Post-2024 instrument development expanded objective AI-literacy measurement, which had been dominated by self-report scales¶
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Evidence · 1 study · quant-synthesisr1·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
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q2 i? The 2024 systematic review found 13 self-report scales and three performance-based scales, and post-2024 studies added several new performance measures, expanding the objective side of the literature. → Daniele Verí 2026
Evidence¶
Daniele Verí 2026¶
Daniele Verí. (2026). Beyond AI Literacy: A Structured Review and Exploratory Meta-Analysis of Measures for Competent Generative-AI Use. arXiv. https://arxiv.org/abs/2609.15624 doi:10.48550/arxiv.2609.15624
q2 · i? · quant-synthesis · r1
Structured review synthesis comparing the Lintner (2024) baseline with the targeted update through 17 August 2026. New objective instruments named include GLAT, AICOS, AICOS-S, and the Klein-Avraham et al. performance-based knowledge scale.
"The mid-2024 review described a field dominated by self-report: 13 self-report scales and three performance-based scales [Lintner, 2024]. The post-2024 studies in the focal update add several new performance measures, expanding the objective side of the measurement literature."
Discussion¶
Related Claims¶
- Populations most exposed to agentic AI risks are least served by AI literacy research: no scale has been tested for cross-cultural validity — related
- The objective-based AI literacy assessment demonstrates psychometric stability with high reliability (KR-20 = 0.862) and approximate unidimensionality — a narrower finding that bears on this claim
- Teachers' self-reported AI literacy correlates only weakly with their objectively measured performance (r = 0.07–0.24) — a narrower finding that bears on this claim
- Existing AI literacy assessment instruments poorly cover Stages 0–1 and Stage 4 of the continuum — related
- GLAT scores predicted performance on GenAI-supported tasks better than perceived ChatGPT proficiency — a narrower finding that bears on this claim
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
objective-ai-literacy-measures-expanded-post-2024 |
title |
Post-2024 instrument development expanded objective AI-literacy measurement, which had been dominated by self-report scales |
description |
Post-2024 instrument development expanded objective AI-literacy measurement, which had been dominated by self-report scales |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — daniele-verí-2026 |
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