Revealing the hidden carbon flows in global industrial Sectors—Based on the perspective of linkage network structure.

This paper interprets the implicit carbon flows in global industrial sectors from a network perspective. Using the SNA-IO integrated model, along with cross-border input-output data from Eora26 (2000–2020) and global energy balance data, the implicit carbon emissions of global industrial sectors and their evolution are analyzed. A carbon emission network structure from an industrial chain perspective is proposed. The results indicate that the carbon emissions responsibility of an industry is not only associated with its own energy consumption. It also involves the carbon emissions transfer resulting from the exchange of products and services between upstream and downstream industries. Block model analysis reveals the carbon emission transfer relationships and their interconnections among global industrial sectors, tending towards an industry clustering pattern where "production side" converges with "demand side" coexisting in supply and demand. There are noticeable inequalities in wealth gains and environmental burdens between these blocks. This paper can provide targeted carbon reduction policy recommendations for various industrial sectors to participate in global responsibility allocation and promote the formation of a low-carbon global industrial sector network. [Display omitted] • The implicit carbon flows in global industrial sectors are explored. • Carbon emission network structure from an industrial chain perspective is proposed. • Supply chains and logistics networks reduce implicit carbon emissions significantly. • Wealth gains and environmental burdens exist noticeable inequalities during blocks. [ABSTRACT FROM AUTHOR]