Journal of General Education and Humanities
Vol. 5 No. 5 (2026): October

The Illusion of Analytical Depth: AI-Mediated Responses and Contextual Reasoning Challenges in Early Childhood Teacher Education

Ratna Pangastuti (Universitas Islam Negeri Sunan Ampel Surabaya)
Mukhoiyaroh (Universitas Islam Negeri Sunan Ampel Surabaya)
Rina Insani Setyowati (Universitas Nahdlatul Ulama Blitar)
Dedy Setyawan (STKIP Citra Bakti Ngada)



Article Info

Publish Date
15 Sep 2026

Abstract

Artificial intelligence (AI) is increasingly used in case-based learning, yet its implications for students’ analytical reasoning remain insufficiently examined. Previous studies have emphasized learning efficiency, user perception, and general performance outcomes, while less attention has been given to whether AI-mediated responses reflect independent analytical development or textual alignment with assessment structures. This study examined differences in students’ pedagogical analysis across unmediated and AI-mediated response conditions in early childhood teacher education. A one-group pretest-posttest design was employed involving 60 second-semester students in an Early Childhood Islamic Education Study Program. Data were collected through case-based essay tasks on child language development and assessed using an analytical rubric covering problem identification, theoretical use, language development analysis, impact analysis, and pedagogical recommendation. The posttest condition involved AI support and a mandatory prompt closely aligned with the rubric dimensions. Descriptive statistics and the Wilcoxon Signed-Rank Test were used to analyze score differences, while selected responses from cases of non-improvement or decline were examined to interpret possible changes in contextual reasoning. The mean score increased from 14.25 to 16.50 (Z = -6.280; p < .001; r = .81). Although 49 students improved, 7 showed no change, and 4 experienced score declines. These findings indicate that AI-mediated and prompt-structured conditions may support more organized written responses, but they do not necessarily demonstrate independently internalized analytical capacity. Selected response comparisons suggest that technical coherence may coexist with weakened contextual caution. The study highlights the limitation of product-based written assessment and the need for process-oriented assessment.

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Journal Info

Abbrev

gehu

Publisher

Subject

Humanities Languange, Linguistic, Communication & Media Mathematics Other

Description

The Journal of General Education and Humanities (GEHU) is a peer-reviewed scholarly online journal. The GEHU is published quarterly in February, May, August, and November. The GEHU is a non-profit journal whose publication is free of charge. The articles should be original, unpublished, and not ...