Exploring Students’ Critical Thinking Skills Through an Analysis of Their Responses to Trigonometry Problems
DOI:
https://doi.org/10.56916/ejip.v4i3.2358Keywords:
Critical thinking, Mathematics learning, Student errors, NVivo, TrigonometryAbstract
This study aims to analyze students’ critical thinking skills in solving trigonometry problems using a qualitative case study approach. The participants were 29 twelfth-grade students from SMAN 1 Kadipaten. Data were collected through classroom observations, students’ written responses, and semi-structured interviews and were analyzed using NVivo 14 software. The findings revealed that only a small proportion of students demonstrated adequate critical thinking indicators, particularly in the areas of interpretation, analysis, inference, and evaluation. While 69% of students were able to construct appropriate mathematical models, only 31% correctly applied relevant formulas, and merely 3% succeeded in accurately stating the final answers. The interview results supported the analysis, indicating that many students faced conceptual misunderstandings, procedural difficulties, and lacked reflective thinking in validating their solutions. These findings underscore the need to enhance students’ critical thinking skills through visual learning tools, reflective discussions, and contextual problem-solving exercises. This study contributes to the development of diagnostic assessment instruments and the design of adaptive instructional strategies in mathematics education, particularly for complex topics such as trigonometry.
References
Afriansyah, E. A., Herman, T., & Dahlan, J. A. (2021, February). Critical thinking skills in mathematics. In Journal of Physics: Conference Series (Vol. 1778, No. 1, p. 012013). IOP Publishing. https://doi.org/10.1088/1742-6596/1778/1/012013
Ahmad, H., Al Yakin, A., & Sarbi, S. (2018, November). The analysis of student error in solve the problem of spherical trigonometry application. In Journal of Physics: Conference Series (Vol. 1114, No. 1, p. 012114). IOP Publishing. https://doi.org/10.1088/1742-6596/1114/1/012114
Anderson, J. R., Lee, H. S., & Fincham, J. M. (2014). Discovering the structure of mathematical problem solving. NeuroImage, 97, 163–177. https://doi.org/10.1016/j.neuroimage.2014.04.031
Angraini, N., & Masykur, R. (2018). Modul matematika berdasarkan model pembelajaran problem based learning materi pokok trigonometri. Desimal: Jurnal Matematika, 1(2), 217–228. https://doi.org/10.24042/djm.v1i2.2558
Anita, A., & Hakim, D. L. (2022). Analisis kesulitan siswa SMP dalam menyelesaikan soal kemampuan berpikir kritis matematis. PHI: Jurnal Pendidikan Matematika, 6(2), 175. https://doi.org/10.33087/phi.v6i2.242
Braun, H. I., Shavelson, R. J., Zlatkin-Troitschanskaia, O., & Borowiec, K. (2020, September). Performance assessment of critical thinking: Conceptualization, design, and implementation. In Frontiers in Education (Vol. 5, p. 156). Frontiers Media SA. https://doi.org/10.3389/feduc.2020.00156
Cáceres, M., Nussbaum, M., & Ortiz, J. (2020). Integrating critical thinking into the classroom: A teacher’s perspective. Thinking Skills and Creativity, 37, 100674. https://doi.org/10.1016/j.tsc.2020.100674
Cahya, E., & Juandi, D. (2021). Students' critical thinking skills in solving mathematical problems: A systematic procedure of grounded theory study. International Journal of Instruction, 14(4), 529–548. https://files.eric.ed.gov/fulltext/EJ1319103.pdf
Cetin, O. F. (2015). Students’ perceptions and development of conceptual understanding regarding trigonometry and trigonometric function. Educational Research and Reviews, 10(3), 338–350. https://doi.org/10.5897/ERR2014.2017
Chakravarty, U., Hariharanadh, S., & Hemavathi, D. (2023). Student feedback review analyzer using sentiment analysis. In Proceedings (pp. 525–528). https://doi.org/10.13052/rp-9788770040723.104
Chu, H. C., Hwang, G. J., & Chang, C. Y. (2024). An integrative review with word cloud analysis of computer-supported collaborative learning. Journal of Science Education and Technology, 1–14. https://doi.org/10.1007/s10956-024-10156-2
Creswell, J. W., & Poth, C. N. (2018). Qualitative inquiry and research design: Choosing among five approaches (4th ed.). SAGE Publications.
Dwyer, C. P. (2023). An evaluative review of barriers to critical thinking in educational and real-world settings. Journal of Intelligence, 11(6), 105. https://doi.org/10.3390/jintelligence11060105
Facione, P. A. (2011). Critical thinking: What it is and why it counts. Insight Assessment.
Fauzi, F., Tuhuteru, L., Sampe, F., Ausat, A. M. A., & Hatta, H. R. (2023). Analysing the role of ChatGPT in improving student productivity in higher education. Journal on Education, 5(4), 14886–14891. https://doi.org/10.31004/joe.v5i4.2563
Febriyanti, R., Mustadi, A., & Jerussalem, M. A. (2021). Students’ learning difficulties in mathematics: How do teachers diagnose and how do teachers solve them. Jurnal Pendidikan Matematika, 15(1), 23–36. https://doi.org/10.22342/jpm.15.1.10564.23-36
Firdaus, F., Kailani, I., Bakar, M. N. B., & Bakry, B. (2015). Developing critical thinking skills of students in mathematics learning. Journal of Education and Learning (EduLearn), 9(3), 226–236. https://doi.org/10.11591/edulearn.v9i3.1830
Fitriani, F., & Kowiyah. (2022). Mathematics critical thinking skills for the third grade elementary school students on fractions material. MIMBAR PGSD Undiksha, 10(3), 463–468. https://doi.org/10.23887/jjpgsd.v10i3.48741
Franklin, E. I., Iwu, C. G., & Dubihlela, J. (2022). Students' views regarding the barriers to learning critical thinking. International Journal of Research in Business and Social Science, 11(4), 355–364. https://doi.org/10.20525/ijrbs.v11i4.1797
Hamzah, N., Maat, S. M., & Ikhsan, Z. (2021). A systematic review on pupils’ misconceptions and errors in trigonometry. Pegem Journal of Education and Instruction, 11(4), 209–218. https://doi.org/10.47750/pegegog.11.04.20
Hidayati, U. (2020). Analysis of student errors in solving trigonometry problems. JME (Journal of Mathematics Education), 5(1), 54–60. https://core.ac.uk/download/pdf/328111412.pdf
Hiebert, J., & Lefevre, P. (2013). Conceptual and procedural knowledge in mathematics: An introductory analysis. In Conceptual and procedural knowledge (pp. 1–27). Routledge. https://doi.org/10.4324/9780203063538-1
Ichsan, Mulyati, Duma, S. Y., & Nirfayanti. (2024). The effectiveness of mathematics learning with the STEAM approach in improving students’ critical thinking skills. Journal Name, 1(September), 1–16.
Jablonka, E. (2014). Critical thinking in mathematics education. In Encyclopedia of mathematics education (pp. 121–125). Springer. https://doi.org/10.1007/978-94-007-4978-8_35
Jatisunda, M. G., & Nahdi, D. S. (2019). Kesulitan siswa dalam memahami konsep trigonometri dilihat dari learning obstacles. Jurnal Didactical Mathematics, 2(1), 9–16. http://download.garuda.kemdikbud.go.id/article.php?article=1254409&val=15073&title=Kesulitan%20Siswa%20Dalam%20Memahami%20Konsep%20Trigonometri%20Di%20Lihat%20Dari%20Learning%20Obstacles
Jusniani, N. (2018). Analisis kesalahan jawaban siswa pada kemampuan pemahaman matematis melalui pembelajaran kontekstual. Prisma, 7(1), 82–90. https://jurnal.unsur.ac.id/prisma/article/download/361/274
Kilpatrick, J. (2001). Understanding mathematical literacy: The contribution of research. Educational Studies in Mathematics, 47(1), 101–116. https://doi.org/10.1023/A:1017973827514
Kükey, E., & Aslaner, R. (2023). To what extent can teachers and preservice teachers predict students’ mathematical thinking? A qualitative analysis. Journal of Pedagogical Research, 7(4), 91–110. https://doi.org/10.33902/JPR.202319993
Kvale, S., & Brinkmann, S. (2009). InterViews: Learning the craft of qualitative research interviewing (2nd ed.). SAGE Publications.
Lesh, R. (1981). Applied mathematical problem solving. Educational Studies in Mathematics, 12(2), 235–264. https://doi.org/10.1007/BF00305624
Lopezosa, C. (2020). Entrevistas semiestructuradas con NVivo: Pasos para un análisis cualitativo eficaz. Methodos: Anuario de Métodos de Investigación en Comunicación Social, 1, 88–97. https://doi.org/10.31009/methodos.2020.i01.08
Malambo, P. (2021). Implicit misconceptions in prospective mathematics teachers’ reasoning about trigonometric concepts. Contemporary Mathematics and Science Education, 2(2), ep21011. https://doi.org/10.30935/conmaths/11054
Maulidiya, M., & Nurlaelah, E. (2019, February). The effect of problem-based learning on critical thinking ability in mathematics education. In Journal of Physics: Conference Series (Vol. 1157, No. 4, p. 042063). IOP Publishing. https://doi.org/10.1088/1742-6596/1157/4/042063
Merriam, S. B., & Tisdell, E. J. (2016). Qualitative research: A guide to design and implementation (4th ed.). Jossey-Bass.
Miles, M. B., Huberman, A. M., & Saldaña, J. (2014). Qualitative data analysis: A methods sourcebook (3rd ed.). SAGE Publications.
Moyer-Packenham, P. S., & Westenskow, A. (2013). Effects of virtual manipulatives on student achievement and mathematics learning. International Journal of Virtual and Personal Learning Environments, 4(3), 35–50. https://doi.org/10.4018/jvple.2013070103
Müller de Andrade, A., do Amaral, M. R., & Monteiro, C. (2020). NVivo and the building of discourse analysis categories in qualitative research. Revista Brasileira de Educação, 25, 1–22. https://doi.org/10.1590/s1413-24782020250090
Müller de Andrade, D., Brandão Schmidt, E., & Celente Montiel, F. (2020). Uso do software NVivo como ferramenta auxiliar da organização de informações na análise textual discursiva. Revista Pesquisa Qualitativa, 8(19), 948–970. https://doi.org/10.33361/rpq.2020.v.8.n.19.357
Nanmumpuni, H. P., & Retnawati, H. (2021, February). Analysis of senior high school students’ difficulty in resolving trigonometry conceptual problems. In Journal of Physics: Conference Series (Vol. 1776, No. 1, p. 012012). IOP Publishing. https://doi.org/10.1088/1742-6596/1776/1/012012
Nordlander, M. C. (2022). Lifting the understanding of trigonometric limits from procedural towards conceptual. International Journal of Mathematical Education in Science and Technology, 53(11), 2973–2986. https://doi.org/10.1080/0020739X.2021.1927226
Novianti, V., & Riajanto, M. L. E. J. (2021). Analisis kesulitan siswa SMK dalam menyelesaikan soal materi trigonometri. JPMI (Jurnal Pembelajaran Matematika Inovatif), 4(1), 161–168. https://doi.org/10.22460/jpmi.v4i1.p%25p
Nurmeidina, R., & Rafidiyah, D. (2019, August). Analysis of students’ difficulties in solving trigonometry problems. In PROFUNEDU 2019: Proceedings of the 4th Progressive and Fun Education International Conference, 6–8 August 2019, Makassar, Indonesia (p. 9). https://www.academia.edu/download/78252379/eai.7-8-2019.pdf
Obeng, B. A., Banson, G. M., Owusu, E., & Owusu, R. (2024). Analysis of senior high school students’ errors in solving trigonometry. Cogent Education, 11(1), 2385119. https://doi.org/10.1080/2331186X.2024.2385119
Ongesa, C. M. (2020). The critical thinking skill gap in the Kenyan education curriculum: The 21st century skills for the global citizen. Journal of Interdisciplinary Studies in Education, 9(SI), 178–191. https://doi.org/10.32674/jise.v9iSI.1860
Özkaya, Ö. M., & Semerci, N. (2022). The effects of learning activities on eliminating learners’ in-class barriers to critical thinking. Bartın University Journal of Faculty of Education, 11(3), 737–757. https://doi.org/10.14686/buefad.1120124
Pakpahan, G. M. B., Aziz, T. A., & Ambarwati, L. (2023). Identification of critical thinking skills in mathematics students of class VIII SMPN 61 West Jakarta. Math Didactic: Jurnal Pendidikan Matematika, 9(1), 98–109. https://doi.org/10.33654/math.v9i1.2102
Pangestika, W. A., & Faiziyah, N. (2022). Students’ mathematics power viewed from the students’ critical thinking skills. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(3), 1897. https://doi.org/10.24127/ajpm.v11i3.5322
Puchner, L., Taylor, A., O’Donnell, B., & Fick, K. (2008). Teacher learning and mathematics manipulatives: A collective case study about teacher use of manipulatives in elementary and middle school mathematics lessons. School Science and Mathematics, 108(7), 313–325. https://doi.org/10.1111/j.1949-8594.2008.tb17844.x
Rittle-Johnson, B., & Alibali, M. W. (1999). Conceptual and procedural knowledge of mathematics: Does one lead to the other? Journal of Educational Psychology, 91(1), 175–189. https://doi.org/10.1037/0022-0663.91.1.175
Rittle‐Johnson, B., Fyfe, E. R., & Loehr, A. M. (2016). Improving conceptual and procedural knowledge: The impact of instructional content within a mathematics lesson. British Journal of Educational Psychology, 86(4), 576–591. https://doi.org/10.1111/bjep.12124
Rushton, S. J. (2018). Teaching and learning mathematics through error analysis. Fields Mathematics Education Journal, 3(1), 1–12. https://doi.org/10.1186/s40928-018-0009-y
Sachdeva, S., & Eggen, P. O. (2021). Learners’ critical thinking about learning mathematics. International Electronic Journal of Mathematics Education, 16(3), em0644. https://doi.org/10.29333/iejme/11003
Shavelson, R. J., Zlatkin-Troitschanskaia, O., Beck, K., Schmidt, S., & Marino, J. P. (2019). Assessment of university students’ critical thinking: Next generation performance assessment. International Journal of Testing, 19(4), 337–362. https://doi.org/10.1080/15305058.2018.1543309
Siahaan, Y. L. O., & Meilani, R. I. (2019). Sistem kompensasi dan kepuasan kerja guru tidak tetap di sebuah SMK swasta di Indonesia. Jurnal Pendidikan Manajemen Perkantoran, 4(2), 141–150. https://doi.org/10.17509/jpm.v4i2.18008
Su, W. S., & Chang, C. Y. (2024). An integrative review with word cloud analysis of STEM education. Journal of Science Education and Technology, 1–14. https://doi.org/10.1007/s10956-024-10134-8
Supandi, S., Suyitno, H., Sukestiyarno, Y. L., & Dwijanto, D. (2021, June). Learning barriers and student creativity in solving math problems. In Journal of Physics: Conference Series (Vol. 1918, No. 4, p. 042088). IOP Publishing. https://doi.org/10.1088/1742-6596/1918/4/042088
Syafril, S., Aini, N. R., Netriwati, Pahrudin, A., Yaumas, N. E., & Engkizar. (2020). Spirit of mathematics critical thinking skills (CTS). Journal of Physics: Conference Series, 1467(1), 012069. https://doi.org/10.1088/1742-6596/1467/1/012069
Tran, D., & O’Connor, B. R. (2024). Teacher curriculum competence: How teachers act in curriculum making. Journal of Curriculum Studies, 56(1), 1–16. https://doi.org/10.1080/00220272.2023.2271541
Weber, K. (2005). Students’ understanding of trigonometric functions. Mathematics Education Research Journal, 17(3), 91–112. https://doi.org/10.1007/BF03217423
Woods, M., Paulus, T., Atkins, D. P., & Macklin, R. (2016). Advancing qualitative research using qualitative data analysis software (QDAS)? Reviewing potential versus practice in published studies using ATLAS.ti and NVivo, 1994–2013. Social Science Computer Review, 34(5), 597–617. https://doi.org/10.1177/0894439315596311
Yin, R. K. (2018). Case study research and applications: Design and methods (6th ed.). SAGE Publications.
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