GenAI use is positively associated with GenAI dependence among business students¶
Claim · All claims
Evidence · 1 study · associationalr2·q2·i3large
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 i3 GenAI use is positively associated with GenAI dependence (β = 0.378, p < 0.001). → Shojaei SA 2026
Evidence¶
Shojaei SA 2026¶
Shojaei SA, Armosh F, Lihe R, Hamacha R and Labib J (2026) Helpful or harmful? generative AI dependence, self-reported critical thinking disposition, and self-perceived employability among business students. Front. Educ. 11:1885990. https://doi.org/10.3389/feduc.2026.1885990
q2 · i3 · associational · r2
PLS-SEM structural path in the cross-sectional survey of 412 undergraduate business students in Oman; CB-SEM robustness analysis estimated β = 0.406, p < 0.001, same direction and significance. The model explained R2 = 0.143 of variance in dependence.
"GenAI use was also positively associated with GenAI dependence (β = 0.378, p < 0.001; H3)"
Discussion¶
Related Claims¶
- GenAI dependence weakens the positive association between GenAI use and both student outcomes, attenuating it to statistical non-significance at high dependence — related
- GenAI dependence is negatively associated with both self-reported critical-thinking disposition and self-perceived employability — related
- In the SEM, GenAI dependence is positively associated with critical thinking (β = 0.492), human–AI collaboration quality (β = 0.538), and research creativity (β = 0.064), with satisfactory model fit — reports the opposite
- Teacher support is negatively associated with AI dependency among university students — related
- GenAI use is positively associated with self-perceived employability among business students — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
genai-use-positive-dependence |
title |
GenAI use is positively associated with GenAI dependence among business students |
description |
GenAI use is positively associated with GenAI dependence among business students |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — shojaei-sa-2026 |
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