Bibliometric analysis: Learning outcomes research in mathematics learning (1992-2023)

Ilham Muhammad, Febrinna Marchy, Elmawati Elmawati, Christina Monika Samosir

Abstract


Learning Outcomes are values, attitudes and skills as a result of the learning process. The purpose of this study is to look at the research landscape related to learning outcomes in mathematics learning from 1992 to 2023. The method used is descriptive bibliometric analysis. The data taken comes from the enhanced Scopus database. The results showed that the trend of the most publications related to learning outcomes in learning mathematics was in 2020 and 2022 with a total of 14 publications. The most citation trend occurred in the 2009 publication which has been cited 262 times. The country that has had a major impact on research on learning outcomes in mathematics learning is the United States of America. The research focus is divided into three parts, namely, 1) motivation and reasoning; 2) , technology and higher school; 3) universities and assessments. New themes in this field are mathematical problems, higher education, blended learning and geogebra. The learning outcomes keyword is not directly connected with the 7 other keywords, namely, ict, critical thinking, mathematics achievement, pre service teacher, gender different, secondary school. Keywords with new themes such as mathematical problems are not together with learning outcomes but are not directly connected with keywords with other new themes such as higher education, blended learning and geogebra

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Al-Shabibi, T. S., & Al-Ayasra, M. A. K. (2019). Effectiveness of the flipped classroom strategy in learning outcomes (bibliometric study). International Journal of Learning, Teaching and Educational Research, 18(3), 96–127. https://doi.org/10.26803/ijlter.18.3.6

Albariki, A. Y., & Sunarto, S. (2020). The Effect of Islamic Boarding School Environment and Student Learning Interest on Student Learning Outcomes in Social Sciences Subjects. The Indonesian Journal of Social Studies, 3(1), 31. https://doi.org/10.26740/ijss.v3n1.p31-36

Ali, Ö. (2018). Bibliometric analysis of the studies in the field of mathematics education. Educational Research and Reviews, 13(22), 723–734. https://doi.org/10.5897/err2018.3603

Alviz-Meza, A., Vásquez-Coronado, M. H., Delgado-Caramutti, J. G., & Blanco-Victorio, D. J. (2022). Bibliometric analysis of fourth industrial revolution applied to heritage studies based on web of science and scopus databases from 2016 to 2021. Heritage Science, 10(1). https://doi.org/10.1186/s40494-022-00821-3

Amiri, M. R., Saberi, M. K., Ouchi, A., & Mokhtari, H. (2023). Publication Performance and Trends in Altmetrics: A Bibliometric Analysis and Visualization. International Journal of Information Science and Management, 21(1), 95–115. https://doi.org/10.3390/su132212532

Antara, I. G. W. S., Sudarma, I. K., & Dibia, I. K. (2020). The Assessment Instrument of Mathematics Learning Outcomes Based on HOTS Toward Two-Dimensional Geometry Topic. Indonesian Journal Of Educational Research and Review, 3(1), 19. https://doi.org/10.23887/ijerr.v3i2.25869

Ardiyani, S. M., & Gunarhadi, R. (2018). Realistic mathematics education in cooperative learning viewed from learning activity. Journal on Mathematics Education, 9(2), 301–310. https://doi.org/10.22342/jme.9.2.5392.301-310

Atisnaini, S. M., & Mustadi, A. (2019). Comparative Learning Model of Student Teams Achievement Division (STAD) with Numbered Head Together (NHT) Toward Student Mathematics Learning Outcomes at University. 326(Iccie 2018), 469–475. https://doi.org/10.2991/iccie-18.2019.82

Ayadat, T., Ahmed, D., Chowdhury, S., & Asiz, A. (2020). Measurable performance indicators of student learning outcomes: A case study. Global Journal of Engineering Education, 22(1), 40–50.

Buchholtz, N. F., Krosanke, N., Orschulik, A. B., & Vorhölter, K. (2018). Combining and integrating formative and summative assessment in mathematics teacher education. ZDM - Mathematics Education, 50(4), 715–728. https://doi.org/10.1007/s11858-018-0948-y

Candra, & Retnawati, H. (2020). A meta-analysis of constructivism learning implementation towards the learning outcomes on civic education lesson. International Journal of Instruction, 13(2), 835–846. https://doi.org/10.29333/iji.2020.13256a

Chen, J.-C., Lin, F.-L., & Yang, K.-L. (2018). A novice mathematics teacher educator–researcher’s evolution of tools designed for in-service mathematics teachers’ professional development. Journal of Mathematics Teacher Education, 21(5), 517–539. https://doi.org/10.1007/s10857-017-9396-9

Chen, Y., & Chang, C.-C. (2018). The impact of an integrated robotics STEM course with a sailboat topic on high school students’ perceptions of integrative STEM, interest, and career orientation. Eurasia Journal of Mathematics, Science and Technology Education, 14(12). https://doi.org/10.29333/ejmste/94314

Chien, Y.-H., & Chu, P.-Y. (2018). The Different Learning Outcomes of High School and College Students on a 3D-Printing STEAM Engineering Design Curriculum. International Journal of Science and Mathematics Education, 16(6), 1047–1064. https://doi.org/10.1007/s10763-017-9832-4

Dakir, Zamroni, Wibowo, A., Rozi, F., Misroto, Anshori, A. M., Sukkur, & Bon, A. T. (2021). Efforts to improve student learning outcomes; identification of learning models in madrasah. Proceedings of the International Conference on Industrial Engineering and Operations Management, 7101–7106.

Dinh, T., & Nguyen, N. (2022). Factors Affecting the Quality of Assessment of Learning Outcomes from the Perspective of Primary Education Students. International Journal of Multidisciplinary Research and Analysis, 05(07). https://doi.org/10.47191/ijmra/v5-i7-11

Dwijayani, N. M. (2019). Development of circle learning media to improve student learning outcomes. Journal of Physics: Conference Series, 1321(2). https://doi.org/10.1088/1742-6596/1321/2/022099

Erikson, M. G., & Erikson, M. (2019). Learning outcomes and critical thinking–good intentions in conflict. Studies in Higher Education, 44(12), 2293–2303. https://doi.org/10.1080/03075079.2018.1486813

Goksu, I., Ozkaya, E., & Gunduz, A. (2020). The content analysis and bibliometric mapping of CALL journal. Computer Assisted Language Learning, 0(0), 1–31. https://doi.org/10.1080/09588221.2020.1857409

Goss, H. (2022). Student learning outcomes assessment in higher education and in academic libraries: A review of the literature. The Journal of Academic Librarianship, 48(2), 69–75.

Harli. (2022). Student Learning Motivation as Effort to Improve Learning Outcomes of Aqidah Akhlak in MIN 7 Southeast Aceh. Journal of Education and Teaching Learning (JETL), 4(3), 255–264.

Harun, Kartowagiran, B., & Manaf, A. (2021). Student attitude and mathematics learning success: A meta-analysis. International Journal of Instruction, 14(4), 209–222. https://doi.org/10.29333/iji.2021.14413a

Isroani, F. (2022). Effectiveness of E - Learning Learning to Improve Student Learning Outcomes at Madrasah Aliyah. International Journal of Science Education and Cultural Studies Effectiveness, 1(1), 42–51.

Jayadi, U. (2022). Improving Mathematics Learning Outcomes Through the Use of Animated Video Media in Learning to Build Flat Grouping for Mentally Percentage of Completeness Value of …. International Journal of Education and Digital Learning, 2022(1), 1–4.

Lin, W., Yin, H., Han, J., & Han, J. (2020). Teacher–student interaction and chinese students’ mathematics learning outcomes: The mediation of mathematics achievement emotions. International Journal of Environmental Research and Public Health, 17(13), 1–17. https://doi.org/10.3390/ijerph17134742

Lopez-Caudana, E., Ramirez-Montoya, M. S., Martínez-Pérez, S., & Rodríguez-Abitia, G. (2020). Using robotics to enhance active learning in mathematics: A multi-scenario study. Mathematics, 8(12), 1–21. https://doi.org/10.3390/math8122163

Lumbantoruan, J. H., Dane, G., & Mahyar, B. (2022). Comparison of Mathematics Learning Outcomes with Student Team Achievement Divisions and Team Assisted Individualization Model. Al-Hijr: Journal of Adulearn World, 1(3), 132–140. https://doi.org/10.55849/alhijr.v1i3.30

Mayani, I., Suripah, & Muhammad, I. (2022). Analysis of Students’ Errors in Solving Statistical Problems: A Case of 8th Grade Students at SMPN 4 Siak Hulu, Indonesia. Jurnal Pendidikan Mipa, 23(4), 1826–1838.

Moher, D., Liberati, A., Tetzlaff, J., & Douglas. (2009). Preferred eeporting items for systematic reviews and meta-analyzes: The PRISMA statement. Journal of Chinese Integrative Medicine, 7(9), 889–896. https://doi.org/https://doi.org/10.1136/bmj.b2535

Muhammad, I., Himmawan, D. F., Mardliyah, S., & Dasari, D. (2023). Analisis Bibliometrik: Fokus Penelitian Critical Thinking dalam Pembelajaran Matematika (2017–2022). JPMI (Jurnal Pembelajaran Matematika Inovatif), 6(1), 78–84.

Muhammad, I., Marchy, F., Do, A., & Naser, M. (2023). Analisis Bibliometrik : Tren Penelitian Etnomatematika dalam Pembelajaran Matematika Di Indonesia ( 2017 – 2022 ). JIPM (Jurnal Ilmiah Pendidikan Matematika) This, 11(2), 267–279.

Muhammad, I., Marchy, F., Rusyid, H. K., & Dasari, D. (2022). Analisis Bibliometrik : Penelitian Augmented Reality Dalam Pendidikan Matematika. JIPM (Jurnal Ilmiah Pendidikan Matematika), 11(1), 141–155. https://doi.org/10.25273/jipm.v11i1.13818

Muhammad, I., & Mukhibin, A. (2023). Bibliometric Analysis : Research Trend of Interactive Learning Media in Mathematics Learning in Indonesia. Prisma Sains: Jurnal Pengkajian Ilmu Dan Pembelajaran Matematika Dan IPA IKIP Mataram, 11(1), 10–22.

Muijs, D., Reynolds, D., Sammons, P., Kyriakides, L., Creemers, B. P. M., & Teddlie, C. (2018). Assessing individual lessons using a generic teacher observation instrument: how useful is the International System for Teacher Observation and Feedback (ISTOF)? ZDM - Mathematics Education, 50(3), 395–406. https://doi.org/10.1007/s11858-018-0921-9

Nurhikmah, Febriati, F., & Ervianti, E. (2021). The Impact of Computer-based Test and Students’ Ability in Computer Self - Efficacy on Mathematics Learning Outcomes. Journal of Education Technology, 5(4), 603. https://doi.org/10.23887/jet.v5i4.34942

Purnawan, D. (2021). Analysis and Methods of Overcoming Mathematics Learning Difficulties in Elementary School Students: Literature Review. 4(5), 1353–1364.

Rahmawati, N. D., Buchori, A., & Hafidz Azizal Ghoffar, M. (2022). The Effectiveness of Using Virtual Reality-Based Mathematics Learning Media With an Ethnomathematical Approach. KnE Social Sciences, 2022, 1005–1011. https://doi.org/10.18502/kss.v7i14.12050

Salam, M., Ibrahim, N., & Sukardjo, M. (2019). Effects of instructional models and spatial intelligence on the mathematics learning outcomes after controlling for students’ initial competency. International Journal of Instruction, 12(3), 699–716. https://doi.org/10.29333/iji.2019.12342a

Saputra, D. S., Yuliati, Y., & Rachmadtullah, R. (2019). Use of ladder snake media in improving student learning outcomes in mathematics learning in elementary school. Journal of Physics: Conference Series, 1363(1). https://doi.org/10.1088/1742-6596/1363/1/012058

Smith, J. M., & Mancy, R. (2018). Exploring the relationship between metacognitive and collaborative talk during group mathematical problem-solving–what do we mean by collaborative metacognition? Research in Mathematics Education, 20(1), 14–36. https://doi.org/10.1080/14794802.2017.1410215

Sudargini, Y., & Purwanto, A. (2020). The Effect of Teachers Pedagogic Competency on the Learning Outcomes of Students. Journal of Industrial Engineering & Management Research ( Jiemar), 1(4), 2722–8878. https://doi.org/10.7777/jiemar

Sukardjo, M., & Salam, M. (2020). Effect of concept attainment models and self-directed learning (SDL) on mathematics learning outcomes. International Journal of Instruction, 13(3), 275–292. https://doi.org/10.29333/iji.2020.13319a

Tabach, M., & Schwarz, B. B. (2018). Professional development of mathematics teachers toward the facilitation of small-group collaboration. Educational Studies in Mathematics, 97(3), 273–298. https://doi.org/10.1007/s10649-017-9796-x

Titl, K. X., Negeri, A. S. M. K., & Pakam, L. (2016). Hasil Belajar, Strategi Pembelajaran Ranah Motorik, dan Strategi Pembelajaran Ranah Motorik Model TWI. JURNAL GENERASI KAMPUS VOLUME, 9(3), 221–228.

Triyanti;, Murtono;, & Utaminingsih; (2021). Problem Based Technology and Science Development to Improve Science Learning Outcomes in Elementary Schools. Anp Journal of Social Science and Humanities, 2(2), 151–156. https://journalarsvot.com/index.php/anp-jssh/article/view/171/144




DOI: http://dx.doi.org/10.17977/um076v7i12023p13-23

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