An efficiency paradox: well-intentioned students default to passive GenAI processes and experience cognitive laziness and overreliance¶
Claim · All claims
Evidence · 1 study · qualitativer?·q2
Currency · newest study 2026 · not yet checked against its sources · 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 study identifies an efficiency paradox as a prevalent misalignment in which well-intentioned students default to passive processes and experience cognitive laziness and overreliance on GenAI. → Yan 2026
Evidence¶
Yan 2026¶
Yan, W., Cui, Y., Chiu, T. K. F., Nakajima, T., & Kozima, H. (2026). From cognitive outsourcing to reallocation: A 3P analysis of student–generative AI engagement in unsupervised assessments. Australasian Journal of Educational Technology, 42(3), 41–61. https://doi.org/10.14742/ajet.11725
q2 · i? · qualitative · r?
Finding from the same qualitative analysis of 38 undergraduates' GenAI engagement in unsupervised assessments. The authors describe "an efficiency paradox as a prevalent misalignment" in which positive intentions do not translate into active cognitive processing.
"We also identified an efficiency paradox as a prevalent misalignment; whereby well-intentioned students default to passive processes and experience cognitive laziness and overreliance."
Discussion¶
Related Claims¶
- In unguided GenAI collaboration, ethnic minority preparatory students’ strategy talk co-occurred with passive sharing and uncritical acceptance, forming a plan-and-paste loop — a narrower finding that bears on this claim
- As cited second-hand in an AI-literacy framework paper: ChatGPT use improved short-term essay scores but triggered metacognitive laziness with no significant knowledge-transfer gains — a narrower finding that bears on this claim
- Student reflections identify speed and scaffolding as the dominant theme, with verification burden, overreliance worries, and prompt precision also prevalent — related
- Reviewed literature reports risks of overreliance, AI errors in complex tasks, and students' uncritical acceptance of AI-generated outputs — a broader claim this one bears on
- Student engagement with generative AI in unsupervised assessments forms a spectrum bounded by cognitive outsourcing and cognitive reallocation — a broader claim this one bears on
- Documented GenAI-related challenges to active learning include cognitive debt, metacognitive laziness, unreflected acceptance, and overreliance on GenAI access — related
- Students attributed initial passive reliance on GenAI to prompting paralysis and an authority bias compounded by low academic self-efficacy — related
- Nursing students and faculty report concerns that AI use may weaken critical thinking, enable plagiarism and misinformation, and create unequal access — related
- Some GenAI tools can inhibit productive struggle by reducing cognitive effort (metacognitive laziness) — a narrower finding that bears on this claim
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
genai-efficiency-paradox-passive-processes |
title |
An efficiency paradox: well-intentioned students default to passive GenAI processes and experience cognitive laziness and overreliance |
description |
An efficiency paradox: well-intentioned students default to passive GenAI processes and experience cognitive laziness and overreliance |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — yan-2026 |
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