Intuitive thinking in solving HOTS problems on sequences and series: A dual process theory perspective
DOI:
https://doi.org/10.30762/f_m.v9i1.8407Keywords:
Dual Process Theory, HOTS, Intuitive Thinking, Sequences and Series, Thinking ProcessesAbstract
Higher Order Thinking Skills (HOTS) are a central focus in mathematics education; however, students' intuitive thinking in solving HOTS problems on Sequences and Series remains underexplored. This study aimed to describe students' intuitive thinking across the C4–C6 cognitive levels using the indicators of differentiating, attributing, checking, and formulating. A descriptive qualitative approach involved three purposively selected eleventh-grade students identified through HOTS tests and classroom observations. Data were collected through written tests, structured observations, and task-based semi-structured interviews conducted after each problem-solving session to explore students' thinking processes in depth. Data were analyzed through reduction, display, and conclusion drawing, with triangulation across all three sources to ensure validity. Dual Process Theory served as the analytical framework, specifically to examine how System 1 intuitive processes manifest across the four HOTS indicators of differentiating, attributing, checking, and formulating at the C4 to C6 cognitive levels. The findings reveal consistent System 1 dominance across all four indicators, where students bypassed information selection at the differentiating level, failed to connect procedures to contextual purpose at the attributing level, relied on affective judgment rather than logical diagnosis at the checking level, and substituted formula retrieval for original model construction at the formulating level. These patterns suggest that intuitive thinking persists beyond initial responses, extending through strategy selection, verification, and solution formulation. To address this, teachers are encouraged to implement prompted-justification tasks, cognitive-conflict problems, and structured verification routines. Findings are specific to the participants and context studied.
Downloads
References
Akhyar, M. K. (2019). "Hasil UN buruk HOTS yang salah, benarkah?": Analisis HOTS pada soal UNBK terhadap hasil UN matematika SMA di Indonesia ["Bad national exam results, is HOTS to blame?": Analysis of HOTS on computer-based national exam items against high school mathematics results]. Journal Focus Action of Research Mathematic (Factor M), 1(2). https://doi.org/10.30762/f_m.v1i2.1518
Anderson, L. W., Krathwohl, D. R., Airasian, P. W., Cruikshank, K. A., Mayer, R. E., Pintrich, P. R., Raths, J., & Wittrock, M. C. (2001). A taxonomy for learning, teaching, and assessing: A revision of Bloom's educational objectives. Addison Wesley Longman.
Arifinta, H. N., Wulan, E. R., & Yacan, N. (2025). Mathematical disposition as a predictor of students' mathematical communication in solving HOTS-based contextual problems. Journal Focus Action of Research Mathematic (Factor M), 8(2), 217–241. https://doi.org/10.30762/f_m.v8i2.6885
Aydin, U., & Birgili, B. (2023). Assessing mathematical higher-order thinking skills: An analysis of Turkish university entrance examinations. Educational Assessment, 28(3), 190–209. https://doi.org/10.1080/10627197.2023.2202311
Perbaikan: "turkish" → "Turkish" (proper noun).
Bajo-Benito, J. M., García, G. S. M., & Gavilán-Izquierdo, J. M. (2021). The use of logical implication as an indicator of understanding the concept of number sequences. Eurasia Journal of Mathematics, Science and Technology Education, 17(12). https://doi.org/10.29333/EJMSTE/11429
Bellido-García, R. S., Venturo-Orbegoso, C. O., Cruzata-Martínez, A., Sarmiento-Villanueva, E. B., Corro-Quispe, J., & Rejas-Borjas, L. G. (2024). Involvement of the student in their learning: Effects of formative assessment on competency development. Eurasia Journal of Mathematics, Science and Technology Education, 20(5), 1–17. https://doi.org/10.29333/ejmste/14453
Candrama, M. M. T., Darmawan, P., & Basri, H. (2023). Berpikir siswa SMA dalam memecahkan masalah AKM numerasi bangun ruang sisi lengkung berdasarkan teori dual-process [High school students' thinking in solving AKM numeracy problems on curved solid figures based on dual-process theory]. Jurnal Riset Pendidikan dan Inovasi Pembelajaran Matematika, 7(1), 1–25. https://doi.org/10.26740/jrpipm.v7n1.p1-25
Creswell, J. W., & Poth, C. N. (2025). Qualitative inquiry & research design: Choosing among five approaches (5th ed.). SAGE Publications.
Evans, J. S. B. T. (2020). Hypothetical thinking: Dual processes in reasoning and judgement. Routledge.
Evans, J. S. B. T., & Stanovich, K. E. (2013). Dual-process theories of higher cognition: Advancing the debate. Perspectives on Psychological Science, 8(3), 223–241. https://doi.org/10.1177/1745691612460685
Faizien, M. I., Fuad, Y., & Sofro, A. (2023). Pengaruh kreativitas siswa terhadap kemampuan siswa dalam menyelesaikan soal tipe HOTS [The effect of student creativity on students' ability to solve HOTS-type problems]. Journal Focus Action of Research Mathematic (Factor M), 6(2), 59–72. https://doi.org/10.30762/f_m.v6i2.1365
Fischbein, E. (2002). Intuition in science and mathematics: An educational approach. Kluwer Academic Publishers.
Gawronski, B., Luke, D. M., & Creighton, L. A. (2024). Dual-process theories. In D. E. Carlston (Ed.), The Oxford handbook of social cognition (2nd ed., pp. 319–353). Oxford University Press. https://doi.org/10.1093/oxfordhb/9780197763414.013.12
Gayo, A. R. A., Lestari, N. D. S., Oktavianingtyas, E., Trapsilasiwi, D., & Murtikusuma, R. P. (2025). The analysis of students' ability to solve HOTS problems on the topic of sequences and series according to the Krulik and Rudnick stages. AXIOM: Jurnal Pendidikan dan Matematika, 14(2), Article 214. https://doi.org/10.30821/axiom.v14i2.24227
Gillard, E., Van Dooren, W., Schaeken, W., & Verschaffel, L. (2009). Dual processes in the psychology of mathematics education and cognitive psychology. Human Development, 52(2), 95–108. https://doi.org/10.1159/000202728
Grayot, J. D., Beck, L., & Heijmeskamp, T. (2024). Dual process theory and the challenges of functional individuation. Phenomenology and the Cognitive Sciences. https://doi.org/10.1007/s11097-024-10000-3
Gronchi, G., Righi, S., Gavazzi, G., Giganti, F., & Viggiano, M. P. (2023). Intuitive thinking predicts false memory formation due to a decrease in inhibitory efficiency. Frontiers in Psychology, 14. https://doi.org/10.3389/fpsyg.2023.1195668
Hochman, G. (2024). Beyond the surface: A new perspective on dual-system theories in decision-making. Behavioral Sciences, 14(11), Article 1028. https://doi.org/10.3390/bs14111028
Kahneman, D. (2011). Thinking, fast and slow. Farrar, Straus and Giroux.
Kandeel, R. A. A. (2021). Learners' mathematics proficiency levels on PISA 2018: A comparative study. International Journal of Instruction, 14(3), 393–416. https://doi.org/10.29333/iji.2021.14323a
Khoury, M. E., & Kandil, B. (2024). Exploring higher-order thinking skills integration in mathematics curriculum: A study of six Lebanese schools. International Research in Education, 12(1), Article 46. https://doi.org/10.5296/ire.v12i1.21632
Lawson, M. A., Larrick, R. P., & Soll, J. B. (2020). Comparing fast thinking and slow thinking: The relative benefits of interventions, individual differences, and inferential rules. Judgment and Decision Making, 15(5), 660–684. https://doi.org/10.1017/s1930297500007865
Lee, C. D. (2023). We ask students what they understand, not how they understand: Making reasoning comprehension processes visible and explicit. Reading Teacher, 77(3), 371–382. https://doi.org/10.1002/trtr.2255
Miles, M. B., Huberman, A. M., & Saldaña, J. (2014). Qualitative data analysis: A methods sourcebook. SAGE Publications.
Noraini, A., & Putri, A. O. (2025). Analysis of students' critical thinking ability in solving open-ended problems in arithmetic sequences. Journal Focus Action of Research Mathematic (Factor M), 8(1), 81–96. https://doi.org/10.30762/f_m.v8i1.4780
Norman, G., Pelaccia, T., Wyer, P., & Sherbino, J. (2024). Dual process models of clinical reasoning: The central role of knowledge in diagnostic expertise. Journal of Evaluation in Clinical Practice, 30(5), 788–796. https://doi.org/10.1111/jep.13998
OECD. (2023). PISA 2022 results (volume II): Learning during – and from – disruption. OECD Publishing. https://doi.org/10.1787/a97db61c-en
Qadar, R., Efwinda, S., Syam, M., Haerani, R. P. R., Dinurrohmah, S., Aryaputra, A. R., & Farida, S. D. W. P. (2025). Assessment of competence of pre-service mathematics and science teachers in classifying cognitive processes and knowledge dimensions through the revised Bloom's taxonomy. International Journal of STEM Education for Sustainability, 5(2), 248–256. https://doi.org/10.52889/ijses.v5i2.725
Rachma, A. A., & Rosjanuardi, R. (2021). Students' obstacles in learning sequence and series using onto-semiotic approach. Jurnal Pendidikan Matematika, 15(2), 115–132. https://doi.org/10.22342/jpm.15.2.13519.115-132
Sanders, W., & McHugh, D. (2021). Pre-clerkship medical students' experiences and perspectives of system 1 and system 2 thinking: A qualitative study. Education Sciences, 11(2), 1–15. https://doi.org/10.3390/educsci11020034
Sholihah, N., & Aini, A. N. (2023). Students' mathematical reasoning ability with visual, auditorial and kinesthetic learning styles in solving HOTS problems. Journal Focus Action of Research Mathematic (Factor M), 6(1), 49–66. https://doi.org/10.30762/factor_m.v6i1.1108
Sohail, A., & Akram, H. (2025). The role of self-awareness and reflection in academic achievement: A psychological and Bayesian analysis. Pedagogical Research, 10(1). https://doi.org/10.29333/pr/15682
Stavy, R., & Tirosh, D. (2000). How students (mis-)understand science and mathematics: Intuitive rules. Teachers College Press.
Susanna, T., Lasse, E., Henrik, N. J., & Sari, H. N. (2026). From problem-solving to reflection: Activating diverse metacognitive skills in mathematics. International Journal of Science and Mathematics Education, 24(2). https://doi.org/10.1007/s10763-025-10643-x
Susiswo, Darmawan, P., Murtafiah, W., & Osman, S. (2024). Exploring default-interventionist interaction of thinking activity types on probability problem-solving. Journal on Mathematics Education, 15(1), 295–316. https://doi.org/10.22342/jme.v15i1.pp295-316
Suwarto, S., Hidayah, I., Rochmad, R., & Masrukan, M. (2023). Intuitive thinking: Perspectives on intuitive thinking processes in mathematical problem solving through a literature review. Cogent Education, 10(2). https://doi.org/10.1080/2331186X.2023.2243119
Tanujaya, B., Mumu, J., & Margono, G. (2017). The relationship between higher-order thinking skills and academic performance of student in mathematics instruction. International Education Studies, 10(11), Article 78. https://doi.org/10.5539/ies.v10n11p78
Van Hoof, J., Verschaffel, L., De Neys, W., & Van Dooren, W. (2020). Intuitive errors in learners' fraction understanding: A dual-process perspective on the natural number bias. Memory and Cognition, 48(7), 1171–1180. https://doi.org/10.3758/s13421-020-01045-1
Verschaffel, L., Depaepe, F., & Mevarech, Z. (2019). Learning mathematics in metacognitively oriented ICT-based learning environments: A systematic review of the literature. Education Research International, 2019, Article 3402035. https://doi.org/10.1155/2019/3402035
Wahyuni, I., Yuliatin, U., Munawaroh, L., Budijayanti, I., & Alfarisi, A. (2023). Analisis kemampuan berpikir kritis siswa dalam menyelesaikan soal higher-order thinking skills pada materi barisan aritmatika [Analysis of students' critical thinking ability in solving higher-order thinking skills problems on arithmetic sequences]. Jurnal Cendekia: Jurnal Pendidikan Matematika, 8(1), 144–152. https://doi.org/10.31004/cendekia.v8i1.2971
Zhang, J., Zhou, Y., Jing, B., Pi, Z., & Ma, H. (2024). Metacognition and mathematical modeling skills: The mediating roles of computational thinking in high school students. Journal of Intelligence, 12(6). https://doi.org/10.3390/jintelligence12060055
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Dhanar Dwi Hary Jatmiko, Ro’ifatun Anisa, Dinawati Trapsilasiwi, Lela Nur Safrida

This work is licensed under a Creative Commons Attribution 4.0 International License.


