Claims

Empowering and distributive leadership styles are associated with greater faculty engagement and willingness to adopt AI in higher education, per the reviewed studies

Claim · All claims
Evidence · 1 study · review r2 · q2
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 i? The review reports that empowering and distributive leadership styles were associated with higher faculty engagement, willingness to innovate, and openness to change in AI implementation. → Sandra Baroudi 2026

Evidence

Sandra Baroudi 2026

Sandra Baroudi. (2026). Anticipatory governance and leadership for AI implementation in higher education: A scoping review. International Journal of Educational Technology in Higher Education. https://doi.org/10.1186/s41239-026-00616-7

q2 · i? · review · r2

Thematic narrative synthesis of the scoping review's Theme 1, drawing on empirical and conceptual sources. The review reports the association: leadership styles were "associated with higher faculty engagement, willing-ness to innovate, and openness to change". No effect sizes are printed.

"Some studies highlighted the importance of empowering and distributive leadership styles in enabling AI implementation (Robert, 2024; Titareva, 2024). These leadership styles were associated with higher faculty engagement, willing-ness to innovate, and openness to change."

Discussion

Page metadata
Field Value
type claim
id empowering-distributive-leadership-ai-adoption
title Empowering and distributive leadership styles are associated with greater faculty engagement and willingness to adopt AI in higher education, per the reviewed studies
description Empowering and distributive leadership styles are associated with greater faculty engagement and willingness to adopt AI in higher education, per the reviewed studies
status review
evidence_strength weak
newest_evidence 2026
generated by process:wiki-ingest on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — sandra-baroudi-2026

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