Evidence map›Paper›PMID 42414332›Full record

ArticleScientific reports2026

The Effects of Haze Pollution on County-level Entrepreneurship Activity in China.

Xuan Zhang, Yuexin Li, Zidi Zhang

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Xuan ZhangSchool of Statistics and Mathematics, Zhongnan University of Economics and Law, No. 182, Nanhu Avenue, East Lake High-tech Development Zone, Wuhan, 430073, Hubei Province, China.
Yuexin LiSchool of Statistics and Mathematics, Zhongnan University of Economics and Law, No. 182, Nanhu Avenue, East Lake High-tech Development Zone, Wuhan, 430073, Hubei Province, China. hbxtlyx406@163.com.
Zidi ZhangDepartment of Earth Science and Engineering, Imperial College London, London, SW7 2AZ, UK.

Funding

National Natural Science Foundation of China 72372161
6 · The paper itself

Abstract

This study explores the effects and mechanisms of haze pollution on entrepreneurial activities to provide evidence on the "pollution constraining development" dilemma and guide coordinated environmental and economic governance. Using firm registration data of 2,822 Chinese counties from 2003 to 2022, we examine the impact of haze on overall regional entrepreneurial activity and the proportion of environmental protection entrepreneurship. Results show that haze reduces overall entrepreneurial activity, but increases the proportion of environmental entrepreneurship. The effect on general entrepreneurship follows the environmental Kuznets curve and has a double threshold effect. Mechanism analysis indicates that haze leads to the outflow of human capital and the increase of environmental regulatory costs, which reduces the overall quantity of entrepreneurial activities, but it enhances the government's support and market demand for green technologies, promoting the development of environmental entrepreneurship. Heterogeneity analysis shows that the effects are more pronounced in the eastern and central regions of China, and in regions with higher industrial agglomeration, weaker developed green finance development or lower information transparency, and that with continuous economic growth, this effect exhibits the characteristic of "being initially pronounced, then insignificant, and subsequently pronounced again". These results highlight the significance of regional policy design, resource allocation coordination and environmental entrepreneurship promotion support for promoting the sustainable development of the economy and the improvement of the environment.

Indexed as

Entrepreneurial activitiesEnvironmental protection industry entrepreneurshipHaze pollution

Identifiers

PMID42414332
PMCPMC13342128

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.