Grey relational analysis and regression-based structural equation modeling of the extrarole performance of healthcare professionals

We examined the extrarole performance of healthcare professionals using both grey relational analysis (GRA) and regression-based structural equation modeling. Survey data on self-efficacy, prosocial motivation, and workplace incivility were collected from 181 healthcare professionals at public and private hospitals in Pakistan. The results of both regression analysis and GRA indicated that prosocial motivation was a stronger predictor of organizational citizenship behavior than was self-efficacy, particularly in the presence of workplace incivility. GRA effectively highlighted nuanced moderation effects across different classification groups. This study represents a pioneering effort in applying GRA to moderation analysis within the realm of organizational psychology.

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Publication Details

Journal
Social Behavior and Personality An International Journal
Published
2026-02-09
DOI
https://doi.org/10.2224/sbp.14493
Citations
1
Primary Topic
Workplace Violence and Bullying
Type
article
Field-Weighted Citation Impact
55.57
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article

Grey relational analysis and regression-based structural equation modeling of the extrarole performance of healthcare professionals

Muhammad Nawaz, Sifeng Liu, Dan Jiang, Muhammad Wasif Hanif
1 citations
Social Behavior and Personality An International Journal
Workplace Violence and Bullying
55.57
article

Grey relational analysis and regression-based structural equation modeling of the extrarole performance of healthcare professionals

Muhammad Nawaz, Sifeng Liu, Dan Jiang, Muhammad Wasif Hanif
article en
1 citations

Abstract

We examined the extrarole performance of healthcare professionals using both grey relational analysis (GRA) and regression-based structural equation modeling. Survey data on self-efficacy, prosocial motivation, and workplace incivility were collected from 181 healthcare professionals at public and private hospitals in Pakistan. The results of both regression analysis and GRA indicated that prosocial motivation was a stronger predictor of organizational citizenship behavior than was self-efficacy, particularly in the presence of workplace incivility. GRA effectively highlighted nuanced moderation effects across different classification groups. This study represents a pioneering effort in applying GRA to moderation analysis within the realm of organizational psychology.

Social Behavior and Personality An International JournalVol. 54(2)
Northwestern Polytechnical University (CN), Wuxi Taihu Hospital (CN), Nanjing University of Aeronautics and Astronautics (CN)
Reduced inequalities
Openalex Percentile: Top 0%
Workplace Violence and Bullying
55.57
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