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Nonlinear relationship between ESG factors and firm efficiency among unity software’s affiliates

Qian Long Kweh (), Irene Wei Kiong Ting (), Wen-Min Lu (), Jawad Asif () and Hanh Thi My Le ()
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Qian Long Kweh: Canadian University Dubai
Irene Wei Kiong Ting: Universiti Malaysia Pahang Al-Sultan Abdullah
Wen-Min Lu: Chinese Culture University
Jawad Asif: University of Gujrat
Hanh Thi My Le: Ton Duc Thang University

Eurasian Business Review, 2025, vol. 15, issue 2, No 5, 515 pages

Abstract: Abstract This study examines the relationship between environmental, social, and governance (ESG) factors and firm efficiency of Unity Software Inc.’s suppliers, customers, and partners from 2010 to 2021. We apply a network data envelopment analysis to measure firm efficiency across a three-stage production process. Second, we investigate how ESG factors are associated with firm efficiency using a generalized additive model (GAM). The GAM results reveal a nonlinear relationship between ESG factors and firm efficiency, although it does not follow a clear U- or inverted U-shaped pattern. Overall, this study contributes to stakeholder theory by using a unique dataset to demonstrate the link between ESG performance and firm efficiency and highlighting ESG strategies that may improve/degrade firm efficiency in converting resources into business outcomes.

Keywords: ESG; Firm efficiency; Data envelopment analysis; Generalized additive model (search for similar items in EconPapers)
JEL-codes: L25 M14 (search for similar items in EconPapers)
Date: 2025
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DOI: 10.1007/s40821-025-00307-9

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