. (2023). Perspective of Muhammadiyah Education Institutions on the Dynamics of Multicultural Islamic Education. JMKSP (Jurnal Manajemen, Kepemimpinan, Dan Supervisi Pendidikan), 8(1), 253–261. https://doi.org/10.31851/JMKSP.V8I1.11080

Nasir, M. M. (2023). Weaving Modernity in Salafism: A Comparative Study of Muhammadiyah and Izala Movements. Australian Journal of Islamic Studies, 8(3), 100–125. https://doi.org/10.55831/AJIS.V8I3.619

Nguyen, N. H., & Singh, S. (2018). A Primer on Systematic Reviews and Meta-Analyses. Seminars in Liver Disease, 38(2), 103–111. https://doi.org/10.1055/S-0038-1655776/ID/JR1800014-21/BIB

Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ, 372. https://doi.org/10.1136/BMJ.N71

Pellegrino, A. (2023). Research Trends in Social Media Role in Political Campaigns: A Bibliometric Analysis. Review of Communication Research, 11, 150–171. https://doi.org/10.5680/RCR.V11.6

Rachmawati, E., Rizkhy Deandra, M., Alwi, A., Rosalia, S., Gilang Rizky Fadil, M., Masayarakat, K., & Rizhky Deandra, M. (2024). Peran Muhammadiyah dalam Bidang Sosial dan Kesehatan Masyarakat Kini dan Nanti. Masterpiece: Journal of Islamic Studies and Social Sciences, 2(1), 1–12. https://doi.org/10.62083/N5C0HT42

Rianto, H., & Putri, A. (2023). Studi Perbandingan Pengelolaan Dana Filantropi Di Lembaga Zakat Muhammadiyah Dan Nahdlatul Ulama. Jurnal Ilmiah Ekonomi Islam, 9(1), 1335–1344. https://doi.org/10.29040/JIEI.V9I1.7909

Setiadi, O. (2021). Muhammadiyah and Civil Society: Critical Network, Patterns of Criticism, and Challenges. Walisongo: Jurnal Penelitian Sosial Keagamaan, 29(2), 277–296. https://doi.org/10.21580/WS.29.2.11557

Sugimoto, C. R., Robinson-Garcia, N., Murray, D. S., Yegros-Yegros, A., Costas, R., & Larivière, V. (2017). Scientists have most impact when they’re free to move. Nature, 550(7674), 29–31. https://doi.org/10.1038/550029a

Toha Md Saky, S. A., Rochim Maksum, M. N., Islam, M. N., & Azani, M. Z. (2024). MUHAMMADIYAH ORGANIZATION’S INFLUENTIAL CONTRIBUTION TO THE ISLAMIZATION OF KNOWLEDGE. Zawiyah: Jurnal Pemikiran Islam, 10(2), 52. https://doi.org/10.31332/ZJPI.V10I2.9506

Wagner, C. S., Whetsell, T. A., & Mukherjee, S. (2019). International research collaboration: Novelty, conventionality, and atypicality in knowledge recombination. Research Policy, 48(5), 1260–1270. https://doi.org/10.1016/j.respol.2019.01.002

Wu, Z., Cheng, K., Shen, Z., Lu, Y., Wang, H., Wang, G., Wang, Y., Yang, W., Sun, Z., Guo, Q., & Wu, H. (2023). Mapping knowledge landscapes and emerging trends of sonodynamic therapy: A bibliometric and visualized study. Frontiers in Pharmacology, January, 1–18. https://doi.org/10.3389/fphar.2022.1048211

Published

2026-07-27