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The Effect of Artificial Intelligence–Based Learning on Students’ Mathematical Thinking in Secondary Education Haguchi, Monoko; Wachidah, Nur Chalim; Adi, Gandha Satria; Irawijayanti, Fitri; Fatqurhohman, Fatqurhohman
JINEA: Journal of Innovation in Education and Learning Vol. 2 No. 1 (2026): FEBRUARY 2026
Publisher : Ihsan Cahaya Pustaka

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.66031/jinea.v2i1.160

Abstract

The rapid integration of artificial intelligence (AI) in secondary education has transformed mathematics learning through adaptive and personalized instructional support. This study investigates the effect of AI-based learning on students’ mathematical thinking by comparing AI performance with student performance across different mathematical problem types. A quantitative experimental–comparative design with a pretest–posttest control group approach was employed, involving 120 secondary school students assigned to experimental and control groups. The experimental group engaged in AI-assisted learning using ChatGPT, while the control group received conventional instruction. Mathematical thinking was assessed using accuracy, response time, and consistency across multiple-choice, short-answer, and essay tasks, with digital literacy examined as a mediating variable. The results reveal significant performance differences, with AI demonstrating higher accuracy, faster response times, and greater consistency, particularly on essay-based problems requiring higher-order reasoning. Mediation analysis further indicates that digital literacy significantly influences students’ mathematical thinking and partially mediates the relationship between AI interaction and learning outcomes. These findings suggest that AI-based learning can effectively enhance mathematical thinking when integrated with strong digital literacy development, highlighting implications for adaptive pedagogy and future longitudinal research.