Overreliance on GenAI risks diminishing higher-order thinking skills and programming logic¶
Claim · All claims
Evidence · 1 study · reviewr3·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¶
- Critical Thinking — outcome: instruction changes it
Related Claims¶
- Over-reliance on AI dialogue systems reduces students' critical and analytical thinking skills, especially when they become overly dependent on AI-generated content — a broader claim this one bears on
- Over-reliance on GAI risks weakening teaching and social presence and depriving students of foundational skill development — a broader claim this one bears on
- AI roles in learning communities risk passivity, diminished authenticity, and overdependence if reflective inquiry is bypassed — related
- Excessive GenAI reliance risks undermining foundational ICT knowledge, supporting supervised in-person assessment of foundational content — related
- Learner-level challenges of ChatGPT in STEAM IBL include over-reliance, inaccurate or irrelevant feedback, conceptual confusion, and diminished creativity — a broader claim this one bears on
- Unstructured LLM use risks cognitive offloading that displaces effortful thought and weakens argument construction — a broader claim this one bears on
- Reviewed literature reports risks of overreliance, AI errors in complex tasks, and students' uncritical acceptance of AI-generated outputs — related
- Delegating intellectual work to generative AI risks eroding epistemic agency through reduced critical effort and cognitive offloading — a broader claim this one bears on
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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