A professional development masterclass produces a 24% overall improvement in educators' AI utilization competence with large effect sizes¶
Claim · All claims
Evidence · 1 study · causalr1·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 Pre-post assessment of masterclass participants shows a 24% overall competence increase (composite d = 1.67, p < .001). → Marienko 2026
Evidence¶
Marienko 2026¶
Marienko, M. V., Markova, O. M., & Semerikov, S. O. (2026). AI literacy in secondary education: framework, assessment, and professional development in the Ukrainian context. Computers and Education: Artificial Intelligence, 10, 100605. https://doi.org/10.1016/j.caeai.2026.100605
q2 · i3 · causal · r1
Pre-post evaluation (Study 3) of the Prometheus MOOC masterclass; paired-samples t-tests on the 36 completers. "The intervention produced a 24% over all increase in AI utilization competence"; Table 5 reports the overall composite at +24 [19.1, 28.9], t(35) = 10.00, p < .001, Cohen's d = 1.67, with all effects large (d > 0.80).
"Pre-post assessment data were available for 36 participants who completed both assessments. The intervention produced a 24% over all increase in AI utilization competence."
Discussion¶
Related Claims¶
- A within-subjects pilot with 27 professional software engineers found statistically significant self-reported self-efficacy gains across all 10 assessed skill areas after completing the cc-self-train curriculum — related
- Largest professional development gains occur in practical application (+27%) and critical evaluation (+26%), with ethical awareness showing the smallest gain (+18%) — a narrower finding that bears on this claim
- SDT-driven activity system redesign in Cycle 2 produced significant pre-post gains in AI-TPACK (d = 0.70), IPACK (d = 0.86), and AI attitude (d = 0.58) — related
- A 60-minute session with Prompt Coach significantly improved professional developers' prompt quality, a 13.73% relative gain overall — related
- Participation in the short INSIGHT training session is associated with a significant pre-post increase in teachers’ perceived ease of use of AI-based technologies — related
- AI applications support prompt engineering, professional skill development, technology acceptance, and active participation in science and chemistry education — related
- Participation in the short INSIGHT training session is associated with a significant pre-post increase in teachers’ perceived usefulness of AI-based technologies — related
- An online PD program using unplugged explainable machine-learning activities increased K–12 educators' AI self-efficacy from below-moderate to above-moderate levels — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
pd-masterclass-24-percent-ai-competence-gain |
title |
A professional development masterclass produces a 24% overall improvement in educators' AI utilization competence with large effect sizes |
description |
A professional development masterclass produces a 24% overall improvement in educators' AI utilization competence with large effect sizes |
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 — marienko-2026 |
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