IDEAS home Printed from https://ideas.repec.org/a/eee/socmed/v362y2024ics027795362400892x.html
   My bibliography  Save this article

Effect of particulate matter on cognitive function among middle-aged and older adults in China: An instrumental variable approach

Author

Listed:
  • Zhao, Qi
  • Del Ponte, Alessandro
  • Hilal, Saima
  • Seow, Wei Jie

Abstract

Emerging studies have suggested the association of ambient air pollution with worse cognitive function; however, causal evidence remains scarce. We aimed to estimate the effect of particulate matter (PM) exposure on overall and domain-specific cognitive function. A total of 14,205 participants aged 45 years and above were drawn from the 2015 wave of the China Health and Retirement Longitudinal Study (CHARLS). Cognitive function was assessed using a standardized questionnaire consisting of two domains: episodic memory and mental status. Participants’ exposure to city-level PM (PM1, PM2.5, and PM10) was evaluated using satellite-based spatiotemporal models. To avoid potential endogenous biases, an instrumental variable method with two-stage least squares estimation was employed to examine the effect of air pollution on overall and domain-specific cognitive function. Stratified analysis was further performed based on sociodemographic characteristics. We found PM exposure exertedsignificant adverse effects on overall and domain-specific cognitive function, with mental status being more adversely affected as compared to episodic memory. The effect of PM exposure was more pronounced with smaller particle sizes, with PM1 exhibiting the largest effect size. Moreover, participants with lower education attainment were more adversely affected by PM exposure. Our findings add additional evidence of the potential causal role of PM exposure in worsening overall and domain-specific cognitive function. Efforts to further reduce PM are needed to protect the cognitive health of the aging Chinese population.

Suggested Citation

  • Zhao, Qi & Del Ponte, Alessandro & Hilal, Saima & Seow, Wei Jie, 2024. "Effect of particulate matter on cognitive function among middle-aged and older adults in China: An instrumental variable approach," Social Science & Medicine, Elsevier, vol. 362(C).
  • Handle: RePEc:eee:socmed:v:362:y:2024:i:c:s027795362400892x
    DOI: 10.1016/j.socscimed.2024.117438
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S027795362400892X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.socscimed.2024.117438?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Li, Pei & Lu, Yi & Wang, Jin, 2020. "The effects of fuel standards on air pollution: Evidence from China," Journal of Development Economics, Elsevier, vol. 146(C).
    2. Lei, Xiaoyan & Smith, James P. & Sun, Xiaoting & Zhao, Yaohui, 2014. "Gender differences in cognition in China and reasons for change over time: Evidence from CHARLS," The Journal of the Economics of Ageing, Elsevier, vol. 4(C), pages 46-55.
    3. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    4. Hering, Laura & Poncet, Sandra, 2014. "Environmental policy and exports: Evidence from Chinese cities," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 296-318.
    5. Douglas Almond & Yuyu Chen & Michael Greenstone & Hongbin Li, 2009. "Winter Heating or Clean Air? Unintended Impacts of China's Huai River Policy," American Economic Review, American Economic Association, vol. 99(2), pages 184-190, May.
    6. Cragg, John G. & Donald, Stephen G., 1993. "Testing Identifiability and Specification in Instrumental Variable Models," Econometric Theory, Cambridge University Press, vol. 9(2), pages 222-240, April.
    7. Leist, Anja K. & Hessel, Philipp & Avendano, Mauricio, 2014. "Do economic recessions during early and mid-adulthood influence cognitive function in older age?," LSE Research Online Documents on Economics 54234, London School of Economics and Political Science, LSE Library.
    8. Deschenes, Olivier & Wang, Huixia & Wang, Si & Zhang, Peng, 2020. "The effect of air pollution on body weight and obesity: Evidence from China," Journal of Development Economics, Elsevier, vol. 145(C).
    9. Shuai Chen & Paulina Oliva & Peng Zhang, 2018. "Air Pollution and Mental Health: Evidence from China," NBER Working Papers 24686, National Bureau of Economic Research, Inc.
    10. Kai Hu & Jo Mhairi Hale & Hill Kulu & Yang Liu & Katherine Keenan & Jessica Kelley, 2023. "A Longitudinal Analysis of the Association Between Long-Term Exposure to Air Pollution and Cognitive Function Among Adults Aged 45 and Older in China," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 78(3), pages 556-569.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hongshan Ai & Xiaoqing Tan & Zhen Xia, 2022. "RETRACTED: The Effects of Environmental Regulations on Medical Expenses: Evidence from China," IJERPH, MDPI, vol. 19(13), pages 1-17, June.
    2. Ai, Hongshan & Tan, Xiaoqing & Zhou, Shengwen & Zhou, Yuhan & Xing, Hongye, 2023. "The impact of environmental regulation on carbon emissions: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1067-1079.
    3. Chen, Xiao & Guo, Gangxing, 2024. "Air pollution and online lender behavior: Evidence from Chinese peer-to-peer lending," Journal of Behavioral and Experimental Finance, Elsevier, vol. 42(C).
    4. Wang, Ziyue & Evans, Mary F. & Wang, Huixia & Wang, Si, 2025. "Childhood obesity and air pollution: Evidence from China," Economics Letters, Elsevier, vol. 247(C).
    5. Ma, Yuxuan, 2021. "Does Bad Air Quality Contribute to Obesity? Evidence from Chinas Central Heating System," Warwick-Monash Economics Student Papers 18, Warwick Monash Economics Student Papers.
    6. Yayun Ren & Jian Yu & Guanglai Zhang & Chang Zhang & Wenmei Liao, 2023. "The Short- and Long-Run Impacts of Air Pollution on Human Health: New Evidence from China," IJERPH, MDPI, vol. 20(3), pages 1-23, January.
    7. Arne Henningsen & Guy Low & David Wuepper & Tobias Dalhaus & Hugo Storm & Dagim Belay & Stefan Hirsch, 2024. "Estimating Causal Effects with Observational Data: Guidelines for Agricultural and Applied Economists," IFRO Working Paper 2024/03, University of Copenhagen, Department of Food and Resource Economics.
    8. Zhang, Shaohui & Guo, Qinxin & Smyth, Russell & Yao, Yao, 2022. "Extreme temperatures and residential electricity consumption: Evidence from Chinese households," Energy Economics, Elsevier, vol. 107(C).
    9. Yuping Deng & Yanrui Wu & Helian Xu, 2022. "Emission Reduction and Value-added Export Nexus at Firm Level," Economics Discussion / Working Papers 22-19, The University of Western Australia, Department of Economics.
    10. Tang, Lianzhou & Xu, Wenli, 2025. "Patronage and pollution," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
    11. Guo, Liwen & Cheng, Zhiming & Tani, Massimiliano & Cook, Sarah & Zhao, Jiaqi & Chen, Xi, 2025. "Air pollution and entrepreneurship," China Economic Review, Elsevier, vol. 89(C).
    12. Dong, Yan & Tian, Jinhuan & Wen, Qiang, 2022. "Environmental regulation and outward foreign direct investment: Evidence from China," China Economic Review, Elsevier, vol. 76(C).
    13. Shiyu Bo, 2021. "Environmental Regulations, Political Incentives and Local Economic Activities: Evidence from China," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(3), pages 812-835, June.
    14. Seojeong Lee, 2018. "A Consistent Variance Estimator for 2SLS When Instruments Identify Different LATEs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 36(3), pages 400-410, July.
    15. Guan, Jin & He, Dongwei & Zhu, Qigui, 2022. "More incentive, less pollution: The influence of official appraisal system reform on environmental enforcement," Resource and Energy Economics, Elsevier, vol. 67(C).
    16. Giorgio d’Agostino & John Paul Dunne & Luca Pieroni, 2019. "Military Expenditure, Endogeneity and Economic Growth," Defence and Peace Economics, Taylor & Francis Journals, vol. 30(5), pages 509-524, July.
    17. Li, Hao & Guo, Huanxiu & Huang, Naqun & Ye, Jingjing, 2020. "Health risks of exposure to waste pollution: Evidence from Beijing," China Economic Review, Elsevier, vol. 63(C).
    18. S. Basiglio & A. Ricci & M. Rossi, 2025. "Entrepreneurs’ impatience and digital technologies," Small Business Economics, Springer, vol. 64(4), pages 2035-2060, April.
    19. Boogen, Nina & Datta, Souvik & Filippini, Massimo, 2021. "Estimating residential electricity demand: New empirical evidence," Energy Policy, Elsevier, vol. 158(C).
    20. Antoine Bonleu & Gilbert Cette & Guillaume Horny, 2013. "Capital utilization and retirement," Applied Economics, Taylor & Francis Journals, vol. 45(24), pages 3483-3494, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:socmed:v:362:y:2024:i:c:s027795362400892x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/315/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.