Table · dataset · 2026
Supplementary file 1_Digitalization, green finance, and low-carbon transformation in manufacturing firms: a firm-level panel analysis from Shenzhen.docx
Listed in figshare
<p>Against the background of China’s carbon peaking and carbon neutrality goals, this study examines how the improvement of digitalization shapes the low-carbon transformation of manufacturing firms through social, institutional, and economic mechanisms.
Description
While this study regards low carbon as a problem of technology or energy efficiency, it also frames firm-level transformation as a socio-economic governance process involving policy regulation, organizational adaptation, green finance, and digital capability.
Shenzhen, as China’s first emissions trading system pilot city and also a carbon peaking pilot city in China, is taken as a typical case for studying local carbon governance and digital transformation, and this case provides an appropriate background for the interaction of advanced manufacturing economic development. This study uses firm-level panel data from 150 manufacturing enterprises from 2015 to 2024, and constructs a four-dimensional analytical framework including policy instruments, technological upgrading, green finance, and the improvement of digitalization.
Read the rest (2 more)
Fixed-effects panel models are used to examine their direct effects, interaction effects, and the moderating role of digitalization improvement on three outcomes, specifically carbon emission intensity, energy intensity, and green innovation output. The results show that digitalization improvement, policy exposure, and access to technological upgrading factors are generally related to the improvement of low-carbon performance, although their effects on environmental efficiency and innovation outcomes are different.
There are significant interaction effects among policy tools, technological pathways, and green finance, and the study shows that low-carbon transformation at the enterprise level depends on each driving factor, and also depends on the coordination of regulatory, technological, and financial institutions. This study contributes to the literature on digital transformation and industrial decarbonization by providing firm-level evidence on how digitalization, policy exposure, green finance, and technological upgrading jointly promote low-carbon transformation in manufacturing firms.</p>
Links
Where it is published
- DOI doi.org/10.3389/fenvs.2026.1876734.s001 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Computer Science & AI · Earth & Environmental Science · Economics & Finance · Engineering · Humanities · Life Sciences · Medicine & Health · Ocean & Atmospheric Science · Social Science
- Inferred from text
- Environment and climate finance 76%
Provenance · 1 source records, 17 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33946168 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:350201 | enrichment · figshare com | taxonomy-embedding@1.0.0 | title+keywords+description (76%) |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |