Self-Directed Learning in Mathematics Education: A Bibliometric Analysis

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Bibliographic Details
Title: Self-Directed Learning in Mathematics Education: A Bibliometric Analysis
Language: English
Authors: Nurul Rabiatul Adawiyah Suhaimee (ORCID 0009-0002-8889-9083), Mohamad Ikram Zakaria (ORCID 0000-0002-2171-8279), Norulhuda Ismail (ORCID 0000-0003-2884-6393), Mohd Fadzil Abdul Hanid (ORCID 0000-0003-2884-6393), Nurul Hazreen Hanafi (ORCID 0009-0007-2061-069X)
Source: International Journal of Education in Mathematics, Science and Technology. 2025 13(3):568-583.
Availability: International Journal of Education in Mathematics, Science and Technology. Necmettin Erbakan University, Ahmet Kelesoglu Education Faculty, Meram, Konya, 42090, Turkey. e-mail: ijermst@gmail.com; Web site: https://www.ijemst.net/index.php/ijemst/index
Peer Reviewed: Y
Page Count: 17
Publication Date: 2025
Document Type: Journal Articles
Information Analyses
Descriptors: Independent Study, Mathematics Education, Bibliometrics, Educational Research, Educational Trends, Foreign Countries, Professional Development, Self Efficacy, Electronic Learning
Geographic Terms: United States, Indonesia, China, United Kingdom, Malaysia, South Africa, Australia, Netherlands, Spain, Austria, Nepal, Romania, Estonia, Italy, South Korea
ISSN: 2147-611X
Abstract: Self-directed learning (SDL) has become essential in promoting autonomy and critical thinking within mathematics education. Given the increasing emphasis on SDL, a bibliometric analysis is necessary to map the field's development, key themes, and influential contributions. This study utilizes Scopus data from 1981 to 2024, encompassing 32 publications, to identify research trends, geographic distribution, and thematic focuses. The methodology involved advanced tools such as OpenRefine, biblioMagika®, and VOSviewer for data cleaning, harmonization, and visualization. Findings reveal a notable rise in SDL research from the mid2010s onward, with the United States and Indonesia as leading contributors, reflecting supportive policies for learner autonomy. Key themes identified include professional development, self-efficacy, and digital learning, underscoring the interdisciplinary nature of SDL in mathematics education. The study highlights SDL's crucial role in fostering independent learning and suggests further investigation into age-specific impacts, long-term effects, and digital tool integration within SDL. Future research should prioritize cross-disciplinary collaboration to refine SDL practices, enhancing adaptability and self-directed capabilities in mathematics education.
Abstractor: As Provided
Entry Date: 2025
Accession Number: EJ1475549
Database: ERIC
Description
Abstract:Self-directed learning (SDL) has become essential in promoting autonomy and critical thinking within mathematics education. Given the increasing emphasis on SDL, a bibliometric analysis is necessary to map the field's development, key themes, and influential contributions. This study utilizes Scopus data from 1981 to 2024, encompassing 32 publications, to identify research trends, geographic distribution, and thematic focuses. The methodology involved advanced tools such as OpenRefine, biblioMagika®, and VOSviewer for data cleaning, harmonization, and visualization. Findings reveal a notable rise in SDL research from the mid2010s onward, with the United States and Indonesia as leading contributors, reflecting supportive policies for learner autonomy. Key themes identified include professional development, self-efficacy, and digital learning, underscoring the interdisciplinary nature of SDL in mathematics education. The study highlights SDL's crucial role in fostering independent learning and suggests further investigation into age-specific impacts, long-term effects, and digital tool integration within SDL. Future research should prioritize cross-disciplinary collaboration to refine SDL practices, enhancing adaptability and self-directed capabilities in mathematics education.
ISSN:2147-611X