IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0215663.html
   My bibliography  Save this article

The macroeconomic burden of noncommunicable diseases associated with air pollution in China

Author

Listed:
  • Simiao Chen
  • David E Bloom

Abstract

Background: While a few studies have tried to estimate the economic burden of noncommunicable diseases (NCDs) associated with air pollution, most previous studies have methodological limitations. For example, neither the cost of illness approach nor the value of a statistical life approach accounts for economic adjustment mechanisms (i.e., they do not include substitution of labor lost due to an illness with capital or other workers), and neither approach considers disease impact on physical and human capital. Furthermore, since new evidence shows that air pollution is also linked to diabetes, previous studies did not estimate the economic costs of diabetes associated with air pollution. The total economic costs of NCDs associated with air pollution under a comprehensive framework therefore remained unexplored. Objectives: This study uses a human capital–augmented production function framework to analyze and estimate the macroeconomic impact of NCDs associated with air pollution in China in 1990–2030 and in 2015–2030. It makes several contributions—beyond those of the extant literature—to understanding the economic burden of NCDs associated with air pollution. It does this by accounting for economic adjustment mechanisms and by incorporating human capital into the model. Methods: In our framework, aggregate output is produced according to a human capital–augmented production function that accounts for the effects of projected disease prevalence. NCDs associated with air pollution affect the aggregate output through three pathways: 1) Mortality effect—when working-age individuals die from a disease, aggregate output decreases because physical capital is an imperfect substitute for the loss of human capital in the production process. 2) Morbidity effect—when working-age individuals suffer from a disease but do not die from it, their contribution to overall output also decreases depending on disease severity; for example, they might work fewer hours or with lower productivity, or they might retire earlier. We also incorporate age-specific human capital to account for education-related productivity differences between members of different cohorts who are differentially affected by NCDs. 3) Treatment cost effect—when households in which members suffer from a disease use part of their savings to cover the out-of-pocket share of their treatment costs, physical capital accumulation diminishes. Our estimates are based on the recently updated Global Burden of Disease epidemiology data, which identify four pathways through which air pollution affects health: cardiovascular diseases, respiratory diseases, cancer, and diabetes. Results: Total losses from NCDs associated with air pollution in China in 1990–2030 are estimated to be $1,137 billion (constant 2010 USD) and in 2015–2030 are estimated to be $499 billion (constant 2010 USD). Cardiovascular diseases account for the highest burden, followed by chronic respiratory diseases, diabetes, and cancer. Treatment costs account for nearly 30% of the total economic burden of NCDs associated with air pollution. We also find that the share of economic burden associated with treatment costs is highest for diabetes. This is mainly driven by the fact that, on a per case basis, diabetes has a lower health burden than other diseases associated with air pollution. Discussion: The NCDs associated with air pollution impose a large economic burden on China.

Suggested Citation

  • Simiao Chen & David E Bloom, 2019. "The macroeconomic burden of noncommunicable diseases associated with air pollution in China," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-14, April.
  • Handle: RePEc:plo:pone00:0215663
    DOI: 10.1371/journal.pone.0215663
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0215663
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0215663&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0215663?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
    ---><---

    References listed on IDEAS

    as
    1. Hanna, Rema & Oliva, Paulina, 2015. "The effect of pollution on labor supply: Evidence from a natural experiment in Mexico City," Journal of Public Economics, Elsevier, vol. 122(C), pages 68-79.
    2. Liu, Haoming & Salvo, Alberto, 2017. "Severe Air Pollution and School Absences: Longitudinal Data on Expatriates in North China," IZA Discussion Papers 11134, Institute of Labor Economics (IZA).
    3. Robert Jäckle & Oliver Himmler, 2010. "Health and Wages: Panel Data Estimates Considering Selection and Endogeneity," Journal of Human Resources, University of Wisconsin Press, vol. 45(2).
    4. Kuhn, Michael & Prettner, Klaus, 2016. "Growth and welfare effects of health care in knowledge-based economies," Journal of Health Economics, Elsevier, vol. 46(C), pages 100-119.
    5. Joshua Graff Zivin & Matthew Neidell, 2012. "The Impact of Pollution on Worker Productivity," American Economic Review, American Economic Association, vol. 102(7), pages 3652-3673, December.
    6. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    7. Tom Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2016. "Particulate Pollution and the Productivity of Pear Packers," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 141-169, August.
    8. Heckman, James J. & Lochner, Lance J. & Todd, Petra E., 2006. "Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 7, pages 307-458, Elsevier.
    9. Edward Miguel & Michael Kremer, 2004. "Worms: Identifying Impacts on Education and Health in the Presence of Treatment Externalities," Econometrica, Econometric Society, vol. 72(1), pages 159-217, January.
    10. Bloom, David E. & Chen, Simiao & Kuhn, Michael & McGovern, Mark E. & Oxley, Les & Prettner, Klaus, 2020. "The economic burden of chronic diseases: Estimates and projections for China, Japan, and South Korea," The Journal of the Economics of Ageing, Elsevier, vol. 17(C).
    11. Kathleen McGarry, 2004. "Health and Retirement: Do Changes in Health Affect Retirement Expectations?," Journal of Human Resources, University of Wisconsin Press, vol. 39(3).
    12. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 73-117.
    13. Simiao Chen & Michael Kuhn & Klaus Prettner & David E Bloom, 2018. "The macroeconomic burden of noncommunicable diseases in the United States: Estimates and projections," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-14, November.
    14. Olivier Deschênes & Michael Greenstone & Joseph S. Shapiro, 2017. "Defensive Investments and the Demand for Air Quality: Evidence from the NOx Budget Program," American Economic Review, American Economic Association, vol. 107(10), pages 2958-2989, October.
    15. Dwyer, Debra Sabatini & Mitchell, Olivia S., 1999. "Health problems as determinants of retirement: Are self-rated measures endogenous?," Journal of Health Economics, Elsevier, vol. 18(2), pages 173-193, April.
    16. Fernando M. Aragon & Juan Jose Miranda & Paulina Oliva, 2016. "Particulate matter and labor supply: evidence from Peru," Discussion Papers dp16-01, Department of Economics, Simon Fraser University.
    17. Zhang, Daisheng & Aunan, Kristin & Martin Seip, Hans & Larssen, Steinar & Liu, Jianhui & Zhang, Dingsheng, 2010. "The assessment of health damage caused by air pollution and its implication for policy making in Taiyuan, Shanxi, China," Energy Policy, Elsevier, vol. 38(1), pages 491-502, January.
    18. Maarten Lindeboom & Marcel Kerkhofs, 2009. "Health and work of the elderly: subjective health measures, reporting errors and endogeneity in the relationship between health and work," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(6), pages 1024-1046.
    19. Janet Currie & Eric A. Hanushek & E. Megan Kahn & Matthew Neidell & Steven G. Rivkin, 2009. "Does Pollution Increase School Absences?," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 682-694, November.
    20. Jones, Andrew M. & Rice, Nigel & Roberts, Jennifer, 2010. "Sick of work or too sick to work? Evidence on self-reported health shocks and early retirement from the BHPS," Economic Modelling, Elsevier, vol. 27(4), pages 866-880, July.
    21. Shuai Chen & Paulina Oliva & Peng Zhang, 2017. "The Effect of Air Pollution on Migration: Evidence from China," NBER Working Papers 24036, National Bureau of Economic Research, Inc.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chen, Simiao & Prettner, Klaus & Kuhn, Michael & Bloom, David E., 2021. "The economic burden of COVID-19 in the United States: Estimates and projections under an infection-based herd immunity approach," The Journal of the Economics of Ageing, Elsevier, vol. 20(C).
    2. Sasmita Behera & Jalandhar Pradhan, 2021. "Uneven economic burden of non-communicable diseases among Indian households: A comparative analysis," PLOS ONE, Public Library of Science, vol. 16(12), pages 1-17, December.
    3. Zhuo Qiao & Zhaohua Li & Yanzhi Wang, 2023. "Air pollution and innovation-evidence from quasi-natural experiment of China’s Huai River policy," Review of Quantitative Finance and Accounting, Springer, vol. 60(2), pages 425-443, February.
    4. Daniela Debone & Mariana V. da Costa & Simone G. E. K. Miraglia, 2020. "90 Days of COVID-19 Social Distancing and Its Impacts on Air Quality and Health in Sao Paulo, Brazil," Sustainability, MDPI, vol. 12(18), pages 1-17, September.
    5. Chen, Simiao & Kuhn, Michael & Prettner, Klaus & Bloom, David E. & Wang, Chen, 2021. "Macro-level efficiency of health expenditure: Estimates for 15 major economies," Social Science & Medicine, Elsevier, vol. 287(C).

    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. Bloom, David E. & Chen, Simiao & Kuhn, Michael & McGovern, Mark E. & Oxley, Les & Prettner, Klaus, 2020. "The economic burden of chronic diseases: Estimates and projections for China, Japan, and South Korea," The Journal of the Economics of Ageing, Elsevier, vol. 17(C).
    2. Simiao Chen & Michael Kuhn & Klaus Prettner & David E Bloom, 2018. "The macroeconomic burden of noncommunicable diseases in the United States: Estimates and projections," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-14, November.
    3. Liu, Haoming & Salvo, Alberto, 2017. "Severe Air Pollution and School Absences: Longitudinal Data on Expatriates in North China," IZA Discussion Papers 11134, Institute of Labor Economics (IZA).
    4. Shihe Fu & V. Brian Viard, 2022. "A mayors perspective on tackling air pollution," Chapters, in: Charles K.Y. Leung (ed.), Handbook of Real Estate and Macroeconomics, chapter 16, pages 413-437, Edward Elgar Publishing.
    5. Chen, Simiao & Kuhn, Michael & Prettner, Klaus & Bloom, David E. & Wang, Chen, 2021. "Macro-level efficiency of health expenditure: Estimates for 15 major economies," Social Science & Medicine, Elsevier, vol. 287(C).
    6. Štěpán Mikula & Mariola Pytliková, 2020. "Air Pollution & Migration: Exploiting a Natural Experiment from the Czech Republic," EconPol Working Paper 43, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    7. Nguyen, Hung T. & Pham, Mia Hang, 2021. "Air pollution and behavioral biases: Evidence from stock market anomalies," Journal of Behavioral and Experimental Finance, Elsevier, vol. 29(C).
    8. Younoh Kim & James Manley & Vlad Radoias, 2017. "Medium- and long-term consequences of pollution on labor supply: evidence from Indonesia," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-15, December.
    9. Edoardo Porto & Joanna Kopinska & Alessandro Palma, 2021. "Labor market effects of dirty air. Evidence from administrative data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 887-921, October.
    10. Chen, Shiyi & Jiang, Lingduo & Liu, Wanlin & Song, Hong, 2022. "Fireworks regulation, air pollution, and public health: Evidence from China," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    11. Liu, Haoming & Salvo, Alberto, 2018. "Severe air pollution and child absences when schools and parents respond," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 300-330.
    12. Chen, Simiao & Prettner, Klaus & Kuhn, Michael & Bloom, David E., 2021. "The economic burden of COVID-19 in the United States: Estimates and projections under an infection-based herd immunity approach," The Journal of the Economics of Ageing, Elsevier, vol. 20(C).
    13. Li, Jennifer (Jie) & Massa, Massimo & Zhang, Hong & Zhang, Jian, 2021. "Air pollution, behavioral bias, and the disposition effect in China," Journal of Financial Economics, Elsevier, vol. 142(2), pages 641-673.
    14. Julia Rechlitz & Luis Sarmiento & Aleksandar Zaklan, 2020. "Make Sure the Kids are OK: Indirect Effects of Ground-Level Ozone on Well-Being," Discussion Papers of DIW Berlin 1877, DIW Berlin, German Institute for Economic Research.
    15. Mingxuan Fan & Corbett Grainger, 2023. "The Impact of Air Pollution on Labor Supply in China," Sustainability, MDPI, vol. 15(17), pages 1-19, August.
    16. David E. Bloom & Michael Kuhn & Klaus Prettner, 2022. "Modern Infectious Diseases: Macroeconomic Impacts and Policy Responses," Journal of Economic Literature, American Economic Association, vol. 60(1), pages 85-131, March.
    17. Owen O'Donnell & Eddy Van Doorslaer & Tom Van Ourti, 2013. "Health and Inequality," Tinbergen Institute Discussion Papers 13-170/V, Tinbergen Institute.
    18. Aragón, Fernando M. & Miranda, Juan Jose & Oliva, Paulina, 2017. "Particulate matter and labor supply: The role of caregiving and non-linearities," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 295-309.
    19. Kuhn, Michael & Wrzaczek, Stefan & Prskawetz, Alexia & Feichtinger, Gustav, 2015. "Optimal choice of health and retirement in a life-cycle model," Journal of Economic Theory, Elsevier, vol. 158(PA), pages 186-212.
    20. Diane Alexander & Hannes Schwandt, 2022. "The Impact of Car Pollution on Infant and Child Health: Evidence from Emissions Cheating [Management and Shocks to Worker Productivity]," Review of Economic Studies, Oxford University Press, vol. 89(6), pages 2872-2910.

    More about this item

    Statistics

    Access and download statistics

    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:plo:pone00:0215663. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.