Evidence map›Paper›PMID 42039033›Full record

ArticleFrontiers in psychology2026

Dance with robot: how employee functional experience diversity influences work wellbeing on human-robot collaboration.

Yang Yang, Hongyuan Lu, Ying Li, Shuang Lin, Lingli Hu

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Yang YangSchool of Mathematics, Southwestern University of Finance and Economics, Chengdu, China.
Hongyuan LuInstitute of Western China Economic Research, Southwestern University of Finance and Economics, Chengdu, China.
Ying LiSchool of International Business, Southwestern University of Finance and Economics, Chengdu, China.
Shuang LinSchool of Tourism Management and Exhibition, Henan University of Economics and Law, Zhengzhou, China.
Lingli HuSchool of Business Administration, Faculty of Business Administration, Southwestern University of Finance and Economics, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The integration of service robots into the workplace is reshaping human collaboration, while also posing a threat to employee wellbeing by introducing job uncertainty and substitution anxiety. This study examines how employees' functional experience diversity influences their work wellbeing in the context of human-robot collaboration. Methods: Grounded in Conservation of Resources Theory and Individual Adaptability Theory, we propose a moderated mediation model in which individual adaptability serves as the mediator and task type as the moderator. Two complementary studies in the hotel industry test this model. Study 1 is a survey of 175 frontline employees; Study 2 is a field experiment with 227 employees. Results: Study 1 reveals that functional experience diversity enhances work wellbeing through individual adaptability, with this indirect effect being stronger for non-routine tasks. Study 2 replicates these findings, confirming adaptability's mediating role and the amplifying effect of non-routine work. Discussion: The findings indicate that diverse functional experience constitutes a vital personal resource that fosters adaptability, which in turn promotes wellbeing, particularly in complex and uncertain work contexts. This study extends the construct of functional experience diversity from top management teams to frontline service employees, revealing the formation mechanism of employee wellbeing in the era of technological transformation. It suggests that organizations should value cross-functional experience in recruitment, cultivate employee adaptability through job rotation, and strategically match employee capabilities with task characteristics to safeguard employees' wellbeing in the wave of service automation.

Indexed as

Conservation of Resources Theoryfrontline employeeshuman–robot collaborationindividual adaptabilityservice robottask typework wellbeing

Identifiers

PMID42039033
PMCPMC13105983

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.