Government Procurement and Corporate Green Innovation: Evidence from Dual Machine Learning

This study employs a dual machine learning model to examine the influence of government procurement on corporate green innovation and its underlying mechanisms. We utilize data on listed Chinese companies from 2015 to 2022. The results show that government procurement significantly elevates corporate green innovation by enhancing expected market returns and alleviating financial constraints. Local governments’ environmental commitment can amplify this effect. The heterogeneity tests indicate that the effect of government procurement is more significant for non-state-owned, small-sized, and clean firms. Local government orders are more effective at motivating green innovation. The integration of demand-and supply side policies synergistically boosts green innovation, particularly for firms with strong innovation capabilities. This study has implications on how to improve the effectiveness and accuracy of green public procurement policies.

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Publication Details

Journal
SAGE Open
Published
2025-10-01
DOI
https://doi.org/10.1177/21582440251393396
Primary Topic
Public Procurement and Policy
Type
article
Field-Weighted Citation Impact
0.00
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article

Government Procurement and Corporate Green Innovation: Evidence from Dual Machine Learning

Shu Guan, Mingshan Li
SAGE Open
Public Procurement and Policy
article

Government Procurement and Corporate Green Innovation: Evidence from Dual Machine Learning

Shu Guan, Mingshan Li
article en

Abstract

This study employs a dual machine learning model to examine the influence of government procurement on corporate green innovation and its underlying mechanisms. We utilize data on listed Chinese companies from 2015 to 2022. The results show that government procurement significantly elevates corporate green innovation by enhancing expected market returns and alleviating financial constraints. Local governments’ environmental commitment can amplify this effect. The heterogeneity tests indicate that the effect of government procurement is more significant for non-state-owned, small-sized, and clean firms. Local government orders are more effective at motivating green innovation. The integration of demand-and supply side policies synergistically boosts green innovation, particularly for firms with strong innovation capabilities. This study has implications on how to improve the effectiveness and accuracy of green public procurement policies.

SAGE OpenVol. 15(4)
Dongbei University of Finance and Economics (CN), Dalian Maritime University (CN)
Openalex Percentile: Top 51%
Public Procurement and Policy
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Government Procurement and Corporate Green Innovation: Evidence from Dual Machine Learning — Shu Guan, Mingshan Li · SAGE Open (2025) | TGRS Research Map | TGRS