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

Wahyuni, Maya Sari (Unknown)
Pratama, Muhammad Isbar (Unknown)
Abdal, Nurul Mukhlisah (Unknown)



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

Copyrights © 2025






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 ...