Problem-solving mathematical ability in statistics courses: The impact of the Think–Pair–Share strategy assisted by R software
Abstract
Keywords
Full Text:
PDFReferences
Alsmadi, M. A., Tabieh, A. A., Alsaifi, R. M., & Al-Nawaiseh, S. J. (2023). The effect of the collaborative discussion strategy think-pair-share on developing students' skills in solving engineering mathematical problems. European Journal of Educational Research, 12(2), 1123-1135. https://doi.org/10.12973/eu-jer.12.2.1123.
Arifin, M., Udin, B., Sholeh, M., Hafiz, A., Agustin, R. D., & Wardana, M. D. K. (2021). Developing interactive mobile mathematics inquiry to enhance students' mathematics problem-solving skill. International Journal of Interactive Mobile Technologies, 15(1). https://doi.org/10.3991/ijim.v15i01.20067.
Campbell, S., Greenwood, M., Prior, S., Shearer, T., Walkem, K., Young, S., ... & Walker, K. (2020). Purposive sampling: complex or simple? research case examples. Journal of research in Nursing, 25(8), 652-661. https://doi.org/10.1177/1744987120927206.
Cooper, K. M., Schinske, J. N., & Tanner, K. D. (2021). Reconsidering the share of a think-pair-share: emerging limitations, alternatives, and opportunities for research. CBE-Life Sciences Education, 20(1). https://doi.org/10.1187/cbe.20-08-0200
Creswell, J. W., & Creswell, J. D. (2017). Research design: qualitative, quantitative, and mixed methods approach. Sage publications.
Cuadrado-Gallego, J. J., Gómez, J., Tayebi, A., Usero, L., Hellín, C. J., & Valledor, A. (2023). LearningRlab: educational r package for statistics in computer science engineering. Sustainability, 15(10), 8246. https://doi.org/10.3390/su15108246
Engels, G., Grosjean, P., & Artus, F. (2022). Teaching data science to students in biology using R, RStudio and Learnr: Analysis of three years data. Foundations of Data Science. https://doi.org/10.3934/fods.2022022
Finch, S., Gordon, I., & Patrick, C. (2021). Taking the aRghhhh out of teaching statistics with R: Using R Markdown. Teaching statistics, 43(1). https://doi.org/10.1111/test.12251.
Hariyanti, F., Budayasa, I. K., & Setianingsih, R. (2025). Design and Evaluation of a Guided Discovery Learning Model to Enhance Junior Secondary Students' Statistical Literacy. Journal of Education Culture and Society, 16(2), 685-708. https://doi.org/10.15503/jecs2025.3.685.708.
Hasim, S. M., Rosli, R., & Halim, L. (2024). A quantitative case study of secondary school students’ level of statistical thinking. Eurasia Journal of Mathematics, Science and Technology Education, 20(4), em2421. https://doi.org/10.29333/ejmste/14358.
Jiang, M. (2023). The impact and potential of educational technology: A comprehensive review. Research and Advances in Education, 2(7), 32-49. https://doi.org/10.56397/rae.2023.07.05
Jiang, W., Chen, H., Yang, L., & Pan, X. (2022). moreThanANOVA: a user-friendly shiny/R application for exploring and comparing data with interactive visualization. Plos one, 17(7), e0271185. https://doi.org/10.1371/journal.pone.0271185.
Johnson, D. W., Johnson, R. T., & Smith, K. A. (2014). Cooperative learning: Improving university instruction by basing practice on validated theory. Journal on excellence in college teaching, 25(3&4). https://celt.miamioh.edu/index.php/JECT/article/view/454
Li, M. M., & Tu, C. C. (2024). Developing a project-based learning course model combined with the think–pair–share strategy to enhance creative thinking skills in education students. Education Sciences, 14(3), 233. https://doi.org/10.3390/educsci14030233.
Kim, H. J., Yi, P., & Hong, J. I. (2020). Students’ academic use of mobile technology and higher-order thinking skills: The role of active engagement. Education Sciences, 10(3), 47. https://doi.org/10.3390/educsci10030047.
Lortie, C. J. (2022). Doing meta-analysis with R-a hands-on guide. Journal of Statistical Software, 102, 1-4. https://doi.org/10.18637/jss.v102.b02.
Pujiastuti, E., & Pambudi, M. (2025). Promoting mathematics problem-solving ability in gamification integration using augmented reality. European Journal of Educational Research, 14(2), 645-660. https://doi.org/10.12973/eu-jer.14.2.645.
Mardika, F., & Hasanah, R. U. (2020). Peningkatan kepercayaan diri siswa SMP dengan pembelajaran kooperatif tipe think pair square. AXIOM: Jurnal Pendidikan dan Matematika, 9(1), 87-98. http://dx.doi.org/10.30821/axiom.v9i1.7267
Mesghina, A., Hong, G., & Durrell, A. (2024). Cooperative learning in introductory statistics: Assessing students’ perceptions, performance, and learning in heterogeneous and homogeneous groups. Journal of Statistics and Data Science Education, 32(4), 444-456. https://doi.org/10.1080/26939169.2024.2302175.
Mundelsee, L., & Jurkowski, S. (2021). Think and pair before share: effects of collaboration on students' in-class participation. Learning and Individual Differences, 88, 102015. https://doi.org/10.1016/J.LINDIF.2021.102015.
Muse, A., & Baldwin, J. M. (2021). Quasi‐experimental research design. The encyclopedia of research methods in criminology and criminal justice, 1, 307-310. https://doi.org/10.1002/9781119111931.ch61.
Rahmadani, U., Nasution, H., & Mariani, M. (2023). The development of think pair share-based learning tools to improve mathematical metacognition and communication abilities. Jurnal Analisa, 9(2), 138-150. https://doi.org/10.15575/ja.v9i2.30070.
Rakhmawati, F., & Syahputra, W. (2020). Perbedaan kemampuan penalaran dan komunikasi matematis siswa yang diajar dengan model pembelajaran kooperatif tipe think pair share (TPS) dan group investigation (GI). AXIOM: Jurnal Pendidikan dan Matematika, 9(1), 164-174. http://dx.doi.org/10.30821/axiom.v9i2.8021
Si, Y., Chen, X., Guo, W., & Wang, B. (2022). The effects of cooperative and competitive situations on statistical learning. Brain sciences, 12(8), 1059. https://doi.org/10.3390/brainsci12081059.
Slocum, T. A., Pinkelman, S. E., Joslyn, P. R., & Nichols, B. (2022). Threats to internal validity in multiple-baseline design variations. Perspectives on Behavior Science, 45(3), 619-638. https://doi.org/10.1007/s40614-022-00326-1.
Sohil, F., Sohali, M. U., & Shabbir, J. (2022). An introduction to statistical learning with applications in R. Statistical Theory and Related Fields, 6(1), 87-87. https://doi.org/10.1080/24754269.2021.1980261.
Sukmawati, S., & Nasrullah, A. (2017). Penerapan model pembelajaran kooperatif pendekatan struktural think pair square untuk meningkatkan hasil belajar matematika siswa. Jurnal Penelitian dan Pembelajaran Matematika, 10(1). https://dx.doi.org/10.30870/jppm.v10i1.1204
Sukmawati, S., Saumi, T. F., & Nasrullah, A. (2020, October). Camtasia-assisted computer statistics application practicum learning video in online classes to improve students’ mathematical understanding. In Journal of Physics: Conference Series (Vol. 1657, No. 1, p. 012016). IOP Publishing. https://iopscience.iop.org/article/10.1088/1742-6596/1657/1/012016/meta
Tucker, M. C., Shaw, S. T., Son, J. Y., & Stigler, J. W. (2023). Teaching statistics and data analysis with R. Journal of Statistics and Data Science Education, 31(1), 18-32. https://doi.org/10.1080/26939169.2022.2089410
Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes (Vol. 86). Harvard university press.
DOI: http://dx.doi.org/10.30821/axiom.v14i2.26322
Refbacks
- There are currently no refbacks.
Copyright (c) 2025 Sri Sukmawati, Ratu Khoirotun Nisa

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
p-ISSN: 2087-8249 | e-ISSN: 2580-0450
Indexed by:
AXIOM : Jurnal Pendidikan dan Matematika is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.










