A framework for assessing computational thinking skills in the physics classroom: study on cognitive test development

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Rizki Zakwandi, Edi Istiyono

2023 SN Social Sciences Vol. 3 Issue 3 Article Cited by 8 Quartile

Abstract

This study aimed to develop a computational thinking skills (CTs) assessment framework for physics learning. The framework was developed in two stages: theoretical and empirical. Furthermore, the framework was examined by developing questions, a set test instrument, in the form of multiple-choice (3 items), right-wrong answers (2 items) complex multiple-choice (2 items), and essays (15 items) for sound wave topic. There are three stage of framework examination in empirical study involving 108 students to obtain the item characteristic, 108 students for the explanatory factor analysis (EFA), and 113 students for the confirmatory factor analysis (CFA). The sample in this study was senior high school students aged 15–17 years, which were selected randomly. Theoretical study produced seven indicators for assessing CTs consisting of decomposition, redefine problems, modularity, data representation, abstraction, algorithmic design, and strategic decision-making. The empirical study proved that the items were fit to the one parameter logistic (1PL) model. Furthermore, EFA and CFA concluded that the model fits comply the unidimensional characteristics. Hence, the framework can be optimizing the measurement of students CTs in learning physics or science. © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2023.

Affiliations

Department of Physics Education, Faculty of Mathematics and Natural Sciences Education, Universitas Pendidikan Indonesia, Bandung, Indonesia; Department of Physics Education, Faculty of Mathematics and Natural Sciences, Universitas Negeri Yogyakarta, Yogyakarta, Indonesia; Department of Research and Educational Evaluation, Graduate School, Universitas Negeri Yogyakarta, Yogyakarta, Indonesia