Claims

Agency metaphors expressed fear that GenAI steals human agency and threatens jobs, reflecting a binary human-versus-machine model

Claim · All claims
Evidence · 1 study · qualitative r3 · q2
Currency · newest study 2025 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · 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? Participants attributed agency and volition to GenAI with dread, conceptualising agency as a zero-sum resource GenAI was stealing from teachers and students. → Carmen Vallis 2025

Evidence

Carmen Vallis 2025

Carmen Vallis, Stephanie Wilson, Alison Casey. (2025). Fear and Awe: Making Sense of Generative AI Through Metaphor. Journal of Interactive Media Education. https://doi.org/10.5334/jime.972

q2 · i? · qualitative · r3

Qualitative analysis of workshop metaphors. Beneath the dread was fear of GenAI as a "job rival" and "competitor"; replacement metaphors reflected sociocultural anxiety about professional obsolescence, alongside awe at superhuman qualities like operating 24/7 and never tiring.

"GenAI was often attributed agency and volition, with a sense of dread. Participants conceptualised agency as finite or limited, a zero-sum resource, with GenAI "stealing" and "taking agency" from teachers and students by being a crutch and laziness promoter."

Discussion

Page metadata
Field Value
type claim
id agency-metaphors-genai-fear-of-agency-loss
title Agency metaphors expressed fear that GenAI steals human agency and threatens jobs, reflecting a binary human-versus-machine model
description Agency metaphors expressed fear that GenAI steals human agency and threatens jobs, reflecting a binary human-versus-machine model
status review
evidence_strength moderate
newest_evidence 2025
source_checked 2026-10-20
generated by process:wiki-ingest on 2026-10-10
trust unverified — no one has confirmed this page's content
sources 1 — carmen-vallis-2025

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