Exploring Creative Thinking in Probability Through Polya’s Framework and Contextual Learning

Authors

DOI:

https://doi.org/10.31980/mosharafa.v14i4.3452

Keywords:

Kemampuan Berpikir Kreatif Matematis, Polya’s Procedures, Probability, pendekatan contextual teaching and learning, sekolah menengah, pemikiran matematis kreatif, model Polya, pembelajaran kontekstual; probabilitas, pemecahan masalah, pendidikan menengah

Abstract

Kemampuan berpikir kreatif matematis merupakan keterampilan penting bagi siswa dalam menghadapi berbagai situasi yang menantang pada abad ke-21. Penelitian ini bertujuan untuk menganalisis bagaimana siswa menerapkan empat tahap pemecahan masalah Polya dalam menyelesaikan soal peluang kontekstual secara kreatif. Sebanyak 32 siswa kelas XII di salah satu SMA negeri di Majalengka terlibat sebagai subjek penelitian dengan pendekatan kualitatif deskriptif, dengan berdasarkan hasil tes tertulis, tiga siswa dipilih secara purposif untuk mengikuti wawancara mendalam, yang masing-masing mewakili kategori kemampuan berpikir kreatif tinggi, sedang, dan rendah. Data dikumpulkan melalui tes uraian kontekstual, observasi, dan wawancara semi-terstruktur. Hasil penelitian menunjukkan bahwa sebagian besar siswa mampu melaksanakan rencana penyelesaian secara sistematis, namun masih mengalami kesulitan pada tahap memahami masalah dan memeriksa kembali hasil. Hanya 16% siswa yang melakukan refleksi akhir secara efektif. Temuan ini menunjukkan bahwa sebagian besar siswa mampu melaksanakan strategi penyelesaian, yang mencerminkan kelancaran dan elaborasi dalam berpikir kreatif matematis. Namun, keterbatasan siswa dalam memahami konteks permasalahan membatasi keluwesan dan keaslian mereka dalam menghasilkan berbagai pendekatan penyelesaian masalah.

The ability to think creatively in mathematics is crucial for pupils to deal with a variety of difficult problems in the twenty-first century. The purpose of this study is to examine how students creatively solve contextual probability questions using Polya's four stages of problem-solving. Using a descriptive qualitative approach, 32 twelfth-grade students from a Majalengka public high school served as research subjects based on the written exam results, three students were purposefully chosen to participate in in-depth interviews, each of whom represented the categories of high, medium, and poor creative thinking abilities. Semi-structured interviews, observations, and contextual essay examinations were used to gather data. The study's findings indicate that while most students can follow the solution plan methodically, they still struggle with comprehending the issue and analyzing the findings. Just 16% of students completed their final reflection successfully. based on the written exam results, three students were purposefully chosen to participate in in-depth interviews, each of whom represented the categories of high, medium, and poor creative thinking abilities.

Author Biography

Nia Kania, Universitas Majalengka

Nia Kania meraih gelar doktor (S3) dari Universitas Pendidikan Indonesia pada tahun 2024 dan sejak 2013 bekerja sebagai dosen di Universitas Majalengka. Ia telah berkontribusi dalam berbagai jurnal nasional dan internasional serta aktif menyusun buku referensi di bidang pendidikan dan pembelajaran matematika. Perjalanan profesionalnya mencakup keterlibatan dalam pelatihan dan diklat terkait evaluasi pembelajaran serta peningkatan kemampuan matematis, disertai pengalaman organisasi sebagai pengurus profesi dosen dan forum ilmiah. Ia memiliki sejumlah publikasi ilmiah dan beberapa buku yang telah diterbitkan, dengan minat penelitian yang berfokus pada pendidikan matematika, evaluasi pembelajaran, dan pengembangan kemampuan matematis. Selain itu, ia juga terlibat dalam asosiasi profesional dan berperan sebagai mentor bagi mahasiswa dalam kegiatan penelitian maupun pengabdian kepada masyarakat.

References

Abebe, W. K., Tafari, H. W., & Faris, S. B. (2024). Effect of context based REACT strategy on students’ conceptual understanding of heredity. Cogent Education, 11(1). https://doi.org/10.1080/2331186X.2023.2290104

Adeniji, S. M., & Baker, P. (2022). Worked-examples instruction versus Van Hiele teaching phases: A demonstration of students’ procedural and conceptual understanding. Journal on Mathematics Education, 13(2), 337–356. https://doi.org/10.22342/jme.v13i2.pp337-356

Agustarizal. (2020). Penggunaan Metode Eksperimen Dengan Pembelajaran Kooperatif Untuk Meningkatkan Minat Dan Hasil Belajar Pada Pokok Bahasan Peluang Di Kelas XI. IPA 2 SMAN 5 Muaro Jambi. Jurnal Pendidikan Islam, 6(1), 1–14. https://doi.org/10.37286/ojs.v6i1.63

Agustina, L., Zaenuri, Isnarto, & Dwijanto. (2024). Students’ Creative Thinking Ability on Problems of Mathematics Literacy. Journal of Higher Education Theory and Practice, 24(1). https://doi.org/10.33423/jhetp.v24i1.6760

Ansari, B. I., Saleh, M., Nurhaidah, N., & Taufiq, T. (2021). Exploring Students’ Learning Strategies and Self-Regulated Learning in Solving Mathematical Higher-Order Thinking Problems. European Journal of Educational Research, volume-10-(volume-10-issue-2-april-2021), 743–756. https://doi.org/10.12973/eu-jer.10.2.743

Arifin, S., Zulkardi, Z., Putri, R. I. I., & Hartono, Y. (2021). On Creativity Through Mathematization In Solving Non-Routine Problems. Journal on Mathematics Education, 12(2), 313–330. https://doi.org/10.22342/jme.12.2.13885.313-330

Astuti, A. (2021). Pengembangan Lembar Kerja Peserta Didik (LKPD) Berbasis Problem Based Learning (PBL) untuk Kelas VII SMP/MTs Mata Pelajaran Matematika. Jurnal Cendekia : Jurnal Pendidikan Matematika, 5(2), 1011–1024. https://doi.org/10.31004/cendekia.v5i2.573

August, F. M., & Ramlah, R. (2021). Analisis Kemampuan Pemecahan Masalah Matematis Siswa Berdasarkan Prosedur Polya. JIPMat, 6(1), 43–59. https://doi.org/10.26877/jipmat.v6i1.8080

Buaddin Hasan. (2020). Kesulitan Siswa Dan Scaffolding Dalam Menyelesaikan Masalah Geometri Ruang. Numeracy, 7(1), 49–64. https://doi.org/10.46244/numeracy.v7i1.998

Childs, P., Han, J., Chen, L., Jiang, P., Wang, P., Park, D., Yin, Y., Dieckmann, E., & Vilanova, I. (2022). The Creativity Diamond—A Framework to Aid Creativity. Journal of Intelligence, 10(4), 73. https://doi.org/10.3390/jintelligence10040073

Chow, A. F., Kim, J., Sohn, J., & Van Haneghan, J. P. (2021). Misconceptions of probabilities and independence: A study of college students’ understanding of gambling and chance. Journal of Education for Business, 96(4), 223–229. https://doi.org/10.1080/08832323.2020.1801563

Chrysikou, E. G., Morrow, H. M., Flohrschutz, A., & Denney, L. (2021). Augmenting ideational fluency in a creativity task across multiple transcranial direct current stimulation montages. Scientific Reports, 11(1), 8874. https://doi.org/10.1038/s41598-021-85804-3

Faulkner, F., Breen, C., Prendergast, M., & Carr, M. (2023). Profiling mathematical procedural and problem-solving skills of undergraduate students following a new mathematics curriculum. International Journal of Mathematical Education in Science and Technology, 54(2), 220–249. https://doi.org/10.1080/0020739X.2021.1953625

Febrianti, V., Sholih, S., & Al Hakim, I. (2021). Strategi Bimbingan Kelompok Untuk Mengembangkan Kepercayaan Diri Siswa Kelas Vii Smpn 10 Kota Serang. QUANTA: Jurnal Kajian Bimbingan Dan Konseling Dalam Pendidikan, 5(1), 9–13. https://doi.org/10.22460/q.v5i1p9-13.2170

Fleck, E., & Asmuth, J. (2021). Building Capacity for Creativity: Rediscovering the Inner “Superhero” as a Mechanism for Developing a Creative Mindset for Entrepreneurial Problem-Solving. Entrepreneurship Education and Pedagogy, 4(1), 82–95. https://doi.org/10.1177/2515127420912503

Frey, R. F., McDaniel, M. A., Bunce, D. M., Cahill, M. J., & Perry, M. D. (2020). Using Students’ Concept-building Tendencies to Better Characterize Average-Performing Student Learning and Problem-Solving Approaches in General Chemistry. CBE—Life Sciences Education, 19(3), ar42. https://doi.org/10.1187/cbe.19-11-0240

Hahm, J., Kim, K. K., & Park, S.-H. (2019). Cortical correlates of creative thinking assessed by the figural Torrance Test of Creative Thinking. NeuroReport, 30(18), 1289–1293. https://doi.org/10.1097/WNR.0000000000001358

Hendricks, W., & Olawale, B. E. (2023). Mathematical Probability: Learner’s Misconception In A Selected South African School. Infinity Journal, 12(1), 165. https://doi.org/10.22460/infinity.v12i1.p165-178

Hoerl, R. W., Kuonen, D., & Redman, T. C. (2022). Problem framing: Essential to successful statistical engineering applications. Quality Engineering, 34(4), 473–481. https://doi.org/10.1080/08982112.2022.2113098

Holyoak, K. J., Ichien, N., & Lu, H. (2024). Analogy and the Generation of Ideas. Creativity Research Journal, 36(3), 532–543. https://doi.org/10.1080/10400419.2023.2232673

Junaidi, & Taufiq. (2020). Meningkatkan Kemampuan Berpikir Kreatif Dan Self-Concept Siswa Smp Di Kabupaten Pidie Jaya Dengan Pembelajaran Kontekstual Berbantuan Geogebra. Numeracy, 7(2). https://doi.org/10.46244/numeracy.v7i2.1243

Karim, A. (2020). Meningkatkan Hasil Belajar Soal Cerita Melalui Pendekatan Contextual Teaching And Learning (Ctl) Pada Siswa Kelas 5 Sekolah Dasar Negeri 018 Gerbang Sari. Journal of Education and Teaching, 1(1), 27. https://doi.org/10.24014/jete.v1i1.9285

Kivirähk-Koor, T., & Kiive, E. (2025). Differences in Cognitive and Mathematical Skills of Students with a Mathematical Learning Disability and Those with Low Achievement in Mathematics: A Systematic Literature Review. Education Sciences, 15(3), 361. https://doi.org/10.3390/educsci15030361

Klingebiel, R., & Zhu, F. (2022). Sample decisions with description and experience. Judgment and Decision Making, 17(5), 1146–1175. https://doi.org/10.1017/S1930297500009360

Konersmann, R. (2023). Wahrscheinlichkeit und Risiko im Alltag. Technische Sicherheit, 13(01–02), 24–30. https://doi.org/10.37544/2191-0073-2023-01-02-24

Kurniasari, C., Hidajat, D., & Handayani, Y. A. (2022). Analisis Kesulitan Menyelesaikan Soal Cerita Materi Barisan Dan Deret Aritmetika Dengan Indikator Polya Pada Siswa Kelas X. Numeracy, 9(2), 122–137. https://doi.org/10.46244/numeracy.v9i2.1959

Lee, K.-W. (2023). Effectiveness of gamification and selection of appropriate teaching methods of creativity: Students’ perspectives. Heliyon, 9(10), e20420. https://doi.org/10.1016/j.heliyon.2023.e20420

Lestari, L., Maryati, I., Sundayana, R., & Afriansyah, E. A. (2022). Kajian literatur: Implementasi Realistic Mathematics Education (RME) pada kemampuan representasi matematis. Math Didactic: Jurnal Pendidikan Matematika, 8(1), 58-70.

Lindsey, B. A., Stetzer, M. R., Speirs, J. C., Ferm, W. N., & van Hulten, A. (2023). Investigating student ability to follow reasoning chains: The role of conceptual understanding. Physical Review Physics Education Research, 19(1), 010128. https://doi.org/10.1103/PhysRevPhysEducRes.19.010128

Loibl, K., Leuders, T., Glogger-Frey, I., & Rummel, N. (2024). CID: a framework for the cognitive analysis of composite instructional designs. Instructional Science. https://doi.org/10.1007/s11251-024-09665-9

Marlinda, S., & Effendi, K. N. S. (2024). Students’ Epistemological Obstacle in Solving Problems on the Subject of Quadratic Equations. Radian Journal: Research and Review in Mathematics Education, 2(4), 151–165. https://doi.org/10.35706/rjrrme.v2i4.12091

Maries, A., & Singh, C. (2023). Helping Students Become Proficient Problem Solvers Part I: A Brief Review. Education Sciences, 13(2), 156. https://doi.org/10.3390/educsci13020156

Maulandani, S., & Afriansyah, E. A. (2024). Mathematical Reasoning Skills Review of Student Self-Regulated Learning in Number Pattern. Plusminus: Jurnal Pendidikan Matematika, 4(1), 27–46. https://doi.org/10.31980/plusminus.v4i1.1685

McArthur, J. (2023). Rethinking authentic assessment: work, well-being, and society. Higher Education, 85(1), 85–101. https://doi.org/10.1007/s10734-022-00822-y

McDaniel, M. A., Marsh, E. J., & Gouravajhala, R. (2022). Individual Differences in Structure Building: Impacts on Comprehension and Learning, Theoretical Underpinnings, and Support for Less Able Structure Builders. Perspectives on Psychological Science, 17(2), 385–406. https://doi.org/10.1177/17456916211000716

Melton, J. W., Ali Saiful, J., & Pat Shein, P. (2022). Interdisciplinary STEM program on authentic aerosol science research and students’ systems thinking approach in problem-solving. International Journal of Science Education, 44(9), 1419–1439. https://doi.org/10.1080/09500693.2022.2080886

Memon, M. A., Thurasamy, R., Ting, H., & Cheah, J.-H. (2024). Purposive Sampling: A Review and Guidelines for Quantitative Research. Journal of Applied Structural Equation Modeling, 9(1), 1–23. https://doi.org/10.47263/JASEM.9(1)01

Molnár, G., & Greiff, S. (2023). Understanding transitions in complex problem-solving: Why we succeed and where we fail. Thinking Skills and Creativity, 50, 101408. https://doi.org/10.1016/j.tsc.2023.101408

Müller, J. W. (2021). Education and inspirational intuition - Drivers of innovation. Heliyon, 7(9), e07923. https://doi.org/10.1016/j.heliyon.2021.e07923

Muslim, M., Nusantara, T., Sudirman, S., & Irawati, S. (2024). The causes of changes in student positioning in group discussions using Polya’s problem-solving and commognitive approaches. Eurasia Journal of Mathematics, Science and Technology Education, 20(9), em2506. https://doi.org/10.29333/ejmste/15148

Nurmajumitasari. (2023). Kesulitan Siswa dalam Menyelesaikan Soal Cerita pada Materi FPB dan KPK di Sekolah Dasar. Plusminus: Jurnal Pendidikan Matematika, 3(2), 299–306. https://doi.org/10.31980/plusminus.v3i2.1345

Paay, J., Kjeldskov, J., Bønnerup, M., & Rasenthiran, T. (2023). Sketching and context: Exploring creativity in idea generation groups. Design Studies, 84, 101159. https://doi.org/10.1016/j.destud.2022.101159

Pilotti, M. A. E., Alaoui, K. El, Mulhem, H. Al, & Salameh, M. H. (2021). A Close-Up on a Predictive Moment: Illusion of Knowing or Lack of Confidence in Self-Assessment? Journal of Education, 201(3), 256–261. https://doi.org/10.1177/0022057420944843

Plucker, J. A. (1999). Is the Proof in the Pudding? Reanalyses of Torrance’s (1958 to Present) Longitudinal Data. Creativity Research Journal, 12(2), 103–114. https://doi.org/10.1207/s15326934crj1202_3

Pratiwi, G. D., Supandi, S., & Harun, L. (2021). Profil Kemampuan Berpikir Kreatif Matematis Siswa Ditinjau Dari Kemandirian Belajar Kategori Tinggi. Imajiner: Jurnal Matematika Dan Pendidikan Matematika, 3(1), 78–87. https://doi.org/10.26877/imajiner.v3i1.7184

Putri, B. B. A., Muslim, A., & Bintaro, T. Y. (2019). Analisis Faktor Rendahnya Minat Belajar Matematika Siswa Kelas V Di Sd Negeri 4 Gumiwang. Jurnal Educatio FKIP UNMA, 5(2), 68–74. https://doi.org/10.31949/educatio.v5i2.14

Rababah, L. M. (2022). Contextualization to Enhance Students’ Writing Ability. Theory and Practice in Language Studies, 12(11), 2316–2321. https://doi.org/10.17507/tpls.1211.11

Rahayu, R. A., Puspitasari, N., & Puji Luritawaty, I. (2024). Peningkatan kemampuan pemecahan masalah matematis dan kemandirian belajar siswa melalui model problem-based learning berbantuan question card. Jurnal Inovasi Pembelajaran Matematika: PowerMathEdu, 3(3), 418–433. https://doi.org/10.31980/pme.v3i3.2639

Rahmadani, A., Wandini, R. R., Dewi, A., Zairima, E., & Putri, T. D. (2023). Upaya Meningkatkan Berpikir Kritis dan Mengefektifkan Pendekatan Kontekstual dalam Pembelajaran Matematika. EDU SOCIETY: Jurnal Pendidikan, Ilmu Sosial Dan Pengabdian Kepada Masyarakat, 2(1), 427–433. https://doi.org/10.56832/edu.v2i1.167

Reinke, L. T. (2020). Contextual problems as conceptual anchors: an illustrative case. Research in Mathematics Education, 22(1), 3–21. https://doi.org/10.1080/14794802.2019.1618731

Saeed, B. A., & Ramdane, T. (2022). The effect of implementation of a creative thinking model on the development of creative thinking skills in high school students: A systematic review. Review of Education, 10(3). https://doi.org/10.1002/rev3.3379

Sanjaya, P. A. (2021). Konstruksi Pembelajaran Sejarah Kontekstual Melalui Pendekatan Regresif Model Problem Based Learning. Candra Sangkala, 3(1), 1–10. https://doi.org/10.23887/jcs.v3i1.33918

Saqr, M., Matcha, W., Ahmad Uzir, N., Jovanovic, J., Gašević, D., & López-Pernas, S. (2023). Transferring effective learning strategies across learning contexts matters: A study in problem-based learning. Australasian Journal of Educational Technology, 35–57. https://doi.org/10.14742/ajet.8303

Sari, A. D., Suryadi, D., & Dasari, D. (2023). Learning obstacle of probability learning based on the probabilistic thinking level. Journal on Mathematics Education, 15(1), 207–226. https://doi.org/10.22342/jme.v15i1.pp207-226

Sartika, D., & Andriyani, R. (n.d.). Application of Polya Model Learning to Improve Students’.

Septiani, N., & Asih, E. C. M. (2024). Pengembangan Media Pembelajaran Interaktif dengan Pendekatan Contextual Teaching and Learning. Plusminus: Jurnal Pendidikan Matematika, 4(1), 107–126. https://doi.org/10.31980/plusminus.v4i1.1746

Stanton, J. D., Sebesta, A. J., & Dunlosky, J. (2021). Fostering Metacognition to Support Student Learning and Performance. CBE—Life Sciences Education, 20(2), fe3. https://doi.org/10.1187/cbe.20-12-0289

Sulistyaningsih, D., Purnomo, E. A., & Purnomo, P. (2021). Polya’s Problem Solving Strategy in Trigonometry: An Analysis of Students’ Difficulties in Problem Solving. Mathematics and Statistics, 9(2), 127–134. https://doi.org/10.13189/ms.2021.090206

Susanti, E. (2021). Ethnomathematics: Mathematical Concept in the Local Game of Tong Tong Galitong Ji for High School. Participatory Educational Research, 8(1), 219–231. https://doi.org/10.17275/per.21.12.8.1

Thamrin, L., Gustian, U., Suhardi, S., Zhongfulin, W., & Suryadi, D. (2024). Article RETRACTED due to manipulation by the authors The Implementation of Contextual Learning Strategies to Stimulate Students’ Critical Thinking Skills. Retos, 53, 52–57. https://doi.org/10.47197/retos.v53.102501

Tóthová, M., & Rusek, M. (2022). “Do you just have to know that?” Novice and experts’ procedure when solving science problem tasks. Frontiers in Education, 7. https://doi.org/10.3389/feduc.2022.1051098

Türkoğlu, H., & Yalçınalp, S. (2024). Investigating problem-solving behaviours of university students through an eye-tracking system using GeoGebra in geometry: A case study. Education and Information Technologies. https://doi.org/10.1007/s10639-024-12452-1

Utomo Aji, S., Aziz, T. A., & Hidajat, F. A. (2024). Kemampuan Berpikir Kreatif di Indonesia: Sebuah Kajian Literatur. Jurnal Riset Pendidikan Matematika Jakarta, 6(1), 37–44. https://doi.org/10.21009/jrpmj.v6i1.29025

Vanderschantz, N., & Hinze, A. (2021). Children’s query formulation and search result exploration. International Journal on Digital Libraries, 22(4), 385–410. https://doi.org/10.1007/s00799-021-00316-9

Vidad, D. C., & Quimbo, M. A. T. (2021). Students’ Problem-solving Difficulties and Coping Strategies in Mathematics: A Model- Building Study. International Journal of Learning, Teaching and Educational Research, 20(9), 136–173. https://doi.org/10.26803/ijlter.20.9.9

Wei, W., Cheong, C. M., Zhu, X., & Lu, Q. (2024). Comparing self-reflection and peer feedback practices in an academic writing task: a student self-efficacy perspective. Teaching in Higher Education, 29(4), 896–912. https://doi.org/10.1080/13562517.2022.2042242

Wennberg-Capellades, L., Fuster-Linares, P., Rodríguez-Higueras, E., Fernández-Puebla, A. G., & Llaurado-Serra, M. (2022). Where do nursing students make mistakes when calculating drug doses? A retrospective study. BMC Nursing, 21(1), 309. https://doi.org/10.1186/s12912-022-01085-9

Yayuk, E., Purwanto, P., As’ari, A. R., & Subanji, S. (2020). Primary School Students’ Creative Thinking Skills in Mathematics Problem Solving. European Journal of Educational Research, volume-9-2(volume-9-issue-3-july-2020), 1281–1295. https://doi.org/10.12973/eu-jer.9.3.1281

Zulkardi, Z., Meryansumayeka, M., Putri, R. I. I., Alwi, Z., Nusantara, D. S., Ambarita, S. M., Maharani, Y., & Puspitasari, L. (2020). How Students Work with Pisa-Like Mathematical Tasks Using Covid-19 Context. Journal on Mathematics Education, 11(3), 405–416. https://doi.org/10.22342/jme.11.3.12915.405-416

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2025-10-30

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Mahmudah, H., & Kania, N. (2025). Exploring Creative Thinking in Probability Through Polya’s Framework and Contextual Learning. Mosharafa: Jurnal Pendidikan Matematika, 14(4), 1061–1078. https://doi.org/10.31980/mosharafa.v14i4.3452

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