Evidence map›Paper›PMID 40121367›Full record

ArticleScientific reports2025

The impact of air pollution on employment mobility of college graduates in the Yangtze River Delta.

Bing Zeng, Wenhui Gao, Binyu Wei, Xiaojie Shu

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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

4 authors.

Bing ZengSchool of Economics, Anhui University of Finance and Economics, 962 Caoshan Road, Bengbu City, 233030, Anhui Province, China.
Wenhui GaoThe Institute for Sustainable Development, Macau University of Science and Technology, O707, Avenida Wai Long, Taipa, 999078, Macau, China. 106595946@qq.com.
Binyu WeiThe Institute for Sustainable Development, Macau University of Science and Technology, O707, Avenida Wai Long, Taipa, 999078, Macau, China. 492521634@qq.com.
Xiaojie ShuSchool of Economics, Jiangxi University of Finance and Economics, 169 Shuanggangdong Road, Changbei Economic and Technological Development Zone, Nanchang City, 330032, Jiangxi Province, China.

Funding

Anhui Office of Philosophy and Social Science AHSKY2022D094National Natural Science Foundation of China 72163010
6 · The paper itself

Abstract

The group of college graduates is the top priority for stabilizing employment in China. This research explores the impact of air pollution on the employment flow of college graduates in the Yangtze River Delta by collecting and matching PM2.5 satellite data in grid form and the data from employment quality reports. The air flow coefficient is used as an instrumental variable of air pollution. Research has shown that there is a negative correlation between air pollution levels in a student's city of study and the likelihood of college graduates staying in the region after graduation. Namely, higher levels of air pollution are associated with lower intraregional stickiness rates. Also, graduate students are more susceptible to the effects of air pollution than undergraduates. And the impact of air pollution on the employment mobility of graduates is greater for those who attended public colleges and universities compared to those who attended private institutions. The conclusions of this research demonstrate the importance of air pollution governance in relation to graduate employment mobility and provide both theoretical support and empirical evidence for local authorities to manage and improve environmental quality and graduate employment opportunities.

Indexed as

Air pollutionCollege graduatesEmployment stickiness rateInstrumental variable methodYangtze River Delta

Identifiers

PMID40121367
PMCPMC11929922

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.