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Workers who fear failure see AI criticism as a hindrance, studies of 406 and 280 employees find

Study title: How AI negative feedback shapes employee appraisals and job crafting

Evidence type
Controlled or validated comparison
Sample
n = 406
Sources
1 sourcePeer-reviewed
Published
2 min read
Truvace record
TRV-2026-2493cite or check it

Study title: How AI negative feedback shapes employee appraisals and job crafting

Two studies examined how employees respond when artificial intelligence, rather than a person, delivers negative performance feedback. In a scenario experiment with 406 working participants, AI-delivered negative feedback prompted stronger challenge appraisal among employees high in performance-approach goal orientation and stronger hindrance appraisal among those high in performance-avoidance goal orientation.

Read the study abstract

Artificial intelligence increasingly delivers workplace performance feedback, but responses to AI-delivered negative feedback remain unclear. Drawing on cognitive appraisal theory, we examine how feedback source is associated with job crafting through challenge and hindrance appraisals and whether these relationships depend on performance goal orientation. Study 1, a scenario experiment with 406 working participants, found that AI-delivered negative feedback elicited stronger challenge appraisal among employees…

How AI negative feedback shapes employee appraisals and job crafting
"Worker assembles metal parts in factory" by Shixart1985, CC BY 2.0.

The problem

In a scenario experiment with 406 workers and a daily study of 280 employees, AI-delivered negative feedback produced stronger hindrance appraisal among those high in performance-avoidance goal orientation.

In brief

A second study followed 280 employees through 1,953 negative feedback episodes using daily experience sampling and replicated the patterns. The conditional indirect effects on promotion-focused and prevention-focused job crafting were significant in the first study.

The authors conclude that AI-delivered negative feedback is neither uniformly constructive nor threatening. Its links with job crafting depend on how employees appraise the feedback and on their goal orientations, which matters as AI increasingly delivers workplace performance feedback.

Main points

  1. Study 1 was a scenario experiment with 406 working participants.
  2. Employees high in performance-approach goal orientation showed stronger challenge appraisal of AI-delivered negative feedback.
  3. Employees high in performance-avoidance goal orientation showed stronger hindrance appraisal.
  4. Conditional indirect effects on promotion-focused and prevention-focused job crafting were significant in Study 1.
  5. Study 2 used daily experience sampling of 1,953 negative feedback episodes nested within 280 employees.
  6. Study 2 replicated the Study 1 patterns.

The full story

The research draws on cognitive appraisal theory to test how feedback source is associated with job crafting, through challenge and hindrance appraisals, and whether performance goal orientation changes those relationships.

Study 1 was a scenario experiment with 406 working participants. AI-delivered negative feedback elicited stronger challenge appraisal among those high in performance-approach goal orientation and stronger hindrance appraisal among those high in performance-avoidance goal orientation, with significant conditional indirect effects on promotion-focused and prevention-focused job crafting.

Study 2 was a daily experience sampling study of 1,953 negative feedback episodes nested within 280 employees, and it replicated these patterns. The authors report associations rather than uniform effects, finding AI feedback neither consistently constructive nor threatening.

Sources

1 on file
  1. The Service Industries Journaldoi:10.1080/02642069.2026.2754018
    Peer-reviewed2026-11-03

Talk it over

Four questions to start onWho carries this cost, and what would have to change to prevent it?

Start with a question

Workers who fear failure see AI criticism as a hindrance, studies of 406 and 280 employees findhttps://truvace.com/item/how-ai-negative-feedback-shapes-employee-appraisals-and-job-crafting

  1. Who carries this cost, and what would have to change to prevent it?

    The problem In a scenario experiment with 406 workers and a daily study of 280 employees, AI-delivered negative feedback produced stronger hindrance appraisal among those high in performance-avoidance goal orientation.

    Answer in the thread

  2. How do we know? What can this kind of evidence show, and what can’t it?

    The evidence This rests on a controlled comparison with a sample of 406, from The Service Industries Journal.

    Answer in the thread

  3. What does it leave open? What else would you want to know before acting on it?

    The record’s own caveat The first study used a scenario experiment, and the authors describe the findings as associations with job crafting rather than uniform effects of AI feedback.

    Answer in the thread

  4. Have you seen AI used this way where you study, work or live? Did it go the same way?

    Answer in the thread

The questions are the same on every record. The details under them are taken from this record as written.

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