Low-carbon policy regulation and spatial effects: evidence from China

This study examines the spatial treatment effects of Low-carbon City pilot policy on PM2.5 concentrations across 277 cities in China from 2005 to 2023. Based on spatial causal inference, this study finds that this policy significantly decreases PM2.5 concentrations in regions with greater policy intensity, while the direct effects of this policy are not significant in regions with lower policy intensity. Furthermore, the implementation of this policy reduces PM2.5 concentrations in the neighbouring cities from the perspective of spatial effects while its direct effects are weaker. The implementation of Low-carbon City pilot policy diminishes PM2.5 concentrations through increasing environmental technological innovation capacity and average green asset ratio of regional firms. This study further examines the spatial attenuation effects and heterogeneous impacts arising from differentiated policy regulation intensity, indicating the transformation of the spatial pattern from mutual collaboration to a beggar-thy-neighbour situation as distance increases.

Authors

Institutions

Publication Details

Journal
Applied Economics
Published
2026-08-24
DOI
https://doi.org/10.1080/00036846.2026.2721545
Primary Topic
Energy, Environment, Economic Growth
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Low-carbon policy regulation and spatial effects: evidence from China

Minzhi Sun, Yulin Zhu
Applied Economics
Energy, Environment, Economic Growth
article

Low-carbon policy regulation and spatial effects: evidence from China

Minzhi Sun, Yulin Zhu
article en

Abstract

This study examines the spatial treatment effects of Low-carbon City pilot policy on PM2.5 concentrations across 277 cities in China from 2005 to 2023. Based on spatial causal inference, this study finds that this policy significantly decreases PM2.5 concentrations in regions with greater policy intensity, while the direct effects of this policy are not significant in regions with lower policy intensity. Furthermore, the implementation of this policy reduces PM2.5 concentrations in the neighbouring cities from the perspective of spatial effects while its direct effects are weaker. The implementation of Low-carbon City pilot policy diminishes PM2.5 concentrations through increasing environmental technological innovation capacity and average green asset ratio of regional firms. This study further examines the spatial attenuation effects and heterogeneous impacts arising from differentiated policy regulation intensity, indicating the transformation of the spatial pattern from mutual collaboration to a beggar-thy-neighbour situation as distance increases.

Applied Economics
Nanjing University (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 4%
Energy, Environment, Economic Growth
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Low-carbon policy regulation and spatial effects: evidence from China — Minzhi Sun, Yulin Zhu · Applied Economics (2026) | TGRS Research Map | TGRS