Design and Content Validity of a Growth Mindset in Mathematics Scale for High School Students

Authors

Chukwuemeka Metu

The University of Alabama (United States)

José Maria Marbán

The University of Valladolid (Spain)

Article Information

DOI: 10.47772/IJRISS.2026.100500316

Subject Category: Mathematics

Volume/Issue: 10/5 | Page No: 4652-4665

Publication Timeline

Submitted: 2026-05-05

Accepted: 2026-05-10

Published: 2026-05-30

Abstract

The lack of standardized instrument for measuring students’ growth mindset led to the development and content validation of the Growth Mindset Relationship Model (GMRM). GMRM was anchored on the Social Cognitive Theory, Self-Determination Theory and Self-System Model of Motivational Development. The scale was categorized into five dimensions; relationship with oneself, relationship with mathematics, relationship with peers, relationship with non-peers and relationship with environment, which was subjected to content validation. A total of six experts validated the instrument based on clarity, pertinence and relevance. Data collected were analysed using the Aiken V coefficient. Items with Aiken V index ≥ 0.83 and a corresponding lower limit of ≥ 0.6 at a 95% confidence interval were accepted. A total of 71 out of 97 items met the threshold and were ascertained as a good measurement tool. The construct validity and test-retest reliability were suggested to be included in the future research.

Keywords

growth mindset, content validity, mathematics, high school

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References

1. Akaneme, I. N., & Metu, C. A. (2024). Predicting mathematics achievement: the role of emotional intelligence and the academic self-concept. Futurity of Social Sciences, 2(3), 64-77. https://doi.org/10.57125/FS.2024.09.20.04 [Google Scholar] [Crossref]

2. Ayoola, F. W., & Ibrahim, A. (2024). Students’ growth mindset: potential asset in fostering educational equity. Asian Journal of Education and Social Studies, 50(6), 523-533. https://doi.org/10.9734/ajess/2024/v50i61429 [Google Scholar] [Crossref]

3. Bandura, A., & National Inst of Mental Health. (1986). Social foundations of thought and action: A social cognitive theory. Prentice-Hall, Inc. [Google Scholar] [Crossref]

4. Beard, D. K. (2023). An examination of the relationship among teacher growth mindset, student growth scores, and teacher demographics. [Doctoral dissertation]. Neumann University. [Google Scholar] [Crossref]

5. Blackwell, L. S., Trzesniewski, K. H., & Dweck, C. S. (2007). Implicit theories of intelligence predict achievement across an adolescent transition: a longitudinal study and an intervention. Child Development, 78(1), 246-263. https://doi.org/10.1111/j.1467-8624.2007.00995.x [Google Scholar] [Crossref]

6. Bracke, S. (2024). Reliability Engineering: Data analytics, modeling, risk prediction. Springer Berlin Heidelberg. https://link.springer.com/book/10.1007/978-3-662-67446-8 [Google Scholar] [Crossref]

7. Budhathoki, B. B., Acharya, B. R., Belbase, S., Kshetree, M. P., Khanal, B., & Panthi, R. K. (2022). High school students’ mathematics anxiety: discouragement, abuse, fear, and dilemma induced through adults’ verbal behaviour. International Journal of Learning, Teaching and Educational Research, 21(6), 247-269. https://doi.org/10.26803/ijlter.21.6.15 [Google Scholar] [Crossref]

8. Buenestado, P., & Acho, L. (2018). Image segmentation based on statistical confidence intervals. Entropy, 20(1), 46. https://doi.org/10.3390/e20010046 [Google Scholar] [Crossref]

9. Bull, C., Crilly, J., Latimer, S., & Gillespie, B. M. (2022). Establishing the content validity of a new emergency department patient-reported experience measure (ED PREM): a Delphi study. BMC Emergency Medicine, 22(1), 65. https://doi.org/10.1186/s12873-022-00617-5 [Google Scholar] [Crossref]

10. Chen, S., Ding, Y., & Liu, X. (2023). Development of the growth mindset scale: Evidence of structural validity, measurement model, direct and indirect effects in Chinese samples. Current Psychology, 42(3), 1712-1726. https://doi.org/10.1007/s12144-021-01532-x [Google Scholar] [Crossref]

11. Dong, L., & Kang, Y. (2022). Cultural differences in mindset beliefs regarding mathematics learning. Current Opinion in Behavioral Sciences, 46, 101159. https://doi.org/10.1016/j.cobeha.2022.101159 [Google Scholar] [Crossref]

12. Dweck, C. (2006). Mindset: The new psychology of success. Ballantine books. [Google Scholar] [Crossref]

13. Dweck, C. S. (1999). Self-theories: their role in motivation, personality, and development. Psychology Press. https://psycnet.apa.org/record/1999-02577-000 [Google Scholar] [Crossref]

14. Dweck, C. S., & Yeager, D. (2021). Global mindset initiative introduction: envisioning the future of growth mindset research in education. SSRN. https://dx.doi.org/10.2139/ssrn.3911564 [Google Scholar] [Crossref]

15. Dweck, C. S., & Yeager, D. S. (2019). Mindsets: A view from two eras. Perspectives on Psychological Science, 14(3), 481-496. https://doi.org/10.1177/1745691618804166 [Google Scholar] [Crossref]

16. Dweck, C. S., Chiu, C. Y., & Hong, Y. Y. (1995). Implicit theories and their role in judgments and reactions: a word from two perspectives. Psychological Inquiry, 6(4), 267-285. https://doi.org/10.1207/s15327965pli0604_1 [Google Scholar] [Crossref]

17. Imam, A., Zaidi, S. & Qureshi, A. A. (2023). Skill set required for 21st century student: case study of university level student. Voyage Journal of Educational Studies, 3(2), 69-91. https://doi.org/10.58622/vjes.v3i2.47 [Google Scholar] [Crossref]

18. Kaur, M., Chan, S., Bordeleau, L., Zhong, T., Tsangaris, E., Pusic, A.L., Cano, S.J. & Klassen, A.F. (2023). Re-examining content validity of the BREAST-Q more than a decade later to determine relevance and comprehensiveness. Journal of Patient-Reported Outcomes, 7(1), 37. https://doi.org/10.1186/s41687-023-00558-y [Google Scholar] [Crossref]

19. Li, J., & Li, Y. (2021). The role of grit on students' academic success in experiential learning context. Frontiers in psychology, 12, 774149. https://doi.org/10.3389/fpsyg.2021.774149 [Google Scholar] [Crossref]

20. Limeri, L. B., Carter, N. T., Choe, J., Harper, H. G., Martin, H. R., Benton, A., & Dolan, E. L. (2020). Growing a growth mindset: characterizing how and why undergraduate students’ mindsets change. International Journal of STEM Education, 7, 1-19. https://doi.org/10.1186/s40594-020-00227-2 [Google Scholar] [Crossref]

21. Macnamara, B. N., & Burgoyne, A. P. (2023). Do growth mindset interventions impact students’ academic achievement? a systematic review and meta-analysis with recommendations for best practices. Psychological Bulletin, 149(3-4), 133–173. https://doi.org/10.1037/bul0000352 [Google Scholar] [Crossref]

22. Mahapatra, I., Nagarajappa, R., Satyarup, D., & Mohanty, S. (2020). Considerations in questionnaire development: a review. Indian Journal of Forensic Medicine & Toxicology, 14(4), 8612-8617. https://doi.org/10.37506/ijfmt.v14i4.13054 [Google Scholar] [Crossref]

23. Mehmet, C., & Hulya, S. (2021). Factors that cause students to develop math anxiety and strategies to diminish. Cypriot Journal of Educational Sciences, 16(4), 1356-1367. https://eric.ed.gov/?id=EJ1316557 [Google Scholar] [Crossref]

24. Méndez Romero, R.A. (2015). El concepto de excelencia docente: una aproximación multidimensional inductivo-deductiva desde la teoría fundamentada, el mapeo de la ciencia y el análisis cualitativo de contenido. [Tesis doctoral]. Universidad de Valladolid. https://doi.org/10.35376/10324/16236 [Google Scholar] [Crossref]

25. Metu, C. A., Marbán, J. M., & Espina, E. (2025). Growth Mindset and Mathematics: A Bibliometric Analysis. Journal of Research and Advances in Mathematics Education, 10(1), 1-14. https://doi.org/10.23917/jramathedu.v10i1.6482 [Google Scholar] [Crossref]

26. Metu, I. C., Metu, C. A., Ugwuanyi, C. C., Ocheni, C. A., Nzeakor, E. C., & Nwachukwu, W. C. (2025). Trends and Patterns in Mathematics Education: A Bibliometric Study of Innovative Teaching Strategies in Mathematics Instruction. African Journal of Science, Technology and Mathematics Education, 11(1), 77-85 [Google Scholar] [Crossref]

27. Metu, C., Metu, I., & Altindis, N. (2026, February 26–28). From belief to practice: Investigating growth mindset as a bridge between teacher cognition and student experience in mathematics [Poster presentation]. 28th Annual Conference for Research in Undergraduate Mathematics Education (RUME), Alexandria, VA, United States. [Google Scholar] [Crossref]

28. Metu, C., & Ugwuanyi, C. (2024). Teachers’ creativity-fostering behaviours and emotional intelligence as predictors of students’ performance in circle geometry. Revista de Estudios e Investigación en Psicología y Educación, 11(2), e10810-e10810. https://doi.org/10.17979/reipe.2024.11.2.10810 [Google Scholar] [Crossref]

29. Metu, C. A., Ugwuanyi, C. C., Nwoye, M. N., Odo, I. O., & Nwachukwu, W. C. (2023). Unlocking students areas of difficulties in mathematics through the teachers creativity fostering behaviours. International Journal of Research and Innovation in Social Science (IJRISS), 7(9), 389-396. https://dx.doi.org/10.47772/IJRISS.2023.70932 [Google Scholar] [Crossref]

30. Miller, H. B., & Srougi, M. C. (2021). Growth mindset interventions improve academic performance but not mindset in biochemistry. Biochemistry and Molecular Biology Education, 49(5), 748-757. https://doi.org/10.1002/bmb.21556 [Google Scholar] [Crossref]

31. Mohamoud, A. M. (2024). The impact of growth mindset interventions on students’ motivation, resilience, and academic achievement. Multidisciplinary Journal of Horseed International University (MJHIU), 2(1), 102-125. https://doi.org/10.59336/7adj0850 [Google Scholar] [Crossref]

32. Munisamy, A., Sahid, S., & Hussin, M. (2021). Content validation and content validity index calculation of b40 household's financial literacy. Turkish Online Journal of Qualitative Inquiry, 12(8), 1057-1072. https://www.tojqi.net/index.php/journal/article/view/3935 [Google Scholar] [Crossref]

33. Ng, B. (2018). The neuroscience of growth mindset and intrinsic motivation. Brain sciences, 8(2), 20. https://doi.org/10.3390/brainsci8020020 [Google Scholar] [Crossref]

34. Ngo, A., & Thuy, T. (2024). The importance of soft skills for academic performance and career development—from the perspective of university students. International Journal of Engineering Pedagogy, 14(3), 53-68. https://doi.org/10.3991/ijep.v14i3.45425 [Google Scholar] [Crossref]

35. OECD (2013). PISA 2012 assessment and analytical framework: mathematics, reading, science, problem solving and financial literacy. OECD Publishing. https://doi.org/10.1787/9789264190511-en. [Google Scholar] [Crossref]

36. Penfield, R. D. y Giacobbi, P. R., Jr. (2004). Applying a score confidence interval to Aiken’s item content-relevance index. Measurement in Physical Education and Exercise Science, 8(4), 213-225. https://doi.org/10.1207/s15327841mpee0804_3 [Google Scholar] [Crossref]

37. Ryan, R. M., & Deci, E. L. (2000). Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. American Psychologist, 55(1), 68–78. https://doi.org/10.1037/0003-066X.55.1.68 [Google Scholar] [Crossref]

38. Skinner, E., Furrer, C., Marchand, G., & Kindermann, T. (2008). Engagement and disaffection in the classroom: part of a larger motivational dynamic?. Journal of Educational Psychology, 100(4), 765-781. https://psycnet.apa.org/doi/10.1037/a0012840 [Google Scholar] [Crossref]

39. Stohlmann, M. (2022). Growth mindset in K-8 stem education: a review of the literature since 2007. Journal of Pedagogical Research, 6(2), 149-163. https://eric.ed.gov/?id=EJ1339885 [Google Scholar] [Crossref]

40. Sulaiman, I. F., Raheem, Z. M. A., & Malik, A. A. (2024). The role of hard work on academic success among university students. Asian Journal of Research in Education and Social Sciences, 6(1), 296-304. https://doi.org/10.55057/ajress.2024.6.1.26 [Google Scholar] [Crossref]

41. Ventura-León, J. (2022). Back to content-based validity. Adicciones, 34(4), 323–326. https://doi.org/10.20882/adicciones.1213 [Google Scholar] [Crossref]

42. Yılmaz, E. (2022). Development of mindset theory scale (growth and fixed mindset): a validity and reliability study. Research on Education and Psychology, 6(Special Issue), 1-26. https://doi.org/10.54535/rep.1054235 [Google Scholar] [Crossref]

43. Yusoff, M. S. B. (2019). ABC of content validation and content validity index calculation. Education in Medicine Journal, 11(2), 49-54. https://doi.org/10.21315/eimj2019.11.2.6 [Google Scholar] [Crossref]

44. Zhang, K., & He, W. (2025). Teachers’ growth mindset, perceived school climate, and perceived parental autonomy support moderate the relationship between students’ growth mindset and academic achievement. Journal of Intelligence, 13(1), 8. https://doi.org/10.3390/jintelligence13010008 [Google Scholar] [Crossref]

45. Zurawski, L., & Mancini, N. (2016). Engaging your growth mindset for a successful school year. Perspectives of the ASHA Special Interest Groups, 1(16), 91-99. https://doi.org/10.1044/persp1.SIG16.91 [Google Scholar] [Crossref]

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