---
id: "lib-2026-09-30-positive-ratings-hidden-concerns-employee-voice"
type: "library"
title: "Positive Ratings, Hidden Concerns: Employee Voice Disclosure in AI-Mediated Organizational Listening"
lang: "EN"
org: "arXiv"
source_type: "Paper"
date: "2026-09-30"
week: "2026-W40"
url: "https://nosov.ai/library/lib-2026-09-30-positive-ratings-hidden-concerns-employee-voice/"
original_url: "https://arxiv.org/abs/2609.38788"
tags: ["enablement", "future of work", "hr", "field study"]
---

# Positive Ratings, Hidden Concerns: Employee Voice Disclosure in AI-Mediated Organizational Listening

## English summary

Field study in a global consulting firm, survey + AI voice interview: 20-41% of sessions pair a favourable rating with a concern voiced later; disclosure is softened and bounded by perceived legitimacy.

Original: https://arxiv.org/abs/2609.38788