Claims

Framing instructors as part of the solution shifted the design toward supporting instructor judgment and co-design

Claim · All claims
Evidence · 1 study · qualitative r2 · q1
Currency · newest study 2022 · 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.

q1 i? In the dialogue, framing instructors as "part of the solution" shifted the discussion from an AI that determines unproductive engagement to an AI that supports instructors in determining whether there is unproductive behavior, and opened a path to co-design with impacted community members. → Chang 2022

Evidence

Chang 2022

Chang, M.A., Magana, A., Benes, B., Kao, D., & Fusco, J. (2022). Driving interdisciplinary collaboration through adapted conjecture mapping: A case study with the PECAS Mediator [Project Report]. Digital Promise. https://doi.org/10.51388/20.500.12265/156

q1 · i? · qualitative · r2

Authors' account of the case-study dialogue: after CIRCLS co-PI Judi Fusco suggested instructors be considered "part of the solution," the team — all faculty instructors themselves — was immediately receptive, and the discussion turned to how instructors could provide feedback allowing the system to improve over time.

"The dialogue shifted from how an AI-based solution may be able to effectively determine the presence of unproductive engagement to an AI-based solution that supports instructors in determining whether there is unproductive behavior."

Discussion

Page metadata
Field Value
type claim
id instructors-part-of-the-solution-frameshift
title Framing instructors as part of the solution shifted the design toward supporting instructor judgment and co-design
description Framing instructors as part of the solution shifted the design toward supporting instructor judgment and co-design
status review
evidence_strength weak
newest_evidence 2022
generated by process:wiki-ingest on 2026-10-09
trust unverified — no one has confirmed this page's content
sources 1 — chang-2022

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