Information Technology Education Journal
Vol. 4, No. 3, August (2025)

Programming Experience and Computational Thinking Skills: A Study on Prospective PPG Pre-Service Informatics Engineering Teachers

Maya Sari Wahyuni (Universitas Negeri Makassar)
Muhammad Isbar Pratama (Universitas Negeri Makassar)
Nurul Mukhlisah Abdal (Universitas Negeri Makassar)



Article Info

Publish Date
28 Oct 2025

Abstract

Computational Thinking (CT) is a core competency emphasized in Indonesia’s Kurikulum Merdeka, yet variations in pre-service teachers’ programming backgrounds may influence their CT readiness. This study examined the relationship between programming experience and CT skills among pre-service informatics teachers enrolled in the PPG Prajabatan program at Universitas Negeri Makassar. Using a correlational design, data were collected from 153 participants, with programming experience measured through a validated Python-based questionnaire and CT skills assessed using Bebras tasks covering key CT dimensions. The findings show a strong positive association between programming experience and CT performance, with active project involvement and frequent practice emerging as the most influential components. Programming experience also served as a significant predictor of CT skills, accounting for a substantial proportion of variance. These results highlight the importance of sustained programming engagement in supporting CT development and suggest that project-oriented coding activities should be more systematically integrated into pre-service informatics teacher education and PPG curricular practices

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Journal Info

Abbrev

INTEC

Publisher

Subject

Computer Science & IT Education

Description

INTEC Journal is published by the Informatics and Computer Engineering Education Study Program at Makassar State University. INTEC Journal is published periodically three times a year, containing articles on research results and / or critical studies in the field of Informatics and Computer ...