MATHEMATICS LEARNING USING THE TAPPS MODEL BASED ON MIND MAPPING: ITS IMPACT ON STUDENTS' MATHEMATICAL PROBLEM-SOLVING SKILLS
Sumatera Utara, Indonesia
DOI:
https://doi.org/10.36085/math-umb.edu.v13i2.10263Abstract
Students’ mathematical problem-solving skills in Indonesia are still not optimal, so it is necessary to implement a learning model that can train structured thinking and increase student engagement. This study aims to determine the effect and magnitude of the effect of the Mind Mapping-based Thinking Aloud Pair Problem Solving (TAPPS) cooperative learning model on the mathematical problem-solving skills of seventh-grade MTs students in a city in Medan regarding algebra material. This is a quantitative study using a quasi-experimental method with a pretest–posttest control group design. The research sample consisted of two classes: an experimental class with 28 students and a control class with 28 students. The instrument used was a mathematical problem-solving ability test. Data analysis employed the t-test. Results from the independent samples t-test indicated p < 0.001 < 0.05, thus rejecting H₀. This improvement was indicated by an N-Gain value of 0.36, classified as moderate, and a coefficient of determination R² = 0.372, meaning that students’ mathematical problem-solving skills were influenced by the implementation of this learning model. Thus, the Mind Mapping-based TAPPS model can serve as an alternative approach to mathematics instruction to enhance students’ mathematical problem-solving skills.
Keywords: Learning Model; TAPPS; Mind Mapping; Mathematical Problem-Solving Ability
References
Afthina, H., & Saputro, B. A. (2022). Efektivitas model pembelajaran thinking aloud pair problem solving dan missouri mathematics project berbantuan software geogebra terhadap kemampuan pemecahan masalah matematika. Edumatica: Jurnal Pendidikan Matematika. https://doi.org/10.22437/edumatica.v6i02.3625.
Agustina, A., Azmi, S., & Novitasari, D. (2025). Pengaruh kemampuan pemecahan masalah terhadap hasil belajar matematika siswa. Journal of Classroom Action Research, 7. https://doi.org/10.29303/jcar.v7i1.10356
Andhany, E., & Maysarah, S. (2023). Pengembangan modul pembelajaran digital interaktif berbasis literasi matematika. Aksioma: Jurnal Program Studi Pendidikan Matematika, 12(3), 3503. https://doi.org/10.24127/ajpm.v12i3.6299
Anggreini, R. D., Bharata, H., & Noer, S. H. (2022). Pengaruh kemampuan pemecahan masalah matematis terhadap kemampuan berpikir kritis matematis peserta didik. Edumatica : Jurnal Pendidikan Matematika, 12(03), 202–211. https://doi.org/10.22437/edumatica.v12i03.19475
Asri, M. N., & Maysarah, S. (2024). Differences in high school students' numeracy literacy skills through problem-based learning and discovery learning models. Jurnal Riset Pendidikan Matematika. https://doi.org/10.21831/jrpm.v11i2.79084
Aulia, T., Nurcahyono, N. A., & Agustiani, N. (2022). Penerapan Model Pembelajaran Thinking Aloud Pair Problem Solving (TAPPS) Terhadap Kemampuan Pemecahan Masalah Matematis Siswa SMP Ditinjau dari Self Efficacy. Jurnal Cendekia : Jurnal Pendidikan Matematika, 6(3), 2816–2832. https://doi.org/10.31004/cendekia.v6i3.1618
Aulia, Z., & Hidayati, N. (2023). Analisis kemampuan pemecahan masalah matematis dengan materi himpunan ada siswa smp. Didactical Mathematics, 05(02). https://doi.org/10.31949/dm.v5i2.5728
Barus, W. A. K., & Hasibuan, E. K. (2025). Pengaruh project based learning (pjbl) untuk meningkatkan kemampuan pemecahan masalah matematis siswa menggunakan media quizizz. Jurnal Pendidikan Matematika. https://doi.org/10.31539/judika.v8i1.14634
Fathimatuzzahro, I., & Prastiwi, L. (2025). Numeracy skills of junior high school students in doing akm (minimum competency assessment) type problems. Jurnal Pendidikan Matematika. https://doi.org/10.36709/jpm.v16i1.247
Fauziah, N., Izzati, N., & Handoko, H. (2022). Development of cooperative integrated reading and composition learning model with mind mapping method to improve students’ understanding of mathematical concepts. Journal of General Education and Humanities, 1(3), 117–130. https://doi.org/10.58421/gehu.v1i3.27
Fitria, N., & Rakhmawati, F. (2025). The effect of the thinking aloud pair problem-solving learning model on students’ mathematical problem solving outcomes. Jurnal Inovasi Pendidikan dan Sains, 6(2). https://doi.org/10.51673/jips.v6i2.2660
Gagne. (1985). The conditions of learning and theory of instruction. Holt, Rinehart and Winston.
Hasanah, N., Banjarnahor, H., & Molliq, Y. (2021). Analisis kesulitan pemecahan masalah matematis siswa dalam menerapkan pembelajaran tapps (thinking aloud pair problem solving) di SMA IT Nuur Ar Radhiyyah. Paradikma: Jurnal Pendidikan Matematika, 14(2), . https://doi.org/10.24114/paradikma.v14i2.31662
Hasibuan, S. M. U., Rakhmawati, F., & Hasanah, R. U. (2024). Pengaruh model problem based learningterhadap hasil belajar dan motivasi belajar matematika siswa. Relevan: jurnal pendidikan matematika, 04(05). https://ejournal.yana.or.id/index.php/relevan/article/view/1163
Hasna, N., Sagita, L., & Utami, N. W. (2024). Pengembangan lks model pjbl untuk memfasilitasi kemampuan pemecahan masalah matematis. Plusminus: Jurnal Pendidikan Matematika,4(1), .https://doi.org/10.31980/plusminus.v4i1.1572
Hepta Starry Sri H, B., Retno Dwi Ariani, S., & Saputro, S. (2020). Pengaruh model pembelajaran thinking aloud pair problem solving (tapps) berbantuan mind mapping terhadap hasil belajar dan kemampuan problem solving pada pokok bahasan larutan penyangga siswa kelas-xi semester genap sma-negeri 1 karanganyar. Jurnal Pendidikan Kimia, 09(01). https://doi.org/10.20961/jpkim.v9i1.32432
Izzah, S. N., Alifiani, A., & Ilmi, Y. I. N. (2024). Accelerating students math problem solving skills using thinking aloud pair problem solving (tapps) assisted with quizizz. JME (Journal of Mathematics Education), 9(1), 58–68. https://doi.org/10.31327/jme.v9i1.1993
Jannah, P. M., Kuswardi, Y., & Saptowati, E. (2025). Kemampuan pemecahan masalah siswa dalam menyelesaikan soal cerita materi keliling dan luas bangun datar ditinjau dari kemampuan awal pada siswa kelas VII smp negeri 2 kebakkramat. Pendidikan Matematika dan Matematika SOLUSI, 05(02). https://doi.org/10.20961/jpmm%20solusi.v7i3.91677
Jerome, B. (1966). Toward a theory of instruction. Harvard University Press.
Jumri, R., & Risnanosanti. (2021). Learning obstacle konsep kombinasi pada pembelajaran matematika sekolah menengah atas. Jurnal Math-UMB.EDU, 8(2). https://doi.org/10.36085/math-umb.edu.v8i2.1490
Lubis, A. P., & Maysarah, S. (2025). Pengaruh model pembelajaran kooperatif tipe think pair share terhadap kemampuan komunikasi dan pemecahan masalah matematis. Jurnal Pendidikan Matematika dan Sains, 13(Special_issue), 92–101. https://doi.org/10.21831/jpms.v13iSpecial_issue.88788
Lubis Auliya Hadi, I., Ananda, R., & Hasibuan khairani, Er. (2025). Analisis kemampuan pemecahan masalah matematis siswa berbasis education for sustainable development (esd) pada materi aritmetika sosial kelas VII smp. Jurnal Cendekia : Jurnal Pendidikan Matematika, 9(3), 1473–1483. https://doi.org/10.31004/cendekia.v9i3.4358
Lubis, I. A. H., Hasibuan, E. K., & Ananda, R. (2025). Pengaruh model cooperative learning berbasis mind mapping terhadap pemahaman konsep matematis siswa kelas x mapn 4 medan. Jurnal Cendekia: Jurnal Pendidikan Matematika, 09(02). https://doi.org/10.31004/cendekia.v9i3.4336
Makuro, V. L., Rahmania, A. I., Mufarroha, L., & Nisak, A. (2025). Prophet’s hadith perspective on long-life education: islamic spirit about learning. Journal of Modern Islamic Studies and Civilization, 3(01), 31–40. https://doi.org/10.59653/jmisc.v3i01.1295
Nurbayeni, M., & Siregar, M. A. P. (2025). Development of contextual-based worksheets to improve student learning outcomes in three-variable linear equation system. 10(2). https://doi.org/10.33541/edumatsains.v10i2.7451
Nusywari, W., Prayitno, S., Junaidi, J., & Hikmah, N. (2022). Pengaruh penerapan model pembelajaran thinking aloud pair problem solving (tapps) terhadap kemampuan pemecahan masalah matematika. Jurnal Riset Pendidikan Matematika Jakarta, 4(1), 23–33. https://doi.org/10.21009/jrpmj.v4i1.23023
OECD. (2023). PISA 2022 results: Factsheets – Indonesia. Publishing, PISA 2022 results.
Panjaitan, A., & Siregar, T. J. (2024). Peningkatan kemampuan representasi matematis siswa melalui model pembelajaran berbasis inkuiri berbantuan software geogebra. JPMI (Jurnal Pembelajaran Matematika Inovatif), 7(5), 901–912. https://doi.org/10.22460/jpmi.v7i5.26063
Polya, G. (1973). How to Solve it (5 ed.). Princenton University Press.
Pujiarti, T., Damayanti, P. S., Yusnarti, M., & Yulianti, E. (2022). Pengaruh model pembelajaran kooperatif tipe thinking aloud pair problem solving (tapps) berbantuan lks terhadap pemecahan masalah matematika. Ainara Journal (Jurnal Penelitian dan PKM Bidang Ilmu Pendidikan), 3(3), 196–201. https://doi.org/10.54371/ainj.v3i3.175
Rahayu, E. L., Akbar, P., & Afrilianto, M. (2025). Pengaruh metode mind mapping terhadap strategi thinking aloud pair problem solving terhadap kemampuan berpikir kreatif matematis. Journal On Education, 01(02). https://doi.org/10.31004/joe.v1i2.64
Ratna Herawati, Ellen Proborini, & Wiwin Astuti. (2024). Understanding of linear algebra concepts through the tapps (thinking aloud pair problem solving) learning model at the faculty of computer science, dharma aub university of surakarta. International Journal of Educational Research, 1(2), 56–62. https://doi.org/10.62951/ijer.v1i2.26
Ratnasari, S., Dwiyanti, W., Febriana, I., Nasrullah, A., & Caesarani, S. (2023). Meningkatkan kemampuan kompetensi strategis matematis dan kemandirian belajar melalui metode thinking aloud pair problem solving. Pembelajaran Matematika Inovatif, 06(04). https://doi.org/10.22460/jpmi.v6i4.17895
Reflina, L. T., Rusydi Ananda,. (2022). Perbedaan hasil belajar kemampuan pemecahan masalah matematika siswa yang diajar dengan model pembelajaran kooperatif tipe numbered heads together (nht) dan team games tournament (tgt) kelas IX MTS PP. Tarbiyah Islamiyah Hajoran Tahun Pelajaran 2020/2021. Continuous Education: Journal of Science and Research, 2(3), 16–29. https://doi.org/10.51178/ce.v2i3.315
Riswanti, N., Prehadini, T., & Erviana, V. Y. (2023). The Effect of mind mapping toward creative thinking and learning outcomes of pre-service elementary school teacher. Jurnal Pendidikan Progresif, 13(3), 1435–1444. https://doi.org/10.23960/jpp.v13.i3.202340
Safitri, F., & Supeni Edie, S. (2020). Penerapan Model pembelajaran problem based learning menggunakan strategi pair checks untuk meningkatkan hasil belajar siswa di MAN 2 Boyolali. Unnes Physics Education Journal. https://doi.org/10.15294/upej.v9i1.38286
Sakrani, A., & Sholahuddin, M. S. (2022). Efektivitas pembelajaran berbasis media interaktif terhadap minat belajar pendidikan agama islam kelas vii di smpn keruak. 2(2). https://doi.org/10.51806/qbwqsv96
Sianturi, R. (2022). Uji homogenitas sebagai syarat pengujian analisis. Jurnal Pendidikan, Sains Sosial, dan Agama, 8(1), 386–397. https://doi.org/10.53565/pssa.v8i1.507
Siregar, M. A. P., Ammamiarihta, A., & Rohimah, N. (2023). Pengembangan media pembelajaran papan pintar pada pembelajaran matematika berbasis drill and practice. AXIOM : Jurnal Pendidikan dan Matematika, 12(1), 106. https://doi.org/10.30821/axiom.v12i1.15117
Sugiyono, S. (2019). Metode Penelitian Kuantitatif, Kualitatif, dan R&D (19 ed.). Alfabeta.
Wahab, A., Junaedi, J., & Azhar, Muh. (2021). Efektivitas pembelajaran statistika pendidikan menggunakan uji peningkatan N-Gain di PGMI. Jurnal Basicedu, 5(2), 1039–1045. https://doi.org/10.31004/basicedu.v5i2.845










