Analysis of Students’ Scientific Reasoning Profiles Using the Lawson’s Classroom Test of Scientific Reasoning

Authors

Hebron Pardede , Mariana Surbakti , Bajongga Silaban

DOI:

10.29303/jpft.v12i1.10680

Published:

2026-04-23

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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 reasoning

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Author Biographies

Hebron Pardede, Universitas HKBP Nommensen

Author Origin : Indonesia

Physics Education Study Program

Mariana Surbakti, Universitas HKBP Nommensen

Author Origin : Indonesia

Physics Education Study Program

Bajongga Silaban, Universitas HKBP Nommensen

Author Origin : Indonesia

Physics Education Study Program

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How to Cite

Pardede, H., Surbakti, M., & Silaban, B. (2026). Analysis of Students’ Scientific Reasoning Profiles Using the Lawson’s Classroom Test of Scientific Reasoning. Jurnal Pendidikan Fisika Dan Teknologi, 12(1), 100–105. https://doi.org/10.29303/jpft.v12i1.10680