Culture & Human Agency

Worker voice needs two measures, not one

Tamme and Levin plan a study with about 2,000 consultants. They ask if an AI tool can help firms use worker ideas without making workers feel ignored. The study has not run, so it shows no gain or harm.

AI Agency
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What the source reports

Tamme and Levin propose a workplace study with about 2,000 consultants. They want to separate two questions. Did the firm put workers’ ideas to use? And did the workers feel heard? An AI tool might help collect ideas but still leave people out of decisions. That is a possible risk, not a finding from this study. The planned trial has not reported results. Teams should track both the response to an idea and the worker’s own account before they claim the tool improved anyone’s voice.

Original source

Title
AI-Mediated Employee Voice and Performance: Disentangling Informational and Affective Pathways
Author
Thilo Tamme, Andrej Levin
Publication
arXiv
Date
Tuesday, October 20, 2026