AI adaptive learning environment perception scale (15 items, three dimensions)¶
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Description¶
A 15-item Likert self-report scale developed by Li J et al. to measure undergraduate students' perceptions of AI-adaptive learning environments across system adaptability, personalization, and algorithmic transparency.
Components¶
Claims¶
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Key Sources¶
- Li J, Lin Z and Qiu C (2026) The personalization paradox: how AI-driven adaptive learning environments are associated with college students' academic emotions and self-regulation learning—a moderated mediation model. Front. Psychol. 17:1915839. https://doi.org/10.3389/fpsyg.2026.1915839
Page metadata
| Field | Value |
|---|---|
type |
product |
id |
ai-adaptive-learning-environment-perception-scale-15-items-three-dimensions |
title |
AI adaptive learning environment perception scale (15 items, three dimensions) |
description |
A 15-item Likert self-report scale developed by Li J et al. |
status |
review |
product_kind |
assessment |
generated |
by process:settle-candidates on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
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