TRANSFORMASI SELF-EFFICACY DAN BERPIKIR KRITIS MAHASISWA MELALUI INOVASI PEMBELAJARAN STEM PADA PENDIDIKAN MATEMATIKA

Penulis

  • Rifki Sahara UIN Sayyid Ali Rahmatullah Tulungagung
  • Nur ‘Aini Fauziyah UIN Sayyid Ali Rahmatullah Tulungagung

DOI:

https://doi.org/10.24127/ajpm.v15i3.15246

Kata Kunci:

Berpikir Kritis Mahasiswa, Pembelajaran STEM, Pendidikan Matematika, Self-Efficacy

Abstrak

Pembelajaran matematika di perguruan tinggi abad ke-21 menuntut mahasiswa tidak hanya menguasai konsep matematis, tetapi juga memiliki self-efficacy dan kemampuan berpikir kritis yang memadai untuk menghadapi permasalahan kompleks. Namun, praktik pembelajaran konvensional yang masih berpusat pada dosen sering kali belum mampu mengembangkan kedua kemampuan tersebut secara optimal. Penelitian ini bertujuan untuk menganalisis pengaruh pembelajaran berbasis Science, Technology, Engineering, and Mathematics (STEM) terhadap transformasi self-efficacy dan kemampuan berpikir kritis mahasiswa pendidikan matematika. Penelitian ini menggunakan desain eksperimen semu dengan model pretest–posttest control group. Subjek penelitian terdiri atas 60 mahasiswa pendidikan matematika yang terbagi ke dalam kelas eksperimen dan kelas kontrol. Instrumen penelitian meliputi angket self-efficacy dan tes kemampuan berpikir kritis yang telah memenuhi kriteria validitas dan reliabilitas. Data dianalisis menggunakan analisis kovarian (ANCOVA) dan analisis multivariat (MANOVA). Hasil penelitian menunjukkan bahwa pembelajaran berbasis STEM berpengaruh positif dan signifikan terhadap peningkatan self-efficacy dan kemampuan berpikir kritis mahasiswa dibandingkan pembelajaran konvensional. Pembelajaran STEM mendorong keterlibatan aktif mahasiswa melalui pemecahan masalah kontekstual, kolaborasi, dan refleksi, sehingga berdampak pada penguatan aspek afektif dan kognitif secara simultan. Temuan ini menegaskan bahwa pembelajaran STEM merupakan pendekatan inovatif yang efektif untuk meningkatkan kualitas pembelajaran matematika di perguruan tinggi serta memperkuat kesiapan akademik dan psikologis mahasiswa.

Referensi

Ateş, C., Kaymaz, Ö., Kale, H. E., & Tekindal, M. A. (2019). Comparison of Test Statistics of Nonnormal and Unbalanced Samples for Multivariate Analysis of Variance in terms of Type-I Error Rates. Computational and Mathematical Methods in Medicine, 2019, 1–8. https://doi.org/10.1155/2019/2173638

Banda, H. J., & Nzabahimana, J. (2023). The Impact of Physics Education Technology (PhET) Interactive Simulation-Based Learning on Motivation and Academic Achievement Among Malawian Physics Students. Journal of Science Education and Technology, 32(1), 127–141. https://doi.org/10.1007/s10956-022-10010-3

Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191–215. https://doi.org/10.1037/0033-295X.84.2.191

Bartimote-Aufflick, K., Bridgeman, A., Walker, R., Sharma, M., & Smith, L. (2016). The study, evaluation, and improvement of university student self-efficacy. Studies in Higher Education, 41(11), 1918–1942. https://doi.org/10.1080/03075079.2014.999319

Bradley-Levine, J. S., & Gina Mosier. (2022). Literature Review of Project-based Learning. Journal of Educational Research and Policies. https://doi.org/10.53469/jerp.2022.04(07).23

Cham, H., Lee, H., & Migunov, I. (2024). Quasi-experimental designs for causal inference: an overview. Asia Pacific Education Review, 25(3), 611–627. https://doi.org/10.1007/s12564-024-09981-2

Charles, M., George, K., Kuteesa Mugenyi, D., Muhamadi, K., Lawrence, S., Nabateregga, J., Shizhou, L., Muwagga Mugagga, A., & Taddeo, K. Y. (2025). Experiential and inquiry-based learning approaches; correlated exploration on usage in selected secondary schools in Bugiri District, Eastern Uganda. Interactive Learning Environments, 33(2), 1283–1297. https://doi.org/10.1080/10494820.2024.2368885

Chen, B., Chen, J., Wang, M., Tsai, C.-C., & Kirschner, P. A. (2026). The Effects of Integrated STEM Education on K12 Students’ Achievements: A Meta-Analysis. Review of Educational Research, 96(2), 619–668. https://doi.org/10.3102/00346543251318297

Chen, F., & Chen, G. (2025). Learning analytics in inquiry-based learning: a systematic review. Educational Technology Research and Development, 73(4), 2131–2161. https://doi.org/10.1007/s11423-025-10507-9

Chen, X., Usher, E. L., Roeder, M., Johnson, A. R., Kennedy, M. S., & Mamaril, N. A. (2023). Mastery, models, messengers, and mixed emotions: Examining the development of engineering self‐efficacy by gender. Journal of Engineering Education, 112(1), 64–89. https://doi.org/10.1002/jee.20494

Dewi, R. M., Sholikhah, N., & Fitrayati, D. (2020). High Order Thinking Skills Instrument on Microeconomics Course: A Development Research. International Journal of Instruction, 13(4), 283–294. https://doi.org/10.29333/iji.2020.13418a

Facione, P. (2015). Critical Thinking: What It Is and Why It Counts Leadership Thinking Resources View project Critical Thinking, Decision Making, and Problem Solving View project. https://www.researchgate.net/publication/251303244

Freeman, S., Eddy, S. L., McDonough, M., Smith, M. K., Okoroafor, N., Jordt, H., & Wenderoth, M. P. (2014). Active learning increases student performance in science, engineering, and mathematics. Proceedings of the National Academy of Sciences, 111(23), 8410–8415. https://doi.org/10.1073/pnas.1319030111

Fu, J., Ding, Y., Nie, K., & Zaigham, G. H. K. (2023). How does self-efficacy, learner personality, and learner anxiety affect critical thinking of students. Frontiers in Psychology, 14. https://doi.org/10.3389/fpsyg.2023.1289594

Gomes, S., Costa, L., Martinho, C., Dias, J., Xexéo, G., & Moura Santos, A. (2023). Modeling students’ behavioral engagement through different in-class behavior styles. International Journal of STEM Education, 10(1), 21. https://doi.org/10.1186/s40594-023-00407-w

Greco, A., Annovazzi, C., Palena, N., Camussi, E., Rossi, G., & Steca, P. (2022). Self-Efficacy Beliefs of University Students: Examining Factor Validity and Measurement Invariance of the New Academic Self-Efficacy Scale. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.498824

Hyytinen, H., Jämsä, M., Tuononen, T., & Kleemola, K. (2025). A systematic-narrative review of performance-based assessments of critical thinking in higher education. Assessment & Evaluation in Higher Education, 50(8), 1293–1310. https://doi.org/10.1080/02602938.2025.2553341

Ilyas, M., Meiyani, E., Ma’rufi, M., & Kaewhanam, P. (2022). Improving students’ ability in learning mathematics by using the science, technology, engineering, and mathematics (STEM) approach. Frontiers in Education, 7. https://doi.org/10.3389/feduc.2022.966687

Lam, C., & Wolfe, J. (2023). An Introduction to Quasi-Experimental Research for Technical and Professional Communication Instructors. Journal of Business and Technical Communication, 37(2), 174–193. https://doi.org/10.1177/10506519221143111

Li, S., Jiao, X., Cai, S., & Shen, Y. (2025). Enhancing AR ‐based learning environments for STEM education: A design‐based study on design features, kinematics learning and mathematics self‐efficacy. British Journal of Educational Technology, 56(4), 1438–1462. https://doi.org/10.1111/bjet.13528

Lipatiev, A. A., & Ulyanov, V. V. (2021). Nonasymptotic Analysis of the Lawley–Hotelling Statistic for High-Dimensional Data. Journal of Mathematical Sciences, 258(6), 859–866. https://doi.org/10.1007/s10958-021-05595-w

Lüdtke, O., & Robitzsch, A. (2025). ANCOVA versus Change Score for the Analysis of Two-Wave Data. The Journal of Experimental Education, 93(2), 363–395. https://doi.org/10.1080/00220973.2023.2246187

Munawarah, M., Novianty, R., Nur, F., Mattoliang, L. A., & Thalhah, S. Z. (2025). Development of Ethnomathematics-Based Test Instrument to Measure Critical Thinking Ability. Formatif: Jurnal Ilmiah Pendidikan MIPA, 15(1). https://doi.org/10.30998/formatif.v15i1.25886

Noor, H. J., Masrukan, M., & Dewi, N. R. (2024). Analysis of Students’ Mathematical Communication Skills In Review of Self-Efficacy In The Project-Based Learning Model Using Project Assessment. AlphaMath : Journal of Mathematics Education, 10(1), 10. https://doi.org/10.30595/alphamath.v10i1.20624

Nopriyanti, T. D., Zulkardi, Putri, R. I. I., & Aisyah, N. (2024). STEM IN INDONESIAN MATHEMATICS EDUCATION. Proceedings of International Conference on Education, 2(1), 175–183. https://doi.org/10.32672/pice.v2i1.1335

Novitasari, A., Isnaini, L. A., & Supriyadi, S. (2024). The STEM-based project-based learning impact on students’ critical thinking skills. Inornatus: Biology Education Journal, 4(2), 91–102. https://doi.org/10.30862/inornatus.v4i2.652

Padmawati, K., Suyanto, S., Pertiwi, K. R., & Wulan, A. N. (2025). The Impact of STEM Education on Critical Thinking Skills: A Systematic Literature Review. Jurnal Penelitian Pendidikan IPA, 11(12), 43–51. https://doi.org/10.29303/jppipa.v11i12.13397

Rachmawati, A. D., & Juandi, D. (2022). Systematic literature review: The role of stem approaches to improve mathematical ability. Math Didactic: Jurnal Pendidikan Matematika, 8(3), 236–248. https://doi.org/10.33654/math.v8i3.1955

Røe, Y., Wojniusz, S., & Bjerke, A. H. (2022). The Digital Transformation of Higher Education Teaching: Four Pedagogical Prescriptions to Move Active Learning Pedagogy Forward. Frontiers in Education, 6. https://doi.org/10.3389/feduc.2021.784701

Schunk, D. H., & DiBenedetto, M. K. (2021). Self-efficacy and human motivation (pp. 153–179). https://doi.org/10.1016/bs.adms.2020.10.001

Siverling, E. A., Suazo‐Flores, E., Mathis, C. A., & Moore, T. J. (2019). Students’ use of STEM content in design justifications during engineering design‐based STEM integration. School Science and Mathematics, 119(8), 457–474. https://doi.org/10.1111/ssm.12373

Susandi, A. D., & Widyawati, S. (2025). STEM education: Impact on mathematics learning outcomes. Interdisiplinary Journal of Pedagogy and Research in Media Technology, 1(1), 11–19. https://doi.org/10.64268/inspire.v1i1.11

Susilowati, Y., & Sumaji, S. (2021). INTERSEKSI BERPIKIR KRITIS DENGAN HIGH ORDER THINKING SKILL (HOTS) BERDASARKAN TAKSONOMI BLOOM. JURNAL SILOGISME : Kajian Ilmu Matematika Dan Pembelajarannya, 5(2), 62. https://doi.org/10.24269/silogisme.v5i2.2850

Taber, K. S. (2019). Experimental research into teaching innovations: responding to methodological and ethical challenges. Studies in Science Education, 55(1), 69–119. https://doi.org/10.1080/03057267.2019.1658058

Tong, D. H., Uyen, B. P., & Ngan, L. K. (2022). The effectiveness of blended learning on students’ academic achievement, self-study skills and learning attitudes: A quasi-experiment study in teaching the conventions for coordinates in the plane. Heliyon, 8(12), e12657. https://doi.org/10.1016/j.heliyon.2022.e12657

Topsakal, İ., Yalçın, S. A., & Çakır, Z. (2022). The Effect of Problem-based STEM Education on the Students’ Critical Thinking Tendencies and Their Perceptions for Problem Solving Skills. Science Education International, 33(2), 136–145. https://doi.org/10.33828/sei.v33.i2.1

Valente, M. J., & MacKinnon, D. P. (2017). Comparing Models of Change to Estimate the Mediated Effect in the Pretest–Posttest Control Group Design. Structural Equation Modeling: A Multidisciplinary Journal, 24(3), 428–450. https://doi.org/10.1080/10705511.2016.1274657

Van Zyl, L. E., Klibert, J., Shankland, R., See-To, E. W. K., & Rothmann, S. (2022). The General Academic Self-Efficacy Scale: Psychometric Properties, Longitudinal Invariance, and Criterion Validity. Journal of Psychoeducational Assessment, 40(6), 777–789. https://doi.org/10.1177/07342829221097174

Wahono, B., Lin, P.-L., & Chang, C.-Y. (2020). Evidence of STEM enactment effectiveness in Asian student learning outcomes. International Journal of STEM Education, 7(1), 36. https://doi.org/10.1186/s40594-020-00236-1

Unduhan

Diterbitkan

2026-09-26

Terbitan

Bagian

Articles