Claims

Overreliance on GenAI risks diminishing higher-order thinking skills and programming logic

Claim · All claims
Evidence · 1 study · review r3 · q2
Currency · newest study 2025 · checked against its sources 2026-10-27 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? The review reports that students' potential overdependence on GenAI tools may reduce understanding of programming logic and higher-order thinking skills. → Jemimah Nathaniel 2025

Evidence

Jemimah Nathaniel 2025

Jemimah Nathaniel, Solomon Sunday Oyelere, Jarkko Suhonen, Matti Tedre. (2025). Literature Review on the Integration of Generative AI in Programming Education. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-025-00524-3

q2 · i? · review · r3

Thematic synthesis across the reviewed studies; the review attributes the overdependence concern to Finnie-Ansley et al. and Hoq et al., stating reliance "may lead to reduction in understanding programming logic." No quantitative effect sizes are printed.

"A significant concern is the risk of students becoming overly dependent on these tools (Finnie-Ansley et al., 2022; Hoq et al., 2024). This reliance may lead to reduction in understanding programming logic, and higher-order thinking skills."

Discussion

Learner Variables

Page metadata
Field Value
type claim
id genai-overreliance-risks-hots-programming-logic
title Overreliance on GenAI risks diminishing higher-order thinking skills and programming logic
description Overreliance on GenAI risks diminishing higher-order thinking skills and programming logic
status review
evidence_strength moderate
newest_evidence 2025
source_checked 2026-10-27
generated by process:wiki-ingest on 2026-10-27
trust unverified — no one has confirmed this page's content
sources 1 — jemimah-nathaniel-2025

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