Analysis of Students’ Scientific Reasoning Profiles Using the Lawson’s Classroom Test of Scientific Reasoning
DOI:
10.29303/jpft.v12i1.10680Published:
2026-04-23Downloads
Abstract
This study investigates the scientific reasoning profiles of physics education students using Lawson’s Classroom Test of Scientific Reasoning (LCTSR). A descriptive quantitative design was employed with 50 undergraduate students from the Physics Education Study Program at Universitas HKBP Nommensen, Indonesia. The LCTSR instrument consists of 30 paired multiple-choice items assessing six dimensions of scientific reasoning: conservation reasoning, proportional reasoning, control of variables, probabilistic reasoning, correlational reasoning, and hypothetico-deductive reasoning. The results show that the mean LCTSR score was 12.4 out of 30, indicating that most students were at the transitional reasoning level. Specifically, 30% of students were classified as concrete reasoners, 56% as transitional reasoners, and only 14% as formal reasoners. Among the six reasoning aspects, conservation reasoning demonstrated the highest achievement (77.5%), whereas hypothetico-deductive reasoning was the weakest (16.7%). The findings indicate substantial difficulties in abstract reasoning processes. These results highlight the need for explicit instructional strategies to promote higher-order scientific reasoning in physics education programs.
Keywords:
LCTSR Physics Education Scientific reasoningReferences
Adey, P., Shayer, D. M., & Shayer, M. (2006). Really Raising Standards. https://doi.org/10.4324/9780203137284
Bao, L., Xiao, Y., Koenig, K., & Han, J. (2018). Validity evaluation of the Lawson classroom test of scientific reasoning. Physical Review Physics Education Research, 14(2), 20106. https://doi.org/10.1103/PhysRevPhysEducRes.14.020106
Coletta, V. P., & Phillips, J. A. (2005). Interpreting FCI Scores: Normalized Gain, Preinstruction Scores, and Scientific Reasoning Ability. American Journal of Physics, 73(12), 1172–1182. https://doi.org/10.1119/1.2117109
Firdaus, S. N., Suhendar, S., & Ramdhan, B. (2021). Profil Kemampuan Penalaran Ilmiah Siswa SMP Berdasarkan Gaya Belajar. Biodik, 7(3), 156–163. https://doi.org/10.22437/bio.v7i3.13347
Harris Saputra, F., Fathiah Alatas, & Ahmad Suryadi. (2023). Jenis Penalaran Ilmiah Apa Yang Digunakan Mahasiswa Dalam Menyelesaikan Permasalahan Suhu dan Kalor?: Studi Pada Praktikum Fisika Umum: Indonesia. Jurnal Kumparan Fisika, 6(1 SE-Articles), 27–36. https://doi.org/10.33369/jkf.6.1.27-36
Hidayah, N., & Arafah, R. A. D. (2025). Identification of Prospective Teacher’s Scientific Reasoning Ability Using the Lawson Classroom Test of Scientific Reasoning (Ctsr). Teaching Jurnal Inovasi Keguruan Dan Ilmu Pendidikan, 5(3), 577–586. https://doi.org/10.51878/teaching.v5i3.6985
Hmelo-Silver, C. E. (2004). Problem-Based Learning: What and How Do Students Learn? Educational Psychology Review, 16(3), 235–266. https://doi.org/10.1023/B:EDPR.0000034022.16470.f3
Hrouzková, T., & Richterek, L. (2021). Lawson Classroom Test of Scientific Reasoning at Entrance University Level. 74–85. https://doi.org/10.33225/balticste/2021.74
Lawson, Anton E. (2009). Basic Inferences of Scientific Reasoning, Argumentation, and Discovery. Science Education, 94(2), 336–364. https://doi.org/10.1002/sce.20357
Lawson, Antone E. (2004). The Nature and Development of Scientific Reasoning: A Synthetic View. International Journal of Science and Mathematics Education, 2(3), 307–338. https://doi.org/10.1007/s10763-004-3224-2
Moore, J. C., & Rubbo, L. J. (2012). Scientific reasoning abilities of nonscience majors in physics-based courses. Physical Review Special Topics - Physics Education Research, 8(1), 10106. https://doi.org/10.1103/PhysRevSTPER.8.010106
PAC Dinata, R Lukas, TJ Hartanto, D. S. (2025). Scientific Reasoning Ability o f High School Students i n Palangka Raya i n Physics Learning. Jurnal Eduscience, 12(5). https://doi.org/10.36987/jes.v12i5.6623
Prayitno, A., Rossa, A., & Widayanti, F. D. (2019). Level Penalaran Proporsional Siswa Dalam Memecahkan Missing Value Problem. Jurnal Riset Pendidikan Matematika, 6(2), 177–187. https://doi.org/10.21831/jrpm.v6i2.19728
Purwana, U., & Rusdiana, D. (2021). Kemampuan Awal Penalaran Ilmiah Konsep Fluida Statis Mahasiswa Calon Guru Fisika: Analisis Model Rasch. Wapfi (Wahana Pendidikan Fisika), 6(1), 118–124. https://doi.org/10.17509/wapfi.v6i1.32461
Santoso, A. N., Sunarti, T., & Wasis, W. (2023). Effectiveness of Contextual Phenomena-Based Learning to Improve Science Literacy. International Journal of Current Educational Research, 2(1 SE-Articles), 17–26. https://doi.org/10.53621/ijocer.v2i1.205
Shilla, R. A., Rahman, A. F., & Afida, D. Z. (2022). Analisis Penalaran Ilmiah Mahasiswa Jurusan Pendidikan Guru Madrasah Ibtidaiyah (PGMI) IAIN Pekalongan. Indonesian Journal of Islamic Elementary Education, 2(1), 39–48. https://doi.org/10.28918/ijiee.v2i1.4626
Wilujeng, I., & Wibowo, H. (2021). Penalaran Ilmiah Mahasiswa Calon Guru Fisika Dalam Pembelajaran Daring. Edu Cendikia Jurnal Ilmiah Kependidikan, 1(2). https://doi.org/10.47709/educendikia.v1i2.1025
Zulkipli, Z. A. (2020). Identifying Scientific Reasoning Skills of Science Education Students. Asian Journal of University Education, 16(3), 275. https://doi.org/10.24191/ajue.v16i3.10311
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