Claims

Marketing educators perceive GAI as most useful as a teammate in higher-level courses but as a tutor or tool in lower-level courses

Claim · All claims
Evidence · 1 study · associational r1 · 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? Instructors of higher-level and elective courses perceive GAI as more effective as a teammate, while instructors of lower-level and core courses perceive it as more effective as a tutor or tool. → Narang 2025

Evidence

Narang 2025

Narang, Unnati, Vishal Sachdev, and Ruichun Liu. (2025). When AI Wears Many Hats: The Role of Generative Artificial Intelligence in Marketing Education. Journal of Public Policy & Marketing. https://doi.org/10.1177/07439156251328237

q2 · i? · associational · r1

Survey of 14 full-time marketing faculty at a large midwestern U.S. public university; instructor-provided effectiveness ratings of AI in tutor, teammate, and tool roles were analyzed by course level. The article reports that "AI is perceived most useful as a teammate in higher-level courses but as a tutor or tool in lower-level courses."

"The results appear in Figure 1 and show that AI is perceived most useful as a teammate in higher-level courses but as a tutor or tool in lower-level courses based on the proportion of respondents who rated it a 4 or 5 on a 5-point effectiveness scale."

Discussion

Page metadata
Field Value
type claim
id gai-perceived-most-useful-teammate-higher-level-courses
title Marketing educators perceive GAI as most useful as a teammate in higher-level courses but as a tutor or tool in lower-level courses
description Marketing educators perceive GAI as most useful as a teammate in higher-level courses but as a tutor or tool in lower-level courses
status review
evidence_strength weak
newest_evidence 2025
generated by process:wiki-ingest on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — narang-2025

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