A Bibliometric Analysis: Trend of Studies in Self-Regulated Learning Over The Past Three Decades

Sulistiawati Sulistiawati(1*), Yaya Sukjaya Kusumah(2), Jarnawi Afgani Dahlan(3), Dadang Juandi(4), Hans Vos(5)

(1) Mathematics Education Department, Universitas Pendidikan Indonesia, Indonesia
(2) Mathematics Education Department, Universitas Pendidikan Indonesia, Indonesia
(3) Mathematics Education Department, Universitas Pendidikan Indonesia, Indonesia
(4) Mathematics Education Department, Universitas Pendidikan Indonesia, Indonesia
(5) Faculty of Applied Mathematics, University of Twente
(*) Corresponding Author

Abstract

Many studies measure self-regulated learning in some fields but still a few studies in the education field or related fields. This study aimed to analyze performance analysis and science mapping related to the research trend in self-regulated learning over the past three decades. Therefore, it was conducted using the bibliometric analysis method on 2106 documents related to self-regulated learning published in the period 1990-2022 from the Scopus database. Those documents are limited in the final stage, English, journal source type, and article document type. The chosen subject areas were art and humanities, psychology, and social sciences which have a relation with the education field. The data analysis process was assisted by Publish or Perish and VOSviewer software to examine the publication and citation-related metric, publication, and citation trend analysis, citation analysis, co-authorship analysis, and co-word analysis. The results of this study are the trend and development of research regarding self-regulated learning over the past three decades presented that: 1) the publication-and-related metric in this study showed that there were 2,106 papers related to self-regulated learning which distributed in range 1990-2022 that has 20,752 citations and the h-index value is lower than g-index value, 2) the publication-and-citation trend analysis showed relatively fluctuative in periods and constant in particular year, 3) the citation analysis showed that the most influential document is written by B. J. Zimmerman in 2008 that has been cited around 1664 times, 4) the author who has collaborated the most with other authors is Järvelä, S., 5) the United Stated is the most productive and influential country who make studies in self-regulated learning, 6) the most productive organization is University of Oulu, Finland and the the most influential organization is the Department of Educational Psychology, Graduate Center, City University of New York, and 7) the ‘self-regulated learning’ keyword has the most occurrence amount 1766 times. These findings provide an overview of the evolution of self-regulated learning research papers during the last three decades. This study examines a period of time that was longer than previous studies. As a consequence, its resulting contribution is also larger, providing an overview of the field's evolution over the last 30 years and providing other researchers with a comprehensive resource for performing self-regulated learning research.

Keywords

bibliometric analysis; self-regulated learning; the past three decades; trend of studies

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References

Aksnes, Dag W., Liv Langfeldt, and Paul Wouters. 2019. “Citations, Citation Indicators, and Research Quality: An Overview of Basic Concepts and Theories.” SAGE Open 9(1). doi: 10.1177/2158244019829575.

Al Husaeni, Dwi Fitria, and Asep Bayu Dani Nandiyanto. 2021. “Bibliometric Using Vosviewer with Publish or Perish (Using Google Scholar Data): From Step-by-Step Processing for Users to the Practical Examples in the Analysis of Digital Learning Articles in Pre and Post Covid-19 Pandemic.” ASEAN Journal of Science and Engineering 2(1):19–46. doi: 10.17509/ajse.v2i1.37368.

Al Husaeni, Dwi Fitria, and Asep Bayu Dani Nandiyanto. 2022. “Bibliometric Computational Mapping Analysis of Publications on Mechanical Engineering Education Using Vosviewer.” Journal of Engineering Science and Technology 17(2):1135–49.

Ansari, Bansu Irianto, Muhamad Saleh, Nurhaidah, and Taufiq. 2021. “Exploring Students’ Learning Strategies and Self-Regulated Learning in Solving Mathematical Higher-Order Thinking Problems.” European Journal of Educational Research 10(2):743–56. doi: 10.12973/eu-jer.10.2.743.

Baas, Jeroen, Michiel Schotten, Andrew Plume, Grégoire Côté, and Reza Karimi. 2020. “Scopus as a Curated, High-Quality Bibliometric Data Source for Academic Research in Quantitative Science Studies.” Quantitative Science Studies 1(1):377–86. doi: 10.1162/qss_a_00019.

Blackmore, Conner, Julian Vitali, Louise Ainscough, Tracey Langfield, and Kay Colthorpe. 2021. “A Review of Self-Regulated Learning and Self-Efficacy: The Key to Tertiary Transition in Science, Technology, Engineering and Mathematics (STEM).” International Journal of Higher Education 10(3):169. doi: 10.5430/ijhe.v10n3p169.

Dian, Jauhara, Nurul Iffah, and Lia Budi Tristanti. 2022. “Describing Prospective Teachers ’ Promote Action in Online Mathematics Learning.” 7(3):161–77. doi: 10.23917/jramathedu.v7i3.17258.

DiBenedetto, Maria K., and Barry J. Zimmerman. 2013. “Construct and Predictive Validity of Microanalytic Measures of Students’ Self-Regulation of Science Learning.” Learning and Individual Differences 26(August 2013):30–41. doi: 10.1016/j.lindif.2013.04.004.

Donthu, Naveen, Satish Kumar, Debmalya Mukherjee, Nitesh Pandey, and Weng Marc Lim. 2021. “How to Conduct a Bibliometric Analysis: An Overview and Guidelines.” Journal of Business Research 133(April):285–96. doi: 10.1016/j.jbusres.2021.04.070.

Fahimnia, Behnam, Joseph Sarkis, and Hoda Davarzani. 2015. Green Supply Chain Management: A Review and Bibliometric Analysis. Vol. 162. Elsevier.

Fuad, Muhammad, Edi Suyanto, Sumarno, Ulul Azmi Muhammad, and Suparman. 2022. “A Bibliometric Analysis of Technology-Based Foreign Language Learning during the COVID-19 Pandemic: Direction for Indonesia Language Learning.” International Journal of Information and Education Technology 12(10):983–95. doi: 10.18178/ijiet.2022.12.10.1710.

Harzing, Anne-Wil. 2010. The Publish or Perish Book. Tarma Software Research Pty Ltd, Melbourne, Australia.

Hudha, Muhammad Nur, Ida Hamidah, Anna Permanasari, Ade Gofar Abdullah, Indriyani Rachman, and Toru Matsumoto. 2020. “Low Carbon Education: A Review and Bibliometric Analysis.” European Journal of Educational Research 9(1):319–29. doi: 10.12973/eu-jer.9.1.319.

Ishartono, Naufal, Adi Nurcahyo, Mohamad Waluyo, Harun Joko Prayitno, and Millenia Hanifah. 2022. “Integrating GeoGebra into the Flipped Learning Approach to Improve Students’ Self-Regulated Learning during the Covid-19 Pandemic.” Journal on Mathematics Education 13(1):69–86. doi: 10.22342/jme.v13i1.pp69-86.

Jaramillo, Andrés, Juan Pablo Salinas-cerda, and Paula Fuentes. 2022. “Self-Regulated Learning and Academic Performance in Chilean University Students in Virtual Mode During the Pandemic : Effect of the 4Planning App.” Frontiers in Education 13(May):1–10. doi: 10.3389/fpsyg.2022.890395.

Liebendörfer, Michael, Leander Kempen, and Stanislaw Schukajlow. 2022. “First-Year University Students’ Self-Regulated Learning during the COVID-19 Pandemic: A Qualitative Longitudinal Study.” ZDM - Mathematics Education. doi: 10.1007/s11858-022-01444-5.

Linling, Zhong, and Rohaya Abdullah. 2022. “Scientific Mapping of Research on Self-Regulated Learning in Flipped Classrooms.” Educational Administration: Theory and Practice 28(4):102–17.

Mahmoodi, Mohammad Hadi, Behrooz Kalantari, and Rozhin Ghaslani. 2014. “Self-Regulated Learning (SRL), Motivation and Language Achievement of Iranian EFL Learners.” Procedia - Social and Behavioral Sciences 98:1062–68. doi: 10.1016/j.sbspro.2014.03.517.

Muhammad, Ilham, Febrinna Marchy, Husnul Khatimah Rusyid, and Dadan Dasari. 2022. “Analisis Bibliometrik: Penelitian Augmented Reality Dalam Pendidikan Matematika.” JIPM (Jurnal Ilmiah Pendidikan Matematika) 11(1):141. doi: 10.25273/jipm.v11i1.13818.

Purdie, Nola. 2016. “Cultural Differences in the Use of Strategies for Self-Regulated Learning.” American Educational Research Association 33(4):845–71.

Putera, Prakoso Bhairawa, Suryanto Suryanto, Sinta Ningrum, and Ida Widianingsih. 2020. “A Bibliometric Analysis of Articles on Innovation Systems in Scopus Journals Written by Authors from Indonesia, Singapore, and Malaysia.” Science Editing 7(2):177–83. doi: 10.6087/KCSE.214.

Putri, Ananda Hafizhah, Achmad Samsudin, Muhammad Guntur Purwanto, and Andi Suhandi. 2022. “Examination of Conceptual Change Research Over A Decade: A Bibliometric Analysis Using Science Mapping Tool.” IJOLAE (Indonesia Journal on Learning and Advanced Education) 4(3):171–90. doi: 10.23917/ijolae.v4i3.18249.

Říčan, Jaroslav, Vlastimil Chytrý, and Janka Medová. 2022. “Aspects of Self-Regulated Learning and Their Influence on the Mathematics Achievement of Fifth Graders in the Context of Four Different Proclaimed Curricula.” Frontiers in Psychology 13. doi: 10.3389/fpsyg.2022.963151.

Riccaboni, Massimo, and Luca Verginer. 2022. “The Impact of the COVID-19 Pandemic on Scientific Research in the Life Sciences.” PLoS ONE 17(2 February):1–16. doi: 10.1371/journal.pone.0263001.

Saepulmilah, Ceceng, and Septian Cahya Azhari. 2022. “Analisis Perkembangan Literature Self-Regulated Learning Dari Tahun 2017-2021 Menggunakan Bibilometric Analysis.” Jurnal Pendidikan Dan Konseling 4(4):2132–41.

Setyaningsih, Ira, Nurul Indarti, and Jie Ferry. 2018. “Bibliometric Analysis of the Term ‘Green Manufacturing.’” International Journal of Management Concepts and Philosophy 11(3):315–39. doi: doi: 10.1504/ijmcp.2018.093500.

Sjögårde, Peter, and Fereshteh Didegah. 2022. “The Association between Topic Growth and Citation Impact of Research Publications.” Scientometrics 127(4):1903–21. doi: 10.1007/s11192-022-04293-x.

Stuart, Avelie, Dmitri Katz, Clifford Stevenson, Daniel Gooch, Lydia Harkin, Mohamed Bennasar, Lisa Sanderson, Jacki Liddle, Amel Bennaceur, Mark Levine, Vikram Mehta, Akshika Wijesundara, Catherine Talbot, Arosha Bandara, Blaine Price, and Bashar Nuseibeh. 2022. “Loneliness in Older People and COVID-19: Applying the Social Identity Approach to Digital Intervention Design.” Computers in Human Behavior Reports 6(April 2021):100179. doi: 10.1016/j.chbr.2022.100179.

Sulistiawati, and A. Surgandini. 2019. “Investigating the Learning Obstacle and the Self Confidence of Students College in Material Understanding Ability of Linear Algebra Course.” International Journal of Scientific and Technology Research 8(9).

Sulistiawati, Yaya Sukjaya Kusumah, Jarnawi Afgani Dahlan, Dadang Juandi, Suparman, and Samsul Arifin. 2023. “Technology-Assisted Inquiry-Based Learning: The Perpective of Bibliometric Analysis.” Journal of Engineering Science and Technology 1(Spesial Issue):69–80.

Syahmani, S., Hafizah, E., Sauqina, S., Adnan, M., & Ibrahim, M. (2021). STEAM Approach to Improve Environmental Education Innovation and Literacy in Waste Management: Bibliometric Research. Indonesian Journal on Learning and Advanced Education (IJOLAE), 3(2), 130-141. doi:https://doi.org/10.23917/ijolae.v3i2.12782

van Eck, Nees Jan, and Ludo Waltman. 2010. “Software Survey: VOSviewer, a Computer Program for Bibliometric Mapping.” Scientometrics 84(2):523–38. doi: 10.1007/s11192-009-0146-3.

van Eck, Nees Jan, and Ludo Waltman. 2018. VOSviewer Manual - Version 1.6.8. Universiteit Leiden and CWTS Meaningful Metrics.

Vuorenmaa, Eija, Sanna Järvelä, Muhterem Dindar, and Hanna Järvenoja. 2022. “Sequential Patterns in Social Interaction States for Regulation in Collaborative Learning.” Small Group Research 0(1):1–39. doi: 10.1177/10464964221137524.

Waltman, Ludo, Nees Jan van Eck, and Ed C. M. Noyons. 2010. “A Unified Approach to Mapping and Clustering of Bibliometric Networks.” Journal of Informetrics 4(4):629–35. doi: 10.1016/j.joi.2010.07.002.

Winne, Philip H. 1996. “A Metacognitive View of Individual Differences Self-Regulated Learning.” 8(4):327–53.

Wong, Jacqueline, Mohammad Khalil, Martine Baars, Björn B. de Koning, and Fred Paas. 2019. “Exploring Sequences of Learner Activities in Relation to Self-Regulated Learning in a Massive Open Online Course.” Computers and Education 140(May):103595. doi: 10.1016/j.compedu.2019.103595.

Yilmaz, Rabia Meryem, Fatma Burcu Topu, and Ayşegül Takkaç Tulgar. 2022. “An Examination of the Studies on Foreign Language Teaching in Pre-School Education: A Bibliometric Mapping Analysis.” Computer Assisted Language Learning 35(3):270–93. doi: 10.1080/09588221.2019.1681465.

Yu, Yuetian, Yujie Li, Zhongheng Zhang, Zhichun Gu, Han Zhong, Qiongfang Zha, Luyu Yang, Cheng Zhu, and Erzhen Chen. 2020. “A Bibliometric Analysis Using VOSviewer of Publications on COVID-19.” Annals of Translational Medicine 8(13):816–816. doi: 10.21037/atm-20-4235.

Zimmerman, Barry J. 1989. “A Social Cognitive View of Self-Regulated Academic Learning.” Journal of Educational Psychology 81(3):329–39. doi: 10.1037/0022-0663.81.3.329.

Zimmerman, Barry J. 2008. “Investigating Self-Regulation and Motivation: Historical Background, Methodological Developments, and Future Prospects.” American Educational Research Journal 45(1):166–83. doi: 10.3102/0002831207312909.

Zimmerman, Barry J., and Dale H. Schunk. 1989. Review of Self-Regulated Learning and Academic Achievement: Theory, Research, and Practice. Vol. 36.

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