TREN PENELITIAN GLOBAL TERKAIT PENGGUNAAN REGRESI LINEAR DALAM SISTEM PENDIDIKAN: ANALISIS BIBLIOMETRIK (2010–2025)
DOI:
https://doi.org/10.69714/f527q647Keywords:
Bibliometric Analysis, Global Research Trends, Linear Regression, VOSviewerAbstract
This study aims to map and analyze global trends in the use of Linear Regression in Education Systems quantitatively, including publication counts, citations, author collaboration patterns, institutional affiliations, and country contributions. Publication data from the Dimensions database covering 2010–2025 were analyzed using bibliometric methods with VOSviewer, while literature selection followed the PRISMA framework to ensure validity and transparency. The results revealed 2,987 publications with a total of 12,647 citations, showing a significant increase since 2017, particularly in the fields of Education Systems, Education, and Curriculum and Pedagogy. Network, overlay, and density visualizations confirmed Linear Regression as a central method in Educational research, closely related to teacher performance, student learning outcomes, and engagement. Although researcher collaboration remains fragmented, the dominance of quantitative and computational journals demonstrates the wide and interdisciplinary application of Linear Regression, including integration with digital learning and financial literacy. These findings highlight the relevance of Linear Regression in evidence-based Educational research and suggest opportunities for advancing analytical methods and international collaboration in the future.
References
J. M. Hilbe, Practical Guide to Logistic Regression. Chapman & Hall/CRC, 2015.
S. Weisberg, Applied Linear Regression (4th ed.). Wiley, 2014.
M. Kolibu, N. Nainggolan, and Y. Langi, “Analisis Faktor-faktor yang Mempengaruhi Harga Cabai Merah di Kota Manado Provinsi Sulawesi Utara Menggunakan Analisis Regresi Linear Berganda,” Jurnal MIPA, vol. 13, no. 1, pp. 32–36, 2024, [Online]. Available: https://ejournal.unsrat.ac.id/index.php/jmuo/index
I. Amansyah, J. Indra, E. Nurlaelasari, and A. R. Juwita, “Prediksi Penjualan Kendaraan Menggunakan Regresi Linear: Studi Kasus pada Industri Otomotif di Indonesia,” Journal Of Social Science Research, vol. 4, pp. 1199–1216, 2024.
R. Firmansyah, Yunika Komalasari, Srie Wijaya Kesuma Dewi, Phitsa Mauliana, R. Dewi Sulastriningsih, and Nanang Hunaifif, “Digitalisasi Sekolah Sebagai Metode Pembelajaran Di Era Pendidikan 4.0,” Jurnal Sosial Humaniora dan Pendidikan, vol. 2, no. 3, pp. 49–55, 2023, doi: 10.56127/jushpen.v2i3.1052.
A. Hanama, Y. Kristiawan, D. H. Siswanto, and A. B. P. D. A. F. Syah, “Program market day sebagai stimulus untuk mengembangkan karakter kewirausahaan murid sekolah dasar,” MURABBI, vol. 3, no. 2, pp. 62–70, 2024, doi: 10.69630/jm.v3i2.39.
S. R. Alam, Suparman, Samsinar, D. H. Siswanto, and D. G. A. Maretha, “Kajian bibliometrik untuk menemukan kebaruan dalam penelitian mengenai berpikir kritis,” PELITA: Jurnal Penelitian dan Karya Ilmiah Volume, vol. 21, no. 1, pp. 49–60, 2023, doi: 10.33592/pelita.v23i1.2960.
D. H. Siswanto, Suparman, Samsinar, and S. R. Alam, “Studi bibliometrik untuk mengidentifikasi novelty dalam model pengembangan Borg dan Gall,” PELITA: Jurnal Penelitian dan Karya Ilmiah, vol. 23, no. 1, pp. 1–16, 2023.
F. Pettersson, “Understanding digitalization and educational change in school by means of activity theory and the levels of learning concept,” Educ Inf Technol (Dordr), vol. 26, no. 1, pp. 187–204, 2021, doi: 10.1007/s10639-020-10239-8.
M. Godsk and K. L. Møller, Engaging students in higher education with educational technology, vol. 30, no. 3. Springer US, 2024. doi: 10.1007/s10639-024-12901-x.
S. Srimuliyani, “Menggunakan Teknik Gamifikasi untuk Meningkatkan Pembelajaran dan Keterlibatan Siswa di Kelas,” EDUCARE: Jurnal Pendidikan dan Kesehatan, vol. 1, no. 1, pp. 29–35, 2023, doi: 10.70437/jedu.v1i1.2.
N. Rahmawati and R. Prasetyo, Manajemen Sekolah di Era Digital: Penguatan Mutu dan Transparansi Pendidikan. Malang: Universitas Negeri Malang Press, 2022.
M. J. Page et al., “The prisma 2020 statement: An updated guideline for reporting systematic reviews,” 2021, Elsevier. doi: 10.21860/medflum2021_264903.
S. Wahjusaputri and A. Purwanto, Statistika Pendidikan: Teori dan Aplikasi. CV. Bintang Semesta Media, 2022.
N. Naufal, F. Apriani, Fajriana, Nurdin, K. Nurdin, and D. H. Siswanto, Analisis Multivariat. Padang: Literasi Langsung Terbit, 2025.
E. Setianingrum, K. Kintoko, and D. H. Siswanto, “The Influence of Learning Independence and Intelligence Quotient on Students’ Mathematical Creative Thinking Skills,” Riemann: Research of Mathematics and Mathematics Education, vol. 7, no. 3, pp. 252–261, 2025, [Online]. Available: https://journal.sanagustin.ac.id/index.php/reimann
F. Osareh, “Bibliometrics, citation analysis and co-citation analysis: A review of literature I,” Libri, vol. 46, no. 3, pp. 149–158, 1996, doi: 10.1515/libr.1996.46.3.149.
M. de las M. C. Uriarte, M. del P. Casado-Belmonte, G. M. Marín-Carrillo, and E. Terán-Yépez, “A bibliometric analysis of international competitiveness (1983-2017),” Sustainability (Switzerland), vol. 11, no. 7, 2019, doi: 10.3390/su11071877.
D. H. Siswanto, W. Astiwi, Kintoko, and M. M. E. Susetyawati, “Mapping Research Trends on Mathematics Learning Motivation: A Bibliometric Analysis Using VOSViewer,” JPIM: Jurnal Penelitian Ilmiah Multidisipliner, vol. 02, no. 03, pp. 671–682, 2025.
M. Ashiq, S. Ur Rehman, D. Muneeb, and S. Ahmad, “Global research on library service quality: a bibliometric analysis and knowledge mapping,” Global Knowledge, Memory and Communication, vol. 71, no. 4–5, pp. 253–273, 2022, doi: 10.1108/GKMC-02-2021-0026.
Tolulope O Olorunsogo, Jane Osareme Ogugua, Muridzo Muonde, Chinedu Paschal Maduka, and Olufunke Omotayo, “Environmental factors in public health: A review of global challenges and solutions,” World Journal of Advanced Research and Reviews, vol. 21, no. 1, pp. 1453–1466, 2024.
D. Lupton, “Young people’s use of digital health technologies in the global north: narrative review,” J Med Internet Res, vol. 23, no. 1, pp. 1–12, 2021.
Sugiyono, Metode Penelitian Pendidikan, Pendekatan kuantitatif. Bandung: Alfabeta, 2010.
M. J. Page et al., “PRISMA 2020 explanation and elaboration: Updated guidance and exemplars for reporting systematic reviews,” The BMJ, vol. 372, pp. 1–36, 2021, doi: 10.1136/bmj.n160.
D. H. Siswanto, K. Tanikawa, E. K. Alghiffari, M. Limori, and D. D. Aprilia, “A Systematic Review: Use of GeoGebra in Mathematics Learning at Junior High School in Indonesia and Japan,” Jurnal Pendidikan Matematika (Kudus), vol. 7, no. 1, pp. 1–20, 2024, doi: http://dx.doi.org/10.21043/jpmk.v7i1.26201.
S. Gaftandzhieva, S. Hussain, S. Hilčenko, R. Doneva, and K. Boykova, “Data-driven decision making in higher education institutions: State-of-play,” International Journal of Advanced Computer Science and Applications, vol. 14, no. 6, pp. 397–405, 2023.
E. K. Alghiffari, S. R. Alam, and D. H. Siswanto, “Tren Publikasi Terkait Model Pengembangan 4D pada Pendidikan,” Jurnal Pendidikan Transformatif (JPT), vol. 03, no. 05, pp. 1–10, 2024, doi: 10.9000/jpt.v3i5.2021.
Y. D. Arthur, C. S. K. Dogbe, and S. K. Asiedu-Addo, “Enhancing Performance in Mathematics Through Motivation, Peer Assisted Learning, And Teaching Quality: The Mediating Role of Student Interest,” Eurasia Journal of Mathematics, Science and Technology Education, vol. 18, no. 2, pp. 1–13, 2022, doi: 10.29333/EJMSTE/11509.
C. T. Astuti, S. Leovanny, L. Aulia, N. Z. Caesaria, and D. H. Siswanto, “Learning Approaches, Climate, Motivation, Soft Skills, and Achievement: A Comparative Study of Nature-Based and Conventional Educational Systems,” JPIM: Jurnal Penelitian Ilmiah Multidisiplin, vol. 02, no. 04, pp. 1832–1845, 2025.
E. Sumarni, N. Sukabumi, and Y. Yurna, “Sarana Berpikir Ilmiah (Bahasa, Logika, Matematika Dan Statistika),” Jurnal Pendidikan Berkarakter, vol. 1, no. 4, pp. 106–122, 2023, [Online]. Available: https://doi.org/10.51903/pendekar.v1i4.299
A. J. E. Oktavianus, L. Naibaho, and D. A. Rantung, “Pemanfaatan Artificial Intelligence pada Pembelajaran dan Asesmen di Era Digitalisasi,” Jurnal Kridatama Sains Dan Teknologi, vol. 5, no. 02, pp. 473–486, 2023, doi: 10.53863/kst.v5i02.975.
T. Pramono et al., “The Role of Positive Discipline in The Digital Era: Fostering Inclusive Learning Environments,” Niswantara: Jurnal Pengabdian Kepada Masyarakat, vol. 1, no. 02, pp. 1–7, 2024.
W. Buczynski, F. Cuzzolin, and B. Sahakian, “A review of machine learning experiments in equity investment decision-making: why most published research findings do not live up to their promise in real life,” Int J Data Sci Anal, vol. 11, no. 3, pp. 221–242, 2021, doi: 10.1007/s41060-021-00245-5.
D. H. Siswanto, T. Tarso, and M. M. E. Susetyawati, “Analisis evaluasi pembelajaran matematika berbasis model CIPP di Sekolah Menengah Kejuruan,” Jurnal Lingkar Mutu Pendidikan, vol. 22, no. 2, pp. 58–64, Dec. 2025, doi: 10.54124/jlmp.v22i2.173.
M. M. A. Maba, D. H. Siswanto, and N. Z. Caesaria, “Ethnomathematical exploration of the Apem Wonolelo tradition in Sleman Regency,” Jurnal Padamu Negeri, vol. 2, no. 4, pp. 161–171, Nov. 2025, doi: 10.69714/x4xp7f07.
M. Limori, D. H. Siswanto, T. Shigematsu, and W. Astiwi, “Integrating STEAM in Teaching Integrals: An Interactive Media Needs Analysis to Enhance Creative Thinking,” RUKASI: Jurnal Ilmiah Perkembangan Penedidikan dan Pembelajaran, vol. 02, no. 05, 2025.
F. Ekonomi et al., “Integrasi Human Resource Analytics Dan Sistem Pendukung Keputusan Untuk Meningkatkan Akurasi Perencanaan dan Pengembangan SDM di Organisasi Modern,” in Seminar Nasional Manajemen dan Akuntansi, 2025, pp. 335–2963.
A. Zus et al., “Penggunaan Data Statistik Impor Teknologi dalam Mengevaluasi Biaya Investasi,” Journal of Capital Markets and Banking, vol. 13, no. 3, 2025, doi: 10.63607/jcmb.v13i3.
A. Sinaga, E. Tambunan, A. Manik, and H. Siallagan, “Analisis Peran Sistem Informasi Akuntansi Manajemen Dalam Pengambilan Keputusan Strategis,” Journal Of Social Science Research, vol. 5, no. 4, pp. 854–866, 2025.
P. Karaman, İ. Demirci, and A. Özdemir, “Modeling the Relationship between Motivation, Learning Approach, and Academic Achievement of Middle School Students in Turkey,” International Journal of Progressive Education, vol. 15, no. 4, pp. 187–199, Aug. 2019, doi: 10.29329/ijpe.2019.203.14.
D. C. Chen, B. Y. Lai, and C. P. Chen, “Stimulating the Influence of Teaching Effectiveness and Students’ Learning Motivation by Using the Hierarchical Linear Model,” Sustainability (Switzerland), vol. 14, no. 15, Aug. 2022, doi: 10.3390/su14159191.
D. D. F. Dhea, I. H. Humairah, S. Suhaila, R. Reihannah, and R. S. Revi, “Analisis Keberhasilan Startup Pendidikan: Faktor-faktor yang Mempengaruhi Kesuksesan,” Jurnal Riset Ekonomi dan Bisnis, vol. 18, no. 2, pp. 130–143, Aug. 2025, doi: 10.26623/jreb.v8i2.12370.
E. F. Ramadani, A. Subhan, and Nurhidayah, “Faktor Determinan Pendidikan: Analisis Komprehensif terhadap Pendidik, Peserta Didik, Kurikulum, dan Lingkungan Belajar,” Indonesian Journal of Education, Language, and Psychology, vol. 2, no. 2, pp. 63–71, 2025.
Muh. A. Suleman and Z. Idayanti, “Faktor-Faktor Yang Mempengaruhi Keberhasilan Proses Pembelajaran di SD/MI,” Journal of Islami Primary School, vol. 3, no. 2, 2024.
D. Varveris, V. Saltas, and V. Tsiantos, “Exploring the Role of Metacognition in Measuring Students’ Critical Thinking and Knowledge in Mathematics: A Comparative Study of Regression and Neural Networks,” Knowledge, vol. 3, no. 3, pp. 333–348, 2023, doi: 10.3390/knowledge3030023.
S. Anastassia Amellia Kharis and A. Haqqi Anna Zili, “Learning Analytics dan Educational Data Mining pada Data Pendidikan,” Jurnal Riset Pembelajaran Matematika Sekolah, vol. 6, no. 1, 2022.
T. J. Sinaga, “Analitik Pendidikan 4.0: Penerapan Data Mining dalam Mengungkap Karakteristik Siswa,” Jurnal J-MENDIKKOM, vol. 2, no. 2, pp. 3046–5893, 2025.
D. H. Siswanto and N. R. N. Peni, “Publication trend on the Plomp development model in mathematics education,” Asian Pendidikan, vol. 3, no. 2, pp. 71–80, 2023, doi: 10.53797/aspen.v3i2.9.2023.
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