Green finance and carbon intensity in OECD economies–Mediating roles of industrial structure upgrading and green technology innovation

Green finance, industrial structure upgrading (ISU), and green technology innovation (GTI) are anticipated to diminish carbon intensity and boost sustainable growth. Nevertheless, there are varying perspectives on the effectiveness of green finance in reducing carbon emissions within OECD countries, and the underlying mechanisms remain unclear. Therefore, this study investigates the relationship between green finance and carbon intensity, with a particular focus on the mediating roles of ISU and GTI, using panel data from 31 OECD countries spanning 2003 to 2022. Methodologically, this study employs multiple econometric techniques, including ordinary least squares (OLS), the panel-corrected standard error (PCSE) method, the system generalised method of moments (GMM) model, and the instrumental variable approach. The outcomes reveal that carbon intensity has been diminished by green finance in OECD economies. Furthermore, the impact of green finance on carbon intensity is negatively mediated by ISU. Carbon intensity is not only directly minimised by green finance but also through the mediator of GTI. In addition, the effects of green finance on lowering carbon intensity are particularly pronounced in low-income and high-carbon countries. Lastly, this study provides policy recommendations aimed at enhancing carbon reduction efforts in OECD and developing economies.

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Journal
Energy & Environment
Published
2026-01-02
DOI
https://doi.org/10.1177/0958305x251410136
Primary Topic
Energy, Environment, Economic Growth
Type
article
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article

Green finance and carbon intensity in OECD economies–Mediating roles of industrial structure upgrading and green technology innovation

Jiajia Yang, Saira Kharuddin, Wei Deng
Energy & Environment
Energy, Environment, Economic Growth
article

Green finance and carbon intensity in OECD economies–Mediating roles of industrial structure upgrading and green technology innovation

Jiajia Yang, Saira Kharuddin, Wei Deng
article en

Abstract

Green finance, industrial structure upgrading (ISU), and green technology innovation (GTI) are anticipated to diminish carbon intensity and boost sustainable growth. Nevertheless, there are varying perspectives on the effectiveness of green finance in reducing carbon emissions within OECD countries, and the underlying mechanisms remain unclear. Therefore, this study investigates the relationship between green finance and carbon intensity, with a particular focus on the mediating roles of ISU and GTI, using panel data from 31 OECD countries spanning 2003 to 2022. Methodologically, this study employs multiple econometric techniques, including ordinary least squares (OLS), the panel-corrected standard error (PCSE) method, the system generalised method of moments (GMM) model, and the instrumental variable approach. The outcomes reveal that carbon intensity has been diminished by green finance in OECD economies. Furthermore, the impact of green finance on carbon intensity is negatively mediated by ISU. Carbon intensity is not only directly minimised by green finance but also through the mediator of GTI. In addition, the effects of green finance on lowering carbon intensity are particularly pronounced in low-income and high-carbon countries. Lastly, this study provides policy recommendations aimed at enhancing carbon reduction efforts in OECD and developing economies.

Energy & Environment
University of Science and Technology (YE), Universiti Putra Malaysia (MY), Suzhou Institute of Trade & Commerce (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 99%
Energy, Environment, Economic Growth
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Green finance and carbon intensity in OECD economies–Mediating roles of industrial structure upgrading and green technology innovation — Jiajia Yang, Saira Kharuddin, et al. · Energy & Environment (2026) | TGRS Research Map | TGRS