Skip to main content
Log in

The effect of haze pollution on rural-to-urban migrants’ long-term residence intentions

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Severe haze pollution in China threatens human health, and its negative effect hampers rural-to-urban migrants’ settlement intentions in destination cities. Using the 2017 China Migrants Dynamic Survey Data (CMDS), the satellite data of PM2.5, and city-level data, this study investigates the impact of haze pollution on rural migrants, long-term residence intentions in Chinese context with IV-probit model, and mediating effect model. Overall, we find an inverted U-shaped relationship between the level of haze pollutants and rural migrants’ long-term settlement intentions. Robustness check using multi-measures and thermal inversion as the instrumental variable supports this conclusion. The mediating effect model shows haze pollution plays its role through two opposite mechanisms: signal effect and health effect. When the size of signal effect is larger than health effect, rural migrants are inclined to settle down in their host cities; otherwise, they show lower settlement willingness. The turning point appears when PM2.5 concentration reaches 38.5 μg/m3; migrants have the highest long-term residence intentions. Currently, the national average PM2.5 concentration is 40.98 μg/m3, indicating that China is at the stage where the health effect of haze pollution holds a dominant position. Haze pollution has heterogeneous impacts on migrants’ residence intentions. From the individual level, the younger generation, female, and higher-educated migrants have a higher tolerance for polluted air. From the city level, migrants who work in the city with 5 to 10 million dwellers have the highest long-term residence intention and are less sensitive to haze pollution. Thus, we propose stringent environmental regulations and more inclined public service policies to migrants.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Data availability

The authors do not have permission to share data.

References

  • Agrawal A, Kapur D, McHale J, Oettl A (2011) Brain drain or brain bank? The impact of skilled emigration on poor-country innovation. J Urban Econ 69(1):43–55

    Article  Google Scholar 

  • Ahumada G, Iturra V (2021) If the air was cleaner, would we be happier? An economic assessment of the effects of air pollution on individual subjective well-being in Chile. J Clean Prod 289:125152

    Article  Google Scholar 

  • Akbostancı E, Türüt-Aşık S, Tunç Gİ (2009) The relationship between income and environment in Turkey: is there an environmental Kuznets curve? Energy Policy 37(3):861–867

    Article  Google Scholar 

  • Aragon FM, Miranda JJ, Oliva P (2017) Particulate matter and labor supply: the role of caregiving and non-linearities. J Environ Econ Manag 86:295–309

    Article  Google Scholar 

  • Arceo E, Hanna R, Oliva P (2016) Does the effect of pollution on infant mortality differ between developing and developed countries? Evidence from Mexico City. Econ J 126(591):257–280

    Google Scholar 

  • Baron RM, Kenny DA (1986) The moderator–mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol 51(6):1173

    Article  CAS  Google Scholar 

  • Branis M, Linhartova M (2012) Association between unemployment, income, education level, population size and air pollution in Czech cities: evidence for environmental inequality? A pilot national scale analysis. Health Place 18(5):1110–1114

    Article  Google Scholar 

  • Brunekreef B, Holgate ST (2002) Air pollution and health. The Lancet 360(9341):1233–1242

    Article  CAS  Google Scholar 

  • Cakmak S, Dales RE, Judek S (2006) Do gender, education, and income modify the effect of air pollution gases on cardiac disease? J Occup Environ Med 48:89–94

    Article  CAS  Google Scholar 

  • Chan J, Selden M (2014) China’s rural migrant workers, the state, and labor politics. Critical Asian Studies 46(4):599–620

    Article  Google Scholar 

  • Chen S, Liu Z (2016) What determines the settlement intention of rural migrants in China? Economic incentives versus sociocultural conditions. Habitat Int 58:42–50

    Article  Google Scholar 

  • Chen S, Oliva P, Zhang P (2018) Air pollution and mental health: evidence from China (No. w24686). National Bureau of Economic Research. https://doi.org/10.3386/w24686. https://www.nber.org/papers/w24686

  • Chen S, Oliva P, Zhang P (2022) The effect of air pollution on migration: Evidence from China. J Dev Econ 156:102833

    Article  Google Scholar 

  • Clougherty JE (2010) A growing role for gender analysis in air pollution epidemiology. Environ Health Perspect 118(2):167–176

    Article  CAS  Google Scholar 

  • Cooke TJ (2008) Migration in a family way. Popul Space Place 14(4):255–265

    Article  Google Scholar 

  • Dinda S, Coondoo D, Pal M (2000) Air quality and economic growth: an empirical study. Ecol Econ 34(3):409–423

    Article  Google Scholar 

  • Dzhambov AM, Markevych I, Tilov B, Arabadzhiev Z, Stoyanov D, Gatseva P, Dimitrova DD (2018) Pathways linking residential noise and air pollution to mental ill-health in young adults. Environ Res 166:458–465

    Article  CAS  Google Scholar 

  • Fischer P, Hoek G, Brunekreef B, Verhoeff A, Van Wijnen J (2003) Air pollution and mortality in The Netherlands: are the elderly more at risk? Eur Respir J 21(40 suppl):34s–38s

    Article  CAS  Google Scholar 

  • Franklin BA, Brook R, Pope CA III (2015) Air pollution and cardiovascular disease. Curr Probl Cardiol 40(5):207–238

    Article  Google Scholar 

  • Germani AR, Scaramozzino P, Castaldo A, Talamo G (2021) Does air pollution influence internal migration? An empirical investigation on Italian provinces. Environ Sci Policy 120:11–20

    Article  Google Scholar 

  • Goldberg MS, Burnett RT, Stieb DM, Brophy JM, Daskalopoulou SS, Valois MF, Brook JR (2013) Associations between ambient air pollution and daily mortality among elderly persons in Montreal, Quebec. Sci Total Environ 463:931–942

    Article  Google Scholar 

  • Gu H, Yan W, Elahi E, Cao Y (2020) Air pollution risks human mental health: an implication of two-stages least squares estimation of interaction effects. Environ Sci Pollut Res 27(2):2036–2043

    Article  Google Scholar 

  • Guo W, Chen L, Fan Y, Liu M, Jiang F (2021) Effect of ambient air quality on subjective well-being among Chinese working adults. J Clean Prod 296:126509

    Article  CAS  Google Scholar 

  • He J, Liu H, Salvo A (2019) Severe air pollution and labor productivity: evidence from industrial towns in China. Am Econ J Appl Econ 11(1):173–201

    Article  Google Scholar 

  • Hu Z, Zhang Y, Cao J, Zhou K (2022) Longing for the blue sky: urban air quality and the individual decision to immigrate. J Asian Econ 79:101437

    Article  Google Scholar 

  • Iacobucci D (2012) Mediation analysis and categorical variables: the final frontier. J Consum Psychol 22(4):582–594

    Article  Google Scholar 

  • Kan H, London SJ, Chen G, Zhang Y, Song G, Zhao N et al (2008) Season, sex, age, and education as modifiers of the effects of outdoor air pollution on daily mortality in shanghai, china: the public health and air pollution in asia (papa) study. Environ Health Perspect 116(9):1183–1188

    Article  CAS  Google Scholar 

  • Karlson KB, Holm A, Breen R (2012) Comparing regression coefficients between same-sample nested models using logit and probit: a new method. Sociol Methodol 42(1):286–313

    Article  Google Scholar 

  • Khuc QV, Nguyen MH, Le TT, Nguyen TL, Nguyen T, Lich HK, Vuong QH (2022) Brain drain out of the blue: pollution-induced migration in Vietnam. Int J Environ Res Public Health 19(6):3645

    Article  Google Scholar 

  • Kim H, Noh J, Noh Y, Oh SS, Koh SB, Kim C (2019) Gender difference in the effects of outdoor air pollution on cognitive function among elderly in Korea. Front Public Health 7:375

    Article  Google Scholar 

  • Kim H, Cho J, Isehunwa O, Noh J, Noh Y, Oh SS, Kim C (2020) Marriage as a social tie in the relation of depressive symptoms attributable to air pollution exposure among the elderly. J Affect Disord 272:125–131

    Article  CAS  Google Scholar 

  • Lai W, Song H, Wang C, Wang H (2021) Air pollution and brain drain: evidence from college graduates in China. China Econ Rev 68:101624

    Article  Google Scholar 

  • Lee ES (1966) A theory for migration. Demography 3(1):47–57

    Article  Google Scholar 

  • Lepeule J, Laden F, Dockery D, Schwartz J (2012) Chronic exposure to fine particles and mortality: an extended follow-up of the Harvard Six Cities study from 1974 to 2009. Environ Health Perspect 120(7):965–970

    Article  Google Scholar 

  • Li J, Chang SS, Yip PS, Li J, Jordan LP, Tang Y, Zeng Q (2014) Mental wellbeing amongst younger and older migrant workers in comparison to their urban counterparts in Guangzhou city, China: a cross-sectional study. BMC Public Health 14:1–10

    Article  Google Scholar 

  • Lian W, Sun X, Xing W, Gao T, Duan H (2023) Coordinated development and driving factor heterogeneity of different types of urban agglomeration carbon emissions in China. Environ Sci Pollut Res 30(12):35034–35053

    Article  Google Scholar 

  • Lind JT, Mehlum H (2010) With or without U? The appropriate test for a U-shaped relationship. Oxford Bull Econ Stat 72:109–118

    Article  Google Scholar 

  • Liu W, Xu Z, Yang T (2018) Health effects of air pollution in China. Int J Environ Res Public Health 15(7):1471

    Article  Google Scholar 

  • Lu H, Yue A, Chen H, Long R (2018) Could smog pollution lead to the migration of local skilled workers? Evidence from the Jing-Jin-Ji region in China. Resour Conserv Recycl 130:177–187

    Article  Google Scholar 

  • Ma S, Li X, Li D, Guo H (2023) Does air pollution induce international migration? New evidence from Chinese residents. Econ Model 120:106176

    Article  Google Scholar 

  • Mayda AM (2022) International migration: a panel data analysis of the determinants of bilateral flows. Global Labour in Distress, Volume I: Globalization, Technology and Labour Resilience. Springer International Publishing, Cham, pp 33–65

    Chapter  Google Scholar 

  • Ou CQ, Hedley AJ, Chung RY, Thach TQ, Chau YK, Chan KP, Lam TH (2008) Socioeconomic disparities in air pollution-associated mortality. Environ Res 107(2):237–244

    Article  CAS  Google Scholar 

  • Power MC, Kioumourtzoglou MA, Hart JE, Okereke OI, Laden F, Weisskopf MG (2015) The relation between past exposure to fine particulate air pollution and prevalent anxiety: observational cohort study. Bmj 350:h1111

    Article  Google Scholar 

  • Rahut DB, Ali A, Behera B (2017) Domestic use of dirty energy and its effects on human health: empirical evidence from Bhutan. Int J Sustain Energ 36(10):983–993

    Article  Google Scholar 

  • Sager L (2019) Estimating the effect of air pollution on road safety using atmospheric temperature inversions. J Environ Econ Manage 98:102250

    Article  Google Scholar 

  • Sass V, Kravitz-Wirtz N, Karceski SM, Hajat A, Crowder K, Takeuchi D (2017) The effects of air pollution on individual psychological distress. Health Place 48:72–79

    Article  Google Scholar 

  • Song ML, Zhang W, Wang SH (2013) Inflection point of environmental Kuznets curve in Mainland China. Energy Policy 57:14–20

    Article  Google Scholar 

  • Song C, He J, Wu L, Jin T, Chen X, Li R, Mao H (2017) Health burden attributable to ambient PM2. 5 in China. Environ Pollut 223:575–586

    Article  CAS  Google Scholar 

  • Soytas U, Sari R (2009) Energy consumption, economic growth, and carbon emissions: challenges faced by an EU candidate member. Ecol Econ 68(6):1667–1675

    Article  Google Scholar 

  • Sun X, Lian W, Gao T, Chen Z, Duan H (2023) Spatial-temporal characteristics of carbon emission intensity in electricity generation and spatial spillover effects of driving factors across China's provinces. J Clean Prod 405:136908

    Article  Google Scholar 

  • Sunyer J, Schwartz J, Tobias A, Macfarlane D, Garcia J, Antó JM (2000) Patients with chronic obstructive pulmonary disease are at increased risk of death associated with urban particle air pollution: a case-crossover analysis. Am J Epidemiol 151(1):50–56

    Article  CAS  Google Scholar 

  • Thiering E, Heinrich J (2015) Epidemiology of air pollution and diabetes. Trends Endocrinol Metab 26(7):384–394

    Article  CAS  Google Scholar 

  • Trinh TT, Trinh TT, Le TT, Tu BM (2019) Temperature inversion and air pollution relationship, and its effects on human health in Hanoi City Vietnam. Environ Geochem Health 41(2):929–937

    Article  CAS  Google Scholar 

  • Welsch H (2006) Environment and happiness: valuation of air pollution using life satisfaction data. Ecol Econ 58(4):801–813

    Article  Google Scholar 

  • Williams CC (2015) Tackling informal employment in developing and transition economies: a critical evaluation of the neo–liberal approach. Int J Bus Globalisation 14(3):251–270

    Article  Google Scholar 

  • Wu B, Yan T, Elahi E (2023) The impact of environmental pollution on labor supply: empirical evidence from China. Environ Sci Pollut Res 30(10):25764–25772

    Article  Google Scholar 

  • Yin P, Brauer M, Cohen AJ, Wang H, Li J, Burnett RT, Murray CJ (2020) The effect of air pollution on deaths, disease burden, and life expectancy across China and its provinces, 1990–2017: an analysis for the Global Burden of Disease Study 2017. The Lancet Planetary Health 4(9):e386–e398

    Article  Google Scholar 

  • Yue Q, Song Y, Zhu J, Li Z, Zhang M (2021) Exploring the effect of air pollution on settlement intentions from migrants: evidence from China. Environ Impact Assess Rev 91:106671

    Article  Google Scholar 

  • Zang B, Lv P, Warren CM (2015) Housing prices, rural–urban migrants’ settlement decisions and their regional differences in China. Habitat Int 50:149–159

    Article  Google Scholar 

  • Zhang J, Mu Q (2018) Air pollution and defensive expenditures: evidence from particulate-filtering facemasks. J Environ Econ Manag 92:517–536

    Article  Google Scholar 

  • Zhang L, He J, Ma R (2017) How housing price affects labor migration? Econ Res J 8:155–170

    Google Scholar 

  • Zhang C, Du M, Liao L, Li W (2022) The effect of air pollution on migrants’ permanent settlement intention: evidence from China. J Clean Prod 373:133832

    Article  CAS  Google Scholar 

  • Zivin JG, Neidell M (2012) The impact of pollution on worker productivity. Am Econ Rev 102(7):3652–3673

    Article  Google Scholar 

Download references

Funding

This work was supported by the Humanities and Social Sciences Research Planning Fund of the Ministry of Education of China (Grant No. 20YJA790020), Tsinghua Rural Studies Ph.D. Scholarship (Grant No. 202108), and 2023 Self-funded Ethnic Research Project of the National Ethnic Affairs Commission of the People's Republic of China (Grant No. 2023-GMD-057).

Author information

Authors and Affiliations

Authors

Contributions

Qingjun Zhao: conceptualization, methodology, software, visualization, writing – original draft, funding acquisition. Yue Wang: conceptualization, methodology, writing – original draft, writing – review and editing.

Corresponding author

Correspondence to Yue Wang.

Ethics declarations

Ethical approval

This manuscript was prepared following ethical standards.

Consent to participate

The authors have voluntarily agreed to participate in this research study.

Consent for publication

The authors agree to publish the article in Environmental Science and Pollution Research.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Baojing Gu

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix A

Appendix A

Tables 6 and 7

Table 6 Regression results with mediators: KHB method
Table 7 Heterogeneous effect of haze pollution

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhao, Q., Wang, Y. The effect of haze pollution on rural-to-urban migrants’ long-term residence intentions. Environ Sci Pollut Res 31, 5896–5911 (2024). https://doi.org/10.1007/s11356-023-31557-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-023-31557-7

Keywords

Navigation