Perceived AI competence is best modeled as a latent factor over four dimensions after removing PF and AT¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2025 · 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? A single-factor CFA over subscale means fits well only after removing the Professionalization (PF) and Attitude (AT) dimensions, meeting CFI, TLI and RMSEA criteria. → Delcker 2025
Evidence¶
Delcker 2025¶
Delcker, J., Heil, J., & Ifenthaler, D. (2025). Evidence-based development of an instrument for the assessment of teachers' self-perceptions of their artificial intelligence competence. Education Tech Research Dev. https://doi.org/10.1007/s11423-024-10418-1
q2 · i? · associational · r2
A single-factor CFA on the means of the six subscales, based on the survey of vocational school teachers. The one-factor model with all six subscales fit poorly (RMSEA = .269); removing PF and then AT yielded the final well-fitting model (χ2 = 3.373, DF = 2, RMSEA = .038, CFI = .998, TLI = .995).
"The final model meets the criteria of a good fit concerning the CFI and the TLI, as well as the RMSEA (see Fig. 2)."
Discussion¶
Related Claims¶
- AI competence dimensions are unequally developed among vocational school teachers — related
- CFA partially supports the six-dimension structure of perceived AI competence — related
- PF and AT scales carry a bidirectional interpretation problem for AI competence — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
single-factor-model-without-pf-and-at |
title |
Perceived AI competence is best modeled as a latent factor over four dimensions after removing PF and AT |
description |
Perceived AI competence is best modeled as a latent factor over four dimensions after removing PF and AT |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-28 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — delcker-2025 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.