Educational Journal of Learning Technology
No. 3 (2026): Educational Journal of Learning Technology (May 2026)

The Effect of ChatGPT-Assisted Learning on Higher-Order Thinking Skills and Academic Anxiety Among Civil Engineering Students

Tomi Apra Santosa (Akademi Teknik Adikarya)
Betaria Putra (IAIN Kerinci)
Ringgo Putra (IAIN Kerinci)



Article Info

Publish Date
30 May 2026

Abstract

This study aims to analyze the effect of ChatGPT-assisted learning on Higher Order Thinking Skills (HOTS) and academic anxiety among Civil Engineering students. A quantitative approach with a quasi-experimental nonequivalent control group design was employed, involving 64 students divided into an experimental group (n = 32) and a control group (n = 32). Instruments included a HOTS test based on Anderson & Krathwohl's taxonomy and a validated academic anxiety scale. Data were analyzed using MANOVA after normality and homogeneity prerequisites were met. The results indicate that ChatGPT-assisted learning significantly affects HOTS, F(1,75) = 38.72, p < .001, partial η² = .340, and academic anxiety, F(1,75) = 31.46, p < .001, partial η² = .295. The experimental group showed greater improvement in HOTS and a greater reduction in academic anxiety compared to the control group. This study concludes that ChatGPT can serve as an effective cognitive scaffold when integrated through structured and critical instructional design.

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Journal Info

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contents

Publisher

Subject

Computer Science & IT Education Languange, Linguistic, Communication & Media Social Sciences Other

Description

(1) Science education: Educational Innovation, Educational Psychology, Primary and Secondary Education, Vocational Education, Curriculum Development, Instructional Strategies, Learning Processes, (2) Education in Learning: New Learning Models and Applications, Learning Models, Curriculum, Learning ...