The smog of exercise: the causal effect of air pollution on fitness behaviors

With the rapid development of industrialization and urbanization in China, air pollution has become an increasingly serious problem, and people are increasingly concerned about its impact on personal physical and mental health. From the perspective of health behavior, this study investigates the participation of residents in sports activities by examining fitness behavior and using temperature inversion as an instrumental variable for air pollution. Based on the China Family Panel Studies dataset from 2010 to 2018, this paper empirically examines the causal relationship between air pollution and residents' participation in fitness activities using two-stage least squares. The research results reveal a statistically significant negative correlation: as air pollution intensifies, the likelihood of individuals participating in fitness activities decreases. Additionally, the research results highlight the heterogeneous effects among different demographic groups, including differences in gender, age, education level, household registration, health status, and income status. Overall, this study provides strong evidence for the health-related economic costs of air pollution.

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Publication Details

Journal
Frontiers in Public Health
Published
2025-10-22
DOI
https://doi.org/10.3389/fpubh.2025.1692650
Citations
1
Primary Topic
Air Quality and Health Impacts
Type
article
Field-Weighted Citation Impact
1.20
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article

The smog of exercise: the causal effect of air pollution on fitness behaviors

Guangwen Cao, Ao Chen, Na Li, Tianyu Gao et al.
1 citations
Frontiers in Public Health
Air Quality and Health Impacts
1.20
article

The smog of exercise: the causal effect of air pollution on fitness behaviors

Guangwen Cao, Ao Chen, Na Li, Tianyu Gao, H W Xiong
article en
1 citations

Abstract

With the rapid development of industrialization and urbanization in China, air pollution has become an increasingly serious problem, and people are increasingly concerned about its impact on personal physical and mental health. From the perspective of health behavior, this study investigates the participation of residents in sports activities by examining fitness behavior and using temperature inversion as an instrumental variable for air pollution. Based on the China Family Panel Studies dataset from 2010 to 2018, this paper empirically examines the causal relationship between air pollution and residents' participation in fitness activities using two-stage least squares. The research results reveal a statistically significant negative correlation: as air pollution intensifies, the likelihood of individuals participating in fitness activities decreases. Additionally, the research results highlight the heterogeneous effects among different demographic groups, including differences in gender, age, education level, household registration, health status, and income status. Overall, this study provides strong evidence for the health-related economic costs of air pollution.

Frontiers in Public HealthVol. 13
Shanghai Lixin University of Accounting and Finance (CN), Jiangxi University of Finance and Economics (CN), Jiangxi Agricultural University (CN), Industrial and Commercial Bank of China (CN)
Openalex Percentile: Top 17%
Air Quality and Health Impacts
1.20
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The smog of exercise: the causal effect of air pollution on fitness behaviors — Guangwen Cao, Ao Chen, et al. · Frontiers in Public Health (2025) | TGRS Research Map | TGRS