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

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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.

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APA

Kweh, Q. L., Ting, I. W. K., Lu, W. M., Asif, J., & Le, H. T. M. (2025). Nonlinear relationship between ESG factors and firm efficiency among unity software’s affiliates. Eurasian Business Review, 15(2), 481–515. https://doi.org/10.1007/s40821-025-00307-9

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