Mathematical Identity in Learning Mathematics: Bibliometric Review
Abstract
Students' mathematical identities must be appropriately identified to obtain information on the causes of difficulties and decreased student motivation in learning mathematics so that this becomes a teacher's reference in preparing learning scenarios that can form strong and enduring mathematical characters in students. This bibliometric study aims to assess the global research trends in the field of mathematical identity by analyzing publication output, co-authorship among authors and their country affiliations, and the co-occurrence of author keywords. Using the Scopus database, a total of 53 journal articles published between 2007 and 2023 were collected. The findings indicate a consistent growth in the number of publications since 2018, with an increment of 5 articles every two years. Consequently, the cumulative total of articles has steadily increased. The United States stands out as the leading contributor, accounting for approximately 60% of the global publications, surpassing ten other countries/territories. Moreover, among the most productive universities in the top 5 countries, four of them are ranked in the top 1000 universities in the world. In conclusion, recent advancements in research on mathematical identity encompass various aspects such as mathematics achievement, race, equity, learners' mathematical identity, and black students.
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Angraini, L. M., Yolanda, F., & Muhammad, I. (2023). Augmented reality : The improvement of computational thinking based on students ’ initial mathematical ability. International Journal of Instruction, 16(3), 1033–1054.
Awaliah, N. P., Angraini, L. M., & Muhammad, I. (2023). Tren penelitian kreativitas guru dalam pembelajaran matematika: A bibliometric review. FIBONACCI : Jurnal Pendidikan Matematika Dan Matematika, 9(1), 43–62.
Benoit, G., & Salopek, G. (2023). What do you meme? an investigation of social media and mathematical identity. Journal of Urban Mathematics Education, 16(1), 40–71. https://doi.org/10.21423/jume-v16i1a490
Black, L., Williams, J., Hernandez-Martinez, P., Davis, P., Pampaka, M., & Wake, G. (2010). Developing a ‘leading identity’: The relationship between students’ mathematical identities and their career and higher education aspirations. Educational Studies in Mathematics, 73(1), 55–72. https://doi.org/10.1007/s10649-009-9217-x
Bohrnstedt, G. W., Zhang, J., Park, B. J., Ikoma, S., Broer, M., & Ogut, B. (2020). Mathematics identity, self-efficacy, and interest and their relationships to mathematics achievement: A longitudinal analysis. In R. T. Serpe, R. Stryker, & B. Powell (Eds.), Identity and Symbolic Interaction (pp. 169–210). Springer International Publishing. https://doi.org/10.1007/978-3-030-41231-9_7
Cribbs, J., Huang, X., & Piatek‐Jimenez, K. (2021). Relations of mathematics mindset, mathematics anxiety, mathematics identity, and mathematics self‐efficacy to STEM career choice: A structural equation modeling approach. School Science and Mathematics, 121(5), 275–287. https://doi.org/10.1111/ssm.12470
Darragh, L. (2013). Constructing confidence and identities of belonging in mathematics at the transition to secondary school. Research in Mathematics Education, 15(3), 215–229. https://doi.org/10.1080/14794802.2013.803775
Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021). How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133(3), 285–296.
Dunleavy, T. K., Marzocchi, A. S., & Gholson, M. L. (2021). Teacher candidates’ silhouettes: supporting mathematics teacher identity development in secondary mathematics methods courses. Investigations in Mathematics Learning, 13(1), 43–58. https://doi.org/10.1080/19477503.2020.1831173
Eck, N. J. van, & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523–538.
Fernandez, F., Froschl, M., Lorenzetti, L., & Stimmer, M. (2022). Investigating the importance of girls’ mathematical identity within United States STEM programmes: a systematic review. International Journal of Mathematical Education in Science and Technology. https://doi.org/10.1080/0020739X.2021.2022229
Gardee, A. (2019). Social relationships between teachers and learners, learners’ mathematical identities and equity. African Journal of Research in Mathematics, Science and Technology Education, 23(2), 233–243. https://doi.org/10.1080/18117295.2019.1662641
Goldstein, D. S. (2018). Mathematics identities of competence in a middle-grades d/Deaf and hard-of-hearing classroom. Investigations in Mathematics Learning, 10(3), 145–158. https://doi.org/10.1080/19477503.2018.1467081
Graven, M. (2016). Strengthening maths learning dispositions through ‘math clubs.’ South African Journal of Childhood Education, 5(3). https://doi.org/10.4102/sajce.v5i3.342
Graven, M., & Heyd-Metzuyanim, E. (2019). Mathematics identity research: The state of the art and future directions. ZDM, 51(3), 361–377. https://doi.org/10.1007/s11858-019-01050-y
Grootenboer. (2019). Learning mathematics as being stirred into mathematical practices: an alternative perspective on identity formation. ZDM – International Journal on Mathematics Education, 51(2), 394–398.
Gweshe, L. C., & Brodie, K. (2019). High school learners’ mathematical identities. African Journal of Research in Mathematics, Science and Technology Education, 23(2), 254–262. https://doi.org/10.1080/18117295.2019.1662642
Hima, L. R., Nusantara, T., Hidayanto, E., & Rahardjo, S. (2019). Changing in mathematical identity of elementary school students through group learning activities. International Electronic Journal of Elementary Education, 11(5), 461–469. https://doi.org/10.26822/iejee.2019553342
Inspiradas, A., La, E. N., La, C. Y., States, U., & Forrester, J. V. (2023). Cultivating mathematical proficiencies and identities. Revista de Filosofia y Ciencias, 761–771.
Kaasila, R. (2007). Using narrative inquiry for investigating the becoming of a mathematics teacher. ZDM - International Journal on Mathematics Education, 39(3), 205–213. https://doi.org/10.1007/s11858-007-0023-6
Kaasila, R., & Lutovac, S. (2010). How to apply the emplotment process using the narrative approach in mathematics education. Didactica Slovenica - Pedagoska Obzorja, 25(3–4), 92–209.
Kurniawati, A. D., Juniati, D., & Abadi, A. (2023). Mathematics identity of prospective mathematics teachers: Content analysis of open-ended survey questions. Participatory Educational Research, 10(4), 181–201. https://doi.org/10.17275/per.23.66.10.4
Martin, D. B. (2009). In my opinion: Does race matter?. Teaching Children Mathematics, 16(3), 134–139. https://doi.org/10.5951/TCM.16.3.0134
Matthews, J. S. (2020). Formative learning experiences of urban mathematics teachers’ and their role in classroom care practices and student belonging. Urban Education, 55(4), 507–541. https://doi.org/10.1177/0042085919842625
Mcgee, E. O. (2014). When it comes to the mathematics experiences of black pre-service teachers… race matters. Teachers College Record: The Voice of Scholarship in Education, 116(6), 1–50. https://doi.org/10.1177/016146811411600608
Md Khudzari, J., Kurian, J., Tartakovsky, B., & Raghavan, G. S. V. (2018). Bibliometric analysis of global research trends on microbial fuel cells using Scopus database. Biochemical Engineering Journal, 136, 51–60. https://doi.org/10.1016/j.bej.2018.05.002
Muhammad, I., Elmawati, Samosir, C. M., & Marchy, F. (2023). Bibliometric analysis: Research on articulate storylines in mathematics learning. EduMa: Mathematics Education Learning And Teaching, 12(1), 77–87. https://doi.org/10.24235/eduma.v12i1.12607
Muhammad, I., & Juandi, D. (2023). Model discovery learning pada pembelajaran matematika sekolah menengah pertama: A bibliometric review. EULER: Jurnal Ilmiah Matematika, Sains Dan Teknologi, 11(1), 74–88.
Muhammad, I., Samosir, C. M., Elmawati, & Marchy, F. (2023). Bibliometric analysis : Adobe Flash CS6 research in mathematics learning. Jurnal Pendidikan Matematika Indonesia, 8(1), 25–34. https://doi.org/10.26737/jpmi.v8i1.4005
Nasir, N. S., & de Royston, M. M. (2013). Power, identity, and mathematical practices outside and inside school. Journal for Research in Mathematics Education, 44(1), 264–287. https://doi.org/10.5951/jresematheduc.44.1.0264
Phoong, S. Y., Khek, S. L., & Phoong, S. W. (2022). The bibliometric analysis on finite mixture model. SAGE Open, 12(2), 1–13. https://doi.org//doi.org/10.1177/215824402211010
Solomon, Y. (2007). Experiencing mathematics classes: Ability grouping, gender and the selective development of participative identities. International Journal of Educational Research, 46(1–2), 8–19. https://doi.org/10.1016/j.ijer.2007.07.002
Triansyah, F. A., Yanti, F., Rabuandika, A., & Muhammad, I. (2023). Augmented reality research in middle schools: Bibliometric review. EDUKASIA: Jurnal Pendidikan Dan Pembelajaran, 4(1), 369–378.
Wilson, A. T., & Grigorian, S. (2019). The near-peer mathematical mentoring cycle: studying the impact of outreach on high school students’ attitudes toward mathematics. International Journal of Mathematical Education in Science and Technology, 50(1), 46–64. https://doi.org/10.1080/0020739X.2018.1467508
Ziols, R., & Kirchgasler, K. L. (2021). Health and pathology: A brief history of the biopolitics of US mathematics education. Educational Studies in Mathematics, 108(1–2), 123–142. https://doi.org/10.1007/s10649-021-10110-8
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