A BIBLIOMETRICS ANALYSIS ON MATHEMATICAL THINKING IN INDONESIA FROM SCOPUS ONLINE DATABASE WITH AFFILIATION FROM INDONESIA
Abstract
Developing students' mathematical thinking is one of the most important objectives of mathematics education. Mathematical thinking in Indonesia is the focus of this study, which presents the results of a bibliometric investigation. This study aims to determine the development of mathematical thinking research publications and the distribution of research publications by type of publication, research institutes, and scientific journals in Indonesia on the Scopus online database. This study aims to determine the development of mathematical thinking research publications and the distribution of research publications by type of publication, research institutes, and scientific journals in Indonesia on the Scopus online database. This research is quantitative and descriptive. By collecting data from research on mathematical thinking in Indonesia in scientific journals at Scopus. Bibliometrics R-tool and BiblioShiny were used in this study. According to the findings of this bibliometric study, publication on mathematical thinking attained its pinnacle in 2019, marking the year when it realized its full potential. The publication outcomes are dominated by conference series journals. Authors submit their work to these journals by attending international conferences. Research on mathematical thinking is being conducted at Universitas Pendidikan Indonesia at a higher level than at any other Indonesian university. Furthermore, it is anticipated that future studies will make use of Bradford's theorem in order to present data that is more accurate for the purpose of the development of bibliometric studies.
Downloads
References
Alyawati, D., Susanti, E., Sari, N., & Sukmaningthias, N. (2020). Probing prompting in symbolization. 2019 National Conference on Mathematics Education, NaCoME 2019, 1480(1). https://doi.org/10.1088/1742-6596/1480/1/012048
Anwar, L., Budayasa, I. K., Amin, S. M., & de Haan, D. (2012). Eliciting Mathematical Thinking of Students through Realistic Mathematics Education. Indonesian Mathematical Society Journal on Mathematics Education, 3(1), 55–70. https://doi.org/10.22342/jme.3.1.620.55-70
Argyle, S. F. (2012). Mathematical thinking: From cacophony to consensus. https://eric.ed.gov/?id=ED548823.
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
Aristika, A., Darhim, Juandi, D., & Kusnandi. (2021). The effectiveness of hybrid learning in improving of teacher-student relationship in terms of learning motivation. Emerging Science Journal, 5(4), 443–456. https://doi.org/10.28991/esj-2021-01288
Astuty, E. S. W., Waluya, S. B., & Sugianto, S. (2019). Mathematical Reasoning Ability Based on Self Regulated Learning by Using The Learning of Reciprocal Teaching With RME Approach. Unnes Journal of Mathematics Education Research, 8(1), 49-56. https://journal.unnes.ac.id/sju/index.php/ujmer/article/view/25938
Beng, Y. H., & Yunus, A. S. B. M. (2015). What to measure in the level of mathematical thinking among preuniversity Science students? 2015 International Conference on Research and Education in Mathematics (ICREM7), 165–168. https://doi.org/10.1109/ICREM.2015.7357046
Butterworth, J., & Thwaites, G. (2013). Thinking skills: Critical thinking and problem solving. Retrieved from http://www.evidence.thinkportal.org/handle/123456789/97
Çoban, H., & Tezci, E. (2022). Mathematical reasoning: Bibliometric analysis of the literature. OPUS Journal of Society Research, 19(45), 88–102. https://doi.org/10.26466/opusjsr.1062867
Devlin, K. J. (2012). Introduction to mathematical thinking. USA: Keith Devlin. http://www.mat.ufrgs.br/~portosil/curso-Devlin.pdf
Ekawati, E. (2011). Peran, fungsi, tujuan, dan karakteristik matematika sekolah. Yogyakarta: P4TK Matematika. http://p4tkmatematika.kemdikbud.go.id/
Fakhrunisa, F., & Prabawanto, S. (2020). Online Learning in COVID-19 Pandemic: An Investigation of Mathematics Teachers’ Perception. 4th International Conference on Education and E-Learning, ICEEL 2020, 207–213. https://doi.org/10.1145/3439147.3439179
Fisher, D., Kusumah, Y. S., & Dahlan, J. A. (2020). Project-based learning in mathematics: A literatur review. In H. H., H. W., W. S.A., I. M., N. M.S., P. K.S., & P. R.C.I. (Eds.), 2nd International Seminar on Applied Mathematics and Mathematics Education, ISAMME 2020 (Vol. 1657). https://doi.org/10.1088/1742-6596/1657/1/012032
Gaol, M. L., Prabawanto, S., & Usdiyana, D. (2019). Students’ mathematical critical thinking ability on cube and cuboid problems. In Sutarno, Saprudin, P. I., A. R.R., A. A.G., & N. A.B.D. (Eds.), International Conference on Mathematics and Science Education 2018, ICMScE 2018 (Vol. 1157). https://doi.org/10.1088/1742-6596/1157/4/042055
Gog, T. Van, Kester, L., & Paas, F. (2011). Effects of worked examples, example-problem, and problem-example pairs on novices’ learning. Contemporary Educational Psychology, 36(3), 212-218. https://doi.org/10.1016/j.cedpsych.2010.10.004
Helviyana, G., Susanti, E., Indaryanti, Sari, N., & Simarmata, R. H. (2020). Students’ mathematical reasoning in inquiry learning model. 2019 National Conference on Mathematics Education, NaCoME 2019, 1480(1). https://doi.org/10.1088/1742-6596/1480/1/012058
Hidayat, D., Nurlaelah, E., & Dahlan, J. A. (2017). Rigorous Mathematical Thinking Approach to Enhance Students’ Mathematical Creative and Critical Thinking Abilities. In R. L.S., N. A.B.D., Riandi, & A. A.G. (Eds.), International Conference on Mathematics and Science Education, ICMScE 2017 (Vol. 895). https://doi.org/10.1088/1742-6596/895/1/012087
Ikhwanudin, T., Wahyudin, & Prabawanto, S. (2019). Mathematically gifted student’s ways of thinking on fractions. 6th International Seminar on Mathematics, Science, and Computer Science Education, MSCEIS 2018, 1280(4). https://doi.org/10.1088/1742-6596/1280/4/042015
Irenika, I., Susanti, E., Hiltrimartin, C., Hapizah, H., & Meryansumayeka, M. (2019). Design of problem-solving questions for measuring student’s mathematical thinking type representation. In A. A.G., N. A.B.D., W. I., D. A.A., & A. C.U. (Eds.), Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018 (Vol. 1318). https://doi.org/10.1088/1742-6596/1318/1/012102
Iswari, I. F., Susanti, E., Hapizah, H., Meryansumayeka, M., & Turidho, A. (2019). Design of problem-solving questions to measure mathematical thinking type abstraction. In A. A.G., N. A.B.D., W. I., D. A.A., & A. C.U. (Eds.), Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018 (Vol. 1318). https://doi.org/10.1088/1742-6596/1318/1/012104
Juandi, D., & Tamur, M. (2021). The impact of problem-based learning toward enhancing mathematical thinking: A meta-analysis study. Journal of Engineering Science and Technology, 16(4), 3548–3561. http://jestec.taylors.edu.my/Vol%2016%20Issue%204%20August%202021/16_4_51.pdf
Karadag, Z. (2009). Analyzing students’ mathematical thinking in technology-supported environments. Retrieved from https://tspace.library.utoronto.ca/handle/1807/19128
Khansa, N., Susanti, E., Indaryanti, Sari, N., & Simarmata, R. H. (2020). Mathematics reasoning through inquiry learning model. 2019 National Conference on Mathematics Education, NaCoME 2019, 1480(1). https://doi.org/10.1088/1742-6596/1480/1/012056
Kilpatrick, J., Swafford, J., & Findell, B. (2001). Adding it up: Helping children learn mathematics. Washington, DC: National Academy of Sciences–National Research Council. http://eprints.mercubuana-yogya.ac.id/263/
Kinard, J. T., & Kozulin, A. (2008). Rigorous mathematical thinking: Conceptual formation in the mathematics classroom. https://cds.cern.ch/record/1251757
Lambert, V. A., & Lambert, C. E. (2012). Qualitative descriptive research: An acceptable design. Pacific Rim International Journal of Nursing Research, 16(4), 255-256. https://he02.tci-thaijo.org/index.php/PRIJNR/article/view/5805
Li, N., Mok, I. A. C., & Cao, Y. (2019). The evolution of mathematical thinking in Chinese mathematics education. Mathematics, 7(3), 1–18. https://doi.org/10.3390/math7030297
Mahmood, A. (2015). Blended Learning Environment to Develop Personas and Themes in Engineering Students Using Mathematical Oriented Activities. Retrieved from http://eprints.utm.my/id/eprint/61076/1/AishaMahmoodPSPS2015TH.pdf
Maskur, R., Sumarno, Rahmawati, Y., Pradana, K., Syazali, M., Septian, A., & Palupi, E. K. (2020). The effectiveness of problem based learning and aptitude treatment interaction in improving mathematical creative thinking skills on curriculum 2013. European Journal of Educational Research, 9(1), 375–383. https://doi.org/10.12973/eu-jer.9.1.375
Mason, J., Burton, L., & Stacey, K. (2010). Thinking mathematically. Addison-Wesley London. Retrieved from http://hdl.handle.net/11162/65996
Mishra, D. K., Gawde, M., & Solanki, M. S. (2014). Bibliometric study of PhD thesis in English. Global Journal of Academic Librarianship, 1(1), 19–36. Retrieved from http://www.ripublication.com/gjal/gjalv1n1_03.pdf
Miswanto, A., Susanti, E., Hapizah, H., Meryansumayeka, M., & Nurzalena, A. (2019). Analysis of mathematical thinking types reasoning students in completing the problem-solving question. In A. A.G., N. A.B.D., W. I., D. A.A., & A. C.U. (Eds.), Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018 (Vol. 1318). https://doi.org/10.1088/1742-6596/1318/1/012101
Mudrikah, A., & Hakim, L. L. (2016). Problem-based learning associated by action process object schema theory in mathematics instruction. Proceedings of AICS-Social Sciences, 6, 367–374. Retrieved from http://www.jurnal.unsyiah.ac.id/AICS-Social/article/view/10798
Muthma’innah, M., Dahlan, J. A., & Suhendra, S. (2019). Ability of mathematical critical thinking–what about Learning Cycle 7E model? Journal of Physics: Conference Series, 1157(3), 1–7. https://doi.org/10.1088/1742-6596/1157/3/032129
Muthma’Innah, M., Dahlan, J. A., & Suhendra, S. (2019). Ability of mathematical critical thinking - What about Learning Cycle 7E model? In A. A.G., A. R.R., P. I., Sutarno, Saprudin, & N. A.B.D. (Eds.), International Conference on Mathematics and Science Education 2018, ICMScE 2018 (Vol. 1157). https://doi.org/10.1088/1742-6596/1157/3/032129
Naufal, M. A., Atan, N. A., Abdullah, A. H., & Abu, M. S. (2017). Problem solving, based on metacognitive learning activities, to improve Mathematical reasoning skills of students. Man in India, 97(12), 213–220. http://malrep.uum.edu.my/rep/Record/my.utm.76879
Noyes, A. (2007). Rethinking School Mathematics: Learning from Forest Schools. Rethinking School Mathematics, 1-152. https://www.torrossa.com/en/resources/an/4913102
Nurzalena, A., Susanti, E., Hapizah, H., Meryansumayeka, M., & Miswanto, A. (2019). Design of problem-solving questions for measuring mathematical thinking type mathematization. In A. A.G., N. A.B.D., W. I., D. A.A., & A. C.U. (Eds.), Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018 (Vol. 1318). https://doi.org/10.1088/1742-6596/1318/1/012106
Oermann, M. H., Nordstrom, C. K., Wilmes, N. A., Denison, D., Webb, S. A., Featherston, D. E., … Striz, P. (2008). Information sources for developing the nursing literature. International Journal of Nursing Studies, 45(4), 580–587. https://doi.org/10.1016/j.ijnurstu.2006.10.005
Onal, H., Inan, M., & Bozkurt, S. (2017). A Research on Mathematical Thinking Skills: Mathematical Thinking Skills of Athletes in Individual and Team Sports. Journal of Education and Training Studies, 5(9), 133-139. https://eric.ed.gov/?id=EJ1151681
Oyewola, D. O., & Dada, E. G. (2022). Exploring machine learning: a scientometrics approach using bibliometrix and VOSviewer. SN Applied Sciences, 4(5), 1–18. https://doi.org/10.1007/s42452-022-05027-7
Pisa, O. (2016). results (Volume I): Excellence and equity in education. PISA, OECD Publishing. Retrieved from https://www.oecd.org/publications/pisa-2015-results-volume-i-9789264266490-en.htm
Posamentier, A. S., & Krulik, S. (2008). Problem-solving strategies for efficient and elegant solutions, grades 6-12: a resource for the mathematics teacher. https://eric.ed.gov/?id=ED424101
Putra, J. D., Suryadi, D., & Juandi, D. (2018). Mathematical abstraction ability of prospective math teacher students. In L. L.S., G. I., I. S.N.I., C. C.Y., K. A., I. F., … H. S.K.S. (Eds.), 3rd International Conference on Mathematical Sciences and Statistics, ICMSS 2018 (Vol. 1132). https://doi.org/10.1088/1742-6596/1132/1/012049
Putri, R. I. I., & Zulkardi, Z. (2018). Higher-order thinking skill problem on data representation in primary school: A case study. Journal of Physics: Conference Series, 948(1), 1–6. https://doi.org/10.1088/1742-6596/948/1/012056
Saragih, S., & Napitupulu, E. E. (2015). Developing student-centered learning model to improve high order mathematical thinking ability. International Education Studies, 8(06), 104–112. Retrieved from https://eric.ed.gov/?id=EJ1067817
Sari, V. T. A., & Hidayat, W. (2019). The students’ mathematical critical and creative thinking ability in double-loop problem solving learning. Journal of Physics: Conference Series, 1315(1), 1–6. https://doi.org/10.1088/1742-6596/1315/1/012024
Setiawan, W., & Sari, V. T. A. (2019). The effectiveness of cognitive conflict on the concept of differential. Journal of Physics: Conference Series. https://doi.org/10.1088/1742-6596/1157/4/042069
Shinno, Y. (2018). Reification in the learning of square roots in a ninth grade classroom: Combining semiotic and discursive approaches. International Journal of Science and Mathematics Education, 16(2), 295–314. https://doi.org/10.1007/s10763-016-9765-3
Sitorus, J. (2016). Students’ creative thinking process stages: Implementation of realistic mathematics education. Thinking Skills and Creativity, 22, 111–120. https://doi.org/10.1016/j.tsc.2016.09.007
Stacey, K. (2006). What is mathematical thinking and why is it important. Progress Report of the APEC Project: Collaborative …. Retrieved from https://www.criced.tsukuba.ac.jp/math/apec/apec2007/paper_pdf/Kaye Stacey.pdf
Suharso, P., Setyowati, L., & Arifah, M. N. (2021). Bibliometric Analysis Related to Mathematical Research through Database Dimensions. Journal of Physics: Conference Series, 1776(1), 1–7. https://doi.org/10.1088/1742-6596/1776/1/012055
Sunawan, A., & Rosjanuardi, R. (2019). The achievement analysis of Indonesian TIMSS 2011 in mathematics towards didactical situation. Journal of Physics: Conference Series, 1188(1), 1–11. https://doi.org/10.1088/1742-6596/1188/1/012041
Susanti, E., Hapizah, H., Meryansumayeka, M., & Irenika, I. (2019). Mathematical thinking of 13 years old students through problem-solving. In A. A.G., N. A.B.D., W. I., D. A.A., & A. C.U. (Eds.), Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018 (Vol. 1318). https://doi.org/10.1088/1742-6596/1318/1/012103
Susanti, V. D., Krisdiana, I., & Adamura, F. (2020). Students’ mathematical critical thinking reviewed from self-regulated learning. In P. P.W., P. J., K. U., F. S., P. R.C.I., I. A., … P. S.W. (Eds.), 2nd Ahmad Dahlan International Conference on Mathematics and Mathematics Education, ADINTERCOMME 2019 (Vol. 1613). https://doi.org/10.1088/1742-6596/1613/1/012008
Susongko, P., & Fatkhurrahman, M. A. (2017). Determinants Factors Analysis of Indonesian Students’physics Achievement In TIMSS 2011. Jurnal Pendidikan Fisika Indonesia, 13(1), 49–58. https://doi.org/10.15294/jpfi.v13i1.8641
Tanujaya, B., Mumu, J., & Margono, G. (2017). The Relationship between Higher Order Thinking Skills and Academic Performance of Student in Mathematics Instruction. International Education Studies, 10(11), 78–85. https://doi.org/10.5539/ies.v10n11p78
Tohir, M. (2016). Hasil PISA Indonesia tahun 2015 mengalami peningkatan. Jurnal Researchgate.(1-2). http://dx.doi.org/10.17605/osf.io/kx4jv.
Tomasik, M. J., Helbling, L. A., & Moser, U. (2021). Educational gains of in‐person vs. distance learning in primary and secondary schools: A natural experiment during the COVID‐19 pandemic school closures in Switzerland. International Journal of Psychology, 56(4), 566–576. https://doi.org/10.1002/ijop.12728
Turidho, A., Susanti, E., Hapizah, H., Meryansumayeka, M., & Iswari, I. F. (2019). Designing problem-solving questions to measure mathematical thinking type modeling. In A. A.G., N. A.B.D., W. I., D. A.A., & A. C.U. (Eds.), Seminar on Advances in Mathematics, Science and Engineering for Elementary School, SAMSES 2018 (Vol. 1318). https://doi.org/10.1088/1742-6596/1318/1/012105
Uyangör, S. M. (2019). Investigation of the Mathematical Thinking Processes of Students in Mathematics Education Supported with Graph Theory. Universal Journal of Educational Research, 7(1), 1–9. Retrieved from https://www.hrpub.org/journals/article_info.php?aid=7637
Zeynivandnezhad, F., Ismail, Z., & Yosuf, Y. M. (2013). Mathematical thinking in differential equations among pre-service teachers. Sains Humanika, 63(2), 51–58. https://doi.org/10.11113/sh.v63n2.151
Copyright (c) 2022 Alifmatika: Jurnal Pendidikan dan Pembelajaran Matematika
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
COPYRIGHT NOTICE
Author (s) who publish in Alifmatika: Jurnal Pendidikan dan Pembelajaran Matematika agree to the following terms:
- The Author (s) submitting a manuscript do so on the understanding that if accepted for publication, copyright of the article shall be assigned to Alifmatika: Jurnal Pendidikan dan Pembelajaran Matematika, Tarbiyah Faculty of Ibrahimy University as the publisher of the journal. Consecutively, author(s) still retain some rights to use and share their own published articles without written permission from Alifmatika: Jurnal Pendidikan dan Pembelajaran Matematika. This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
- Copyright encompasses rights to publish and provide the manuscripts in all forms and media for the purpose of publication and dissemination, and the authority to enforce the rights in the manuscript, for example in the case of plagiarism or in copyright infringement.
- Alifmatika: Jurnal Pendidikan dan Pembelajaran Matematika and the Editors make every effort to ensure that no wrong or misleading data, opinions or statements be published in the journal. In any way, the contents of the articles and advertisements published in Alifmatika: Jurnal Pendidikan dan Pembelajaran Matematika are the sole responsibility of their respective authors and advertisers.
- The Copyright Transfer Form can be downloaded here [Copyright Transfer Form Alifmatika]. The copyright form should be signed originally and send to the Editorial Office in the form of original mail, scanned document to alifmatika[at]ibrahimy.ac.id or upload the scanned document in the comments column when sending the manuscript.