What the study found: The study found that establishing local data exchange platforms is associated with higher urban green total factor energy efficiency (GTFEE, a measure of how well cities combine energy use, economic output, and environmental performance). It also found positive spillover effects on neighboring cities.
Why the authors say this matters: The authors conclude that data elements may help support green development and urban transformation in China, and they say the findings offer policy insights for related decisions.
What the researchers tested: The researchers used panel data from 282 prefecture-level cities in China from 2010 to 2023. They treated the establishment of local data exchange platforms as a quasi-natural experiment and combined difference-in-differences with spatial econometric models to estimate direct and spatial effects on GTFEE.
What worked and what didn't: The paper reports that DEM significantly enhances local GTFEE and that the result remains robust under multiple checks. It also reports significant positive spatial spillovers, a positive moderating effect from DIFI (Digital Financial Inclusion Index), and two mediation pathways: technological innovation and environmental regulation. The effects are described as stronger in eastern and central regions and in cities with higher financial development.
What to keep in mind: The abstract does not describe detailed limitations beyond the scope of the data and methods used. The findings are based on Chinese prefecture-level cities and the period 2010 to 2023.
Key points
- Local data exchange platforms are associated with higher urban green total factor energy efficiency.
- The study reports positive spillover effects on neighboring cities.
- Digital financial inclusion is described as strengthening the impact of data element marketization on GTFEE.
- The paper identifies technological innovation and environmental regulation as two mediating pathways.
- The effects are reported as stronger in eastern and central regions and in cities with higher financial development.
Disclosure
- Research title:
- Data exchange platforms linked to higher urban green energy efficiency
- Authors:
- Runlin Tian, Hongchang Li, Han Jia, Runde Gu
- Institutions:
- Beijing Jiaotong University, Hebei Science and Technology Department
- Publication date:
- 2026-03-05
- OpenAlex record:
- View
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