Improving Students' Mathematics Learning Outcomes through Polya's Computational Approach and Problem-Solving Approach
DOI:
https://doi.org/10.61650/dpjpm.v3i2.934Keywords:
Learning outcomes, Computational Thinking, Improvement, Polya, Wilcoxon Signed RankAbstract
This study aims to analyze the improvement of students' mathematics learning outcomes through the application of the Computational Thinking approach and the Polya problem-solving approach. This study used a quasi-experimental method with a Non-Equivalent Control Group Design. The subjects were 28 students of class VIII A of SMP Negeri 4 Pasuruan as the experimental group and 23 students of class VIII B as the control group. The instruments used were pretest and posttest tests on the data centering material. Data analysis was carried out using the Wilcoxon Signed Rank test because most of the data were not normally distributed. The test results showed a significant improvement in both groups after treatment. However, the improvement achieved by students in the Computational Thinking group was higher than that of the Polya group. This proves that Computational Thinking is more effective in encouraging students to think systematically, analytically, and reflexively in solving mathematical problems.
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Amalina, I. K., & Vidákovich, T. (2023). Assessment of domain-specific prior knowledge: A development and validation of mathematical problem-solving test. International Journal of Evaluation and Research in Education, 12(1), 468–476. http://doi.org/10.11591/ijere.v12i1.23831
Anggraini, R. S., & Fauzan, A. (2020). The effect of realistic mathematics education approach on mathematical problem solving ability. Edumatika. Retrieved from https://www.academia.edu/download/87336742/358.pdf
Aryanti, Y. (2021). Torrance Creative Thinking Profile of Senior High School Students in Biology Learning: Preliminary Research. Journal of Physics Conference Series, 1842(1). http://doi.org/10.1088/1742-6596/1842/1/012080
Atmojo, I. R. W. (2020). Effectiveness of CEL-badis learning model on students’ creative-thinking skills: Case on the topic of simple food biotechnology. International Journal of Instruction, 13(3), 329–342. http://doi.org/10.29333/iji.2020.13323a
Cheng, L. (2023). The Effects of Computational Thinking Integration in STEM on Students’ Learning Performance in K-12 Education: A Meta-analysis. Journal of Educational Computing Research, 61(2), 416–443. http://doi.org/10.1177/07356331221114183
Cousins, I. T. (2020). Strategies for grouping per-and polyfluoroalkyl substances (PFAS) to protect human and environmental health. Environmental Science Processes and Impacts, 22(7), 1444–1460. http://doi.org/10.1039/d0em00147c
Ernawati. (2020). Analysis of difficulties in solving mathematical problems categorized higher order thinking skills (HOTS) on the subject of rank and shape of the root according to polya stages. Journal of Physics Conference Series, 1563(1). http://doi.org/10.1088/1742-6596/1563/1/012041
Gholami, H. (2024). The Situation of Mathematical Problem Solving and Higher Order Thinking Skills in Traditional Teaching Method and Lesson Study Program. Mathematics Teaching Research Journal, 16(3), 241–264. Retrieved from https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85201188744&origin=inward
Jocius, R. (2021). Infusing Computational Thinking into STEM Teaching: From Professional Development to Classroom Practice. Educational Technology and Society, 24(4), 166–179. Retrieved from https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85117944020&origin=inward
Kampylis, P. (2023). Integrating Computational Thinking into Primary and Lower Secondary Education: A Systematic Review. Educational Technology and Society, 26(2), 99–117. http://doi.org/10.30191/ETS.202304_26(2).0008
Lehmann, T. H. (2025). Examining the interaction of computational thinking skills and heuristics in mathematical problem solving. Research in Mathematics Education, 27(2), 269–290. http://doi.org/10.1080/14794802.2025.2460460 DOI: https://doi.org/10.1080/14794802.2025.2460460
Lein, A. E. (2020). Effectiveness of mathematical word problem solving interventions for students with learning disabilities and/or mathematics difficulties: A meta-analysis. Journal of Educational Psychology, 112(7), 1388–1408. http://doi.org/10.1037/edu0000453 DOI: https://doi.org/10.1037/edu0000453
Lenawati, I. P. (2022). How are students’ higher order thinking skills (HOTS) in mathematical problem solving viewed from the ability to understand mathematical concepts? Aip Conference Proceedings, 2633. http://doi.org/10.1063/5.0102166 DOI: https://doi.org/10.1063/5.0102166
Leon, T. M. D. (2023). Writing anxiety among prospective nonlanguage teachers: A quantitative study of a nonmetropolitan state university. Forum for Linguistic Studies, 5(3). http://doi.org/10.59400/fls.v5i3.1933 DOI: https://doi.org/10.59400/fls.v5i3.1933
Mirheidari, B. (2019). Computational Cognitive Assessment: Investigating the Use of an Intelligent Virtual Agent for the Detection of Early Signs of Dementia. ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, 2019, 2732–2736. http://doi.org/10.1109/ICASSP.2019.8682423 DOI: https://doi.org/10.1109/ICASSP.2019.8682423
Nouri, J. (2020). Development of computational thinking, digital competence and 21st century skills when learning programming in K-9. Education Inquiry, 11(1), 1–17. http://doi.org/10.1080/20004508.2019.1627844 DOI: https://doi.org/10.1080/20004508.2019.1627844
Nurbaya, S. R., Hudi, L., Nurmalasari, I. R., & Amalia, A. R. (2021). THE EFFECT OF ADDITION OF POLYSACCHARIDE ON CHARACTERISTICS OF LOW SUGAR CUCUMBER SORBET. Jurnal Pangan Dan Agroindustri, 9(2), 83–88. http://doi.org/10.21776/ub.jpa.2021.009.02.2 DOI: https://doi.org/10.21776/ub.jpa.2021.009.02.2
Olsson, J., & Granberg, C. (2024). Teacher-student interaction supporting students’ creative mathematical reasoning during problem solving using Scratch. Mathematical Thinking and Learning. http://doi.org/10.1080/10986065.2022.2105567 DOI: https://doi.org/10.1080/10986065.2022.2105567
Papadakis, D. S. (2022). Apps to Promote Computational Thinking and Coding Skills to Young Age Children: A Pedagogical Challenge for the 21st Century Learners. Educational Process International Journal, 11(1), 7–13. http://doi.org/10.22521/edupij.2022.111.1 DOI: https://doi.org/10.22521/edupij.2022.111.1
Reinke, L. T. (2022). Motivators or conceptual foundation? Investigating the development of teachers’ conceptions of contextual problems. Mathematics Education Research Journal, 34(1), 113–137. http://doi.org/10.1007/s13394-020-00329-8 DOI: https://doi.org/10.1007/s13394-020-00329-8
Risnawati. (2018). The Development of Educational Game as Instructional Media to Facilitate Students’ Capabilities in Mathematical Problem Solving. Journal of Physics Conference Series, 1028(1). http://doi.org/10.1088/1742-6596/1028/1/012130 DOI: https://doi.org/10.1088/1742-6596/1028/1/012130
Riyadi. (2021). Profile of students’ problem-solving skills viewed from Polya’s four-steps approach and elementary school students. European Journal of Educational Research, 10(4), 1625–1638. http://doi.org/10.12973/EU-JER.10.4.1625 DOI: https://doi.org/10.12973/eu-jer.10.4.1625
Sung, B. (2021). The effectiveness of a marketing virtual reality learning simulation: A quantitative survey with psychophysiological measures. British Journal of Educational Technology, 52(1), 196–213. http://doi.org/10.1111/bjet.13003 DOI: https://doi.org/10.1111/bjet.13003
Sung, J. (2022). Assessing young Korean children’s computational thinking: A validation study of two measurements. Education and Information Technologies, 27(9), 12969–12997. http://doi.org/10.1007/s10639-022-11137-x DOI: https://doi.org/10.1007/s10639-022-11137-x
Tang, K. (2020). A Content Analysis of Computational Thinking Research: An International Publication Trends and Research Typology. Asia Pacific Education Researcher, 29(1), 9–19. http://doi.org/10.1007/s40299-019-00442-8 DOI: https://doi.org/10.1007/s40299-019-00442-8
Tsarava, K. (2019). Cognitive correlates of computational thinking: Evaluation of a blended unplugged/Plugged-in course. ACM International Conference Proceeding Series. http://doi.org/10.1145/3361721.3361729 DOI: https://doi.org/10.1145/3361721.3361729
Wolff, K. (2020). Researching the engineering theory-practice divide in industrial problem solving. European Journal of Engineering Education, 45(2), 181–195. http://doi.org/10.1080/03043797.2018.1516738 DOI: https://doi.org/10.1080/03043797.2018.1516738
Yamada, S. (2024). The synchronic and diachronic evolution of key themes around SDG 4 before and after 2015: From a quantitative analysis of web-downloaded texts. International Review of Education, 70(4), 651–671. http://doi.org/10.1007/s11159-024-10078-6 DOI: https://doi.org/10.1007/s11159-024-10078-6
Yapatang, L., & Polyiem, T. (2022). Development of the Mathematical Problem-Solving Ability Using Applied Cooperative Learning and Polya’s Problem-Solving Process for Grade 9 Students. Journal of Education and Learning. Retrieved from https://eric.ed.gov/?id=EJ1345988 DOI: https://doi.org/10.5539/jel.v11n3p40
Yayuk, E. (2020). Primary school students’ creative thinking skills in mathematics problem solving. European Journal of Educational Research, 9(3), 1281–1295. http://doi.org/10.12973/eu-jer.9.3.1281 DOI: https://doi.org/10.12973/eu-jer.9.3.1281
Yayuk, E., & Husamah, H. (2020). The difficulties of prospective elementary school teachers in item problem solving for mathematics: Polya’s steps. Journal for the Education of Gifted Young Scientists, 8(1), 361–378. http://doi.org/10.17478/jegys.665833 DOI: https://doi.org/10.17478/jegys.665833
Yu, J. (2021). Parental mediation for young children’s use of educational media: A case study with computational toys and kits. Conference on Human Factors in Computing Systems Proceedings. http://doi.org/10.1145/3411764.3445427 DOI: https://doi.org/10.1145/3411764.3445427
Amalina, I. K., & Vidákovich, T. (2023). Assessment of domain-specific prior knowledge: A development and validation of mathematical problem-solving test. International Journal of Evaluation and Research in Education, 12(1), 468–476. http://doi.org/10.11591/ijere.v12i1.23831 DOI: https://doi.org/10.11591/ijere.v12i1.23831
Anggraini, R. S., & Fauzan, A. (2020). The effect of realistic mathematics education approach on mathematical problem solving ability. Edumatika. Retrieved from https://www.academia.edu/download/87336742/358.pdf DOI: https://doi.org/10.32939/ejrpm.v3i2.595
Aryanti, Y. (2021). Torrance Creative Thinking Profile of Senior High School Students in Biology Learning: Preliminary Research. Journal of Physics Conference Series, 1842(1). http://doi.org/10.1088/1742-6596/1842/1/012080 DOI: https://doi.org/10.1088/1742-6596/1842/1/012080
Atmojo, I. R. W. (2020). Effectiveness of CEL-badis learning model on students’ creative-thinking skills: Case on the topic of simple food biotechnology. International Journal of Instruction, 13(3), 329–342. http://doi.org/10.29333/iji.2020.13323a DOI: https://doi.org/10.29333/iji.2020.13323a
Cheng, L. (2023). The Effects of Computational Thinking Integration in STEM on Students’ Learning Performance in K-12 Education: A Meta-analysis. Journal of Educational Computing Research, 61(2), 416–443. http://doi.org/10.1177/07356331221114183 DOI: https://doi.org/10.1177/07356331221114183
Cousins, I. T. (2020). Strategies for grouping per-and polyfluoroalkyl substances (PFAS) to protect human and environmental health. Environmental Science Processes and Impacts, 22(7), 1444–1460. http://doi.org/10.1039/d0em00147c DOI: https://doi.org/10.1039/D0EM00147C
Ernawati. (2020). Analysis of difficulties in solving mathematical problems categorized higher order thinking skills (HOTS) on the subject of rank and shape of the root according to polya stages. Journal of Physics Conference Series, 1563(1). http://doi.org/10.1088/1742-6596/1563/1/012041 DOI: https://doi.org/10.1088/1742-6596/1563/1/012041
Gholami, H. (2024). The Situation of Mathematical Problem Solving and Higher Order Thinking Skills in Traditional Teaching Method and Lesson Study Program. Mathematics Teaching Research Journal, 16(3), 241–264. Retrieved from https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85201188744&origin=inward
Jocius, R. (2021). Infusing Computational Thinking into STEM Teaching: From Professional Development to Classroom Practice. Educational Technology and Society, 24(4), 166–179. Retrieved from https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85117944020&origin=inward
Kampylis, P. (2023). Integrating Computational Thinking into Primary and Lower Secondary Education: A Systematic Review. Educational Technology and Society, 26(2), 99–117. http://doi.org/10.30191/ETS.202304_26(2).0008
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