A Bibliometric Analysis of Mathematical Mindset and Scale Comparison
DOI:
https://doi.org/10.30998/jtwdqm77Keywords:
mindset, math mindset, scale comparisonAbstract
This study aims to identify articles that have the most significant influence on the topic of mathematical mindset and comparison of scale types. The types of scales that are focused on in this research included Likert, Thurstone, and Semantic Differential. This research method uses a literature review with bibliometric analysis techniques. The software used is Publish or Perish by Harzings and VOSviewer. The search was carried out several times using various index sources, such as Google Scholar, Scopus, and Crossref, from 2013 to 2025. A total of 1,254 articles were identified with the keywords "mathematical mindset", "Thurstone", "Likert", "differential semantic", and "scale". The results show that Boaler et al.'s article occupies the top position in search results and the Likert scale is the most commonly used scale in a mathematical mindset.
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Akbasli, S., Sahin, M., & Yaykiran, Z. (2016). The Effect of Reading Comprehension on the Performance in Science and Mathematics. Journal of Education and Practice, 7(16), 108–121. https://doi.org/ISSN: 222-1735
Apiola, M., & Sutinen, E. (2020). Mindset and Study Performance: New Scales and Research Directions. ACM International Conference Proceeding Series. https://doi.org/10.1145/3428029.3428042
Arfandi, A., Purnamawati, & Nurfaedah. (2020). The development of a Thurstone scale for identifying teacher ability in using information and communication technology. Journal of Physics: Conference Series, 1456(1). https://doi.org/10.1088/1742-6596/1456/1/012038
Ariyani, Y. D., Wilujeng, I., Irene, S., & Dwiningrum, A. (2022). Bibliometric analysis of SCAMPER strategy over the past 20 years. International Journal of Evaluation and Research in Education (IJERE), 11(4), 1930–1938. https://doi.org/10.11591/ijere.v11i4.22316
Aulianto, D. R., Yusup, P. M., & Setianti, Y. (2020). Pemanfaatan Aplikasi “ Publish Or Perish ” Sebagai Alat Analisis Sitasi Pada Jurnal Kajian Komunikasi Universitas Padjadjaran. Book Chapter Seminar Nasional MACOM III "Communication and Information Beyound Boundaries, July, 873–880.
Bahar, R., Setiawati, F. A., Sutarji, A., Hidayat, O., & Sudarna, N. (2021). Comparison of the Thurstone Scale method in measuring teacher personality competence. Meter: Measurement in Educational Research, 1(2), 97–103. https://doi.org/http://dx.doi.org/10.33292/meter.v1i2.162
Balan, A., & Sjöwall, D. (2022). Evaluation of a Deliberate Practice and Growth Mindset Intervention on Mathematics in 7th-grade Students. Scandinavian Journal of Educational Research, 0(0), 1–10. https://doi.org/10.1080/00313831.2022.2042733
Barclay, J. E., & Weaver, H. B. (1962). Comparative Reliabilities and Ease of Construction of Thurstone and Likert Attitude Scales. Journal of Social Psychology, 58(1), 109–120. https://doi.org/10.1080/00224545.1962.9712358
Boaler, J. (2013). Ability and Mathematics: The Mindset Revolution That is Reshaping Education. Forum, 55(1), 143–152. https://doi.org/10.2304/forum.2013.55.1.143
Boaler, J. (2016). A Mathematical Mindset. Jossey-Bass. https://doi.org/10.1088/2058-7058/32/12/32
Boaler, J., Dieckmann, J. A., LaMar, T., Leshin, M., Selbach-Allen, M., & Pérez-Núñez, G. (2021). The Transformative Impact of a Mathematical Mindset Experience Taught at Scale. Frontiers in Education, 6(December), 1–13. https://doi.org/10.3389/feduc.2021.784393
Chen, S., Ding, Y., & Liu, X. (2021). Development of the Growth Mindset Scale: Evidence of Structural Validity, Measurement Model, Direct and Indirect Effects in Chinese Samples. Current Psychology. https://doi.org/10.1007/s12144-021-01532-x
Cho, E., Kim, E. H., Ju, U., & Lee, G. A. (2021). Motivational predictors of reading comprehension in middle school: Role of self-efficacy and growth mindsets. Reading and Writing, 34(9), 2337–2355. https://doi.org/10.1007/s11145-021-10146-5
Daly, I., Bourgaize, J., & Vernitski, A. (2019). Mathematical Mindsets Increase Student Motivation: Evidence from the EEG. Trends in Neuroscience and Education, 15, 18–28. https://doi.org/10.1016/j.tine.2019.02.005
Devos, P. (2011). Research and bibliometrics: A long history... Clinics and Research in Hepatology and Gastroenterology, 35(5), 336–337. https://doi.org/10.1016/j.clinre.2011.04.008
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(March), 285–296. https://doi.org/10.1016/j.jbusres.2021.04.070
Drasgow, F., Chernyshenko, O. S., & Stark, S. (2010). 75 Years After Likert: Thurstone Was Right! Industrial and Organizational Psychology, 3(4), 465–476. https://doi.org/10.1111/j.1754-9434.2010.01273.x
Dweck, C. S. (1999). Implicit Theories of Intelligence Scale for Children – Self Form.
Dweck, C. S. (2008). Mindsets and Math / Science Achievement. The Opportunity Equation: Transforming Mathematics and Science Education for Citizenship and the Global Economy, 1–17. www.opportunityequation.org
Dweck, C. S. (2022). Mindset (Updated). Ballantine Books.
Edwards, A. L., & Kenney, K. C. (1946). A comparison of the Thurstone and Likert techniques of attitude scale construction. Journal of Applied Psychology, 30(1), 72–83. https://doi.org/10.1037/h0062418
Effendi, S. (1989). Prinsip-prinsip Pengukuran dan Penyusunan Skala. In M. Singarimbun & S. Effendi (Eds.), Metode Penelitian Survai. LP3ES.
Ersozlu, Z., & Karakus, M. (2019). Mathematics Anxiety: Mapping the Literature by Bibliometric Analysis. Eurasia Journal of Mathematics, Science and Technology Education, 15(2). https://doi.org/10.29333/ejmste/102441
Friborg, O. (2006). Likert-based vs. semantic differential-based scorings of positive psychological constructs: A psychometric comparison of two versions of a scale measuring resilience. Personality and Individual Differences, 40(5), 873–884. https://doi.org/10.1016/j.paid.2005.08.015
Garland, R. (1991). The mid-point on a rating scale: Is it desirable? Marketing Bulletin, 2, 66–70. http://marketing-bulletin.massey.ac.nz/V2/MB_V2_N3_Garland.pdf
Garofalo, A. E. (2016). Teaching The Character of Growth Mindset and Grit to Increase Motivation in The Classroom (Issue May). New England College.
Heise, D. (1970). The semantic differential and attitude research. In Attitude measurement (Issue 4, pp. 235–253). Rand McNally. http://www.indiana.edu/~socpsy/papers/AttMeasure/attitude..htm
Hoeve, M. Van, Doorman, M., & Veldhuis, M. (2019). How can teachers influence their students’ (mathematical) mindset ? Eleventh Congress of the European Society for Research in Mathematics Education. https://hal.archives-ouvertes.fr/hal-02410257
Ingebrigtsen, Magnus. (2018). How to Measure a Growth Mindset: A validation study of the implicit theories of intelligence scale and a novel Norwegian measure. University of Norway.
Jeffs, C., Nelson, N., Grant, K. A., Nowell, L., Paris, B., & Viceer, N. (2021). Feedback for teaching development: moving from a fixed to growth mindset. Professional Development in Education, 00(00), 1–14. https://doi.org/10.1080/19415257.2021.1876149
Joshi, A., Kale, S., Chandel, S., & Pal, D. (2015). Likert Scale: Explored and Explained. British Journal of Applied Science & Technology, 7(4), 396–403. https://doi.org/10.9734/bjast/2015/14975
Kaya, S., & Karakoc, D. (2022). Math Mindsets and Academic Grit: How Are They Related to Primary Math Achievement? In European Journal of Science and Mathematics Education (Vol. 10, Issue 3, pp. 298–309). Bastas Publications. https://doi.org/10.30935/scimath/11881
Likert, R. (1932). A Technique for The Measurement of Attitudes (R. S. Woodworth (ed.)). New York University.
Lottero-Perdue, P. S., & Lachapelle, C. P. (2019). Instruments to measure elementary student mindsets about smartness and failure in general and with respect to engineering. International Journal of Education in Mathematics, Science and Technology, 7(2), 197–214. https://doi.org/10.18404/ijemst.552468
Lucini, M., & Boltz, S. (2023). Breaking Math Myths. Benjamin Franklin International School. https://www.bfischool.org/breaking-math-myths/
Meierdirk, C., & Fleischer, S. (2022). Exploring the mindset and resilience of student teachers. Teacher Development, 26(2), 263–278. https://doi.org/10.1080/13664530.2022.2048687
Moore, M. (2018). Mindset and Mathematics in an All-Girls Secondary School A thesis submitted in fulfillment of the requirements for the degree of Doctor of Philosophy by. A Thesis Submitted in Fulfillment of the Requirements for the Degree of Doctor of Philosophy at Charles Sturt University by Maureen Moore BA Dip Ed MA MEd Charles, August, 1–306.
Morus, I. R. (2013). Queen of the Sciences. When Physics Became King, December, 1–21. https://doi.org/10.7208/chicago/9780226542003.003.0001
Mosley, T. (2017). Changing your math “mindset” can boost your math performance. Wbur, 1–9. https://www.wbur.org/news/2017/04/10/math-growth-mindset
Muhammad, U. A., Fuad, M., Ariyani, F., & Suyanto, E. (2022). Bibliometric analysis of local wisdom-based learning : Direction for future history education research. International Journal of Evaluation and Research in Education (IJERE), 11(4), 2209–2222. https://doi.org/10.11591/ijere.v11i4.23547
Murphy, L., & Thomas, L. (2008). Dangers of a fixed mindset: Implications of Self-theories Research for Computer Science Education. ACM SIGCSE Bulletin, 40(3), 271–275. https://doi.org/10.1145/1597849.1384344
NCTM. (2000). Principles and Standards for School Mathematics. National Council of Teachers of Mathematics. www.nctm.org
Norman, W. T. (1959). Stability-Characteristics of the Semantic Differential. The American Journal of Psychology, 72(4), 581–584. https://www.jstor.org/stable/1419502 REFERENCES
Osgood, C. E. (1964). Semantic Differential Technique in the Comparative Study of Cultures. American Anthropologist, 66(3), 171–200. https://www.jstor.org/stable/669329
Park, S. (2021). Validating a Mindset Scale (Issue May). University of Oslo.
Peterman, C. J., & Ewing, J. (2019). Effects of movement, growth mindset and math talks on math anxiety. Journal of Multicultural Affairs, 4(1). https://scholarworks.sfasu.edu/jma/vol4/iss1/1%0Ahttps://scholarworks.sfasu.edu/jma/vol4/iss1/1/%0Ahttps://scholarworks.sfasu.edu/cgi/viewcontent.cgi?article=1051&context=jma
Petherbridge, A. N. (2020). Everyone can be “a math person”: The Role of the Growth Mindset in Mathematics Education. Colby College.
Pyper, J. (2015). Thinking about teaching, learning, and mathematical mindsets lead me to Learning Skills. Journal of Professional Issues in Engineering Education and Practice, 125(January), 1662–1675. http://educ.queensu.ca/mste
Roberts, J. S., Laughlin, J. E., & Wedell, D. H. (1999). Validity issues in the Likert and Thurstone approaches to attitude measurement. Educational and Psychological Measurement, 59(2), 211–233. https://doi.org/10.1177/00131649921969811
Ronkainen, R., Kuusisto, E., & Tirri, K. (2019). Growth mindset in teaching: A case study of a Finnish elementary school teacher. International Journal of Learning, Teaching and Educational Research, 18(8), 141–154. https://doi.org/10.26803/ijlter.18.8.9
Saefudin, A. A., & Wijaya, A. (2023). The characteristics of the mathematical mindset of junior high school students. 19(1).
Sembiring, T. (2017). Konstruksi Alat Ukur Mindset. Humanitas (Jurnal Psikologi), 1(1), 53–60. https://doi.org/10.28932/humanitas.v1i1.402
Setiawati, F. A. (2013). Penskalaan Tipe Likert dan Thurstone dengan Teori Klasik dan Modern: Studi pada Instrumen Multiple Intelligences. In Lembaga Penelitian dan Pengabdian kepada Masyarakat Universitas Negeri Yogyakarta.
Shoshani, A. (2021). Growth mindset in the maths classroom: a key to teachers’ well-being and effectiveness. Teachers and Teaching: Theory and Practice, 27(8), 730–752. https://doi.org/10.1080/13540602.2021.2007370
Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104(July), 333–339. https://doi.org/10.1016/j.jbusres.2019.07.039
Tanujaya, B., Rully Charitas Indra Prahmana, & Jeinne Mumu. (2022). Likert Scale in Social Sciences Research: Problems and Difficulties. FWU Journal of Social Sciences, 16(4), 89–101. https://doi.org/http://doi.org/10.51709/19951272/Winter2022/7
Thurstone, L. L. (1994). A law of comparative judgement. In Psychological Review (Vol. 101, Issue 2, pp. 266–270).
Tomaszewski, R. (2023). Visibility, impact, and applications of bibliometric software tools through citation analysis. Scientometrics, 128(7), 4007–4028. https://doi.org/10.1007/s11192-023-04725-2
van Eck, N. J., & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523–538. https://doi.org/10.1007/s11192-009-0146-3
van Eck, N. J., & Waltman, L. (2020). VOSviewer Manual version 1.6.16. Univeristeit Leiden, November, 1–52. https://www.vosviewer.com/download/f-33t2.pdf
Wang, Z., Borriello, G. A., Oh, W., Lukowski, S., & Malanchini, M. (2021). Co-development of math anxiety, math self-concept, and math value in adolescence: The roles of parents and math teachers. In Contemporary Educational Psychology (Vol. 67, p. 102016). Elsevier BV. https://doi.org/10.1016/j.cedpsych.2021.102016
Wesneski, A. (2019). Mindset in Math Class: How Math Teachers Can Promote Future Success. Mathematical Science: Student Scholarship & Creative Works, 4. https://jayscholar.etown.edu/mathsty/4
Widhiarso, W. (2010). Semantik Diferensial. In Journal of Fakultas Psikologi.
Zhao, Y., Niu, G., Hou, H., Zeng, G., Xu, L., Peng, K., & Yu, F. (2018). From growth mindset to grit in Chinese Schools: The mediating roles of learning motivations. Frontiers in Psychology, 9(OCT), 1–7. https://doi.org/10.3389/fpsyg.2018.02007
Zhu, S., Zhuang, Y., & Lee, P. (2022). Psychometric properties of the Mindsets of Depression, Anxiety, and Stress Scale (MDASS) in Chinese young adults and adolescents. Early Intervention in Psychiatry, 16(4), 380–392. https://doi.org/10.1111/eip.13177
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