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Including intangible costs into the cost-of-illness approach: a method refinement illustrated based on the PM2.5 economic burden in China

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Abstract

The concentrations of particulate matter with aerodynamic diameters less than 2.5 µm (PM2.5) and 10 µm (PM10) is a widespread concern and has been demonstrated for 103 countries. During the past few years, the exposure–response function (ERf) has been widely used to estimate the health effects of air pollution. However, past studies are either based on the cost-of-illness or the willingness-to-pay approach, and therefore, either do not cover intangible costs or costs due to the absence of work. To address this limitation, a hybrid health effect and economic loss model is developed in this study. This novel approach is applied to a sample of environmental and cost data in China. First, the ERf is used to link PM2.5 concentrations to health endpoints of chronic mortality, acute mortality, respiratory hospital admission, cardiovascular hospital admission, outpatient visits—internal medicine, outpatient visits—pediatrics, asthma attack, acute bronchitis, and chronic bronchitis. Second, the health effect of PM2.5 is monetized into the economic loss. The mean economic loss due to PM2.5 was much heavier in the North than the South of China. Furthermore, the empirical results from 76 cities in China show that the health effects and economic losses were over 4.98 million cases and 382.30 billion-yuan in 2014 and decreased dramatically compared with those in 2013.

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References

  1. Alberini, A., Cropper, M., Fu, T.T., Krupnick, A., Liu, J.T., Shaw, D., et al.: Valuing health effects of air pollution in developing countries: the case of Taiwan. J. Environ. Econ. Manag. 34(2), 107–126 (1997)

    Article  Google Scholar 

  2. BP Group World Energy Statistics Yearbook, 2016. https://www.bp.com/zh_cn/china/reports-and-publications/_bp_2017-_.html (2017). Accessed 16 Dec 2016

  3. Briggs, A., Sculpher, M., Buxton, M.: Uncertainty in the economic evaluation of health care technologies: the role of sensitivity analysis. Health Econ. 3:95–104 (1994)

    Article  CAS  PubMed  Google Scholar 

  4. Clean Air Alliance of China. 12th Five-year plan on prevention and control of air pollution in key regions. http://en.cleanairchina.org/product/6285.html (2012)

  5. Cohen, A.J., Ross, A.H.B., Pandey, K.D., Krzyzanowski, M., Kunzli, N., Gutschmidt, K., et al.: The global burden of disease due to outdoor air pollution. J. Toxicol. Environ. Health 68(13–14), 1301–1307 (2005)

    Article  CAS  Google Scholar 

  6. Carugno, M., Consonni, D., Randi, G., Catelan, D., Grisotto, L., Bertazzi, P.A., et al.: Air pollution exposure, cause-specific deaths, and hospitalizations in a highly polluted Italian region. Environ. Res. 147, 415–424 (2016)

    Article  CAS  PubMed  Google Scholar 

  7. Dockery, D.W., Rd, P.C., Xu, X., et al.: An association between air pollution and mortality in six U.S. cities. N. Engl. J. Med. 329(24), 1753–1759 (1993)

    Article  CAS  PubMed  Google Scholar 

  8. Evans, M.F., Poulos, C., Smith, V.K.: Who counts in evaluating the effects of air pollution policies on households? Non-market valuation in the presence of dependencies. J. Environ. Econ. Manag. 62(1), 65–79 (2011)

    Article  Google Scholar 

  9. Guo, Y., Zeng, H., Zheng, R., Li, S., Barnett, A.G., Zhang, S., et al., 2016. The association between lung cancer incidence and ambient air pollution in China: a spatiotemporal analysis. Environ. Res. 144(Pt A), 60–65

    Article  CAS  PubMed  Google Scholar 

  10. Gao, T., Guo, X.L.I., Mei, X.U., Wang, X.Y., Liang, F.C., Zeng, Q., et al.: Health economic loss evaluation of ambient PM2.5 pollution based on willingness to pay. J. Environ. Health 8, 697–700 (2015)

    Google Scholar 

  11. Hammitt, J., Zhou, Y.: The economic value of air-pollution-related health risks in china: a contingent valuation study. Environ. Resour. Econ. 33, 399–423 (2006)

    Article  Google Scholar 

  12. He, G., Fan, M., Zhou, M.: The effect of air pollution on mortality in China: evidence from the 2008 Beijing Olympic Games. J. Environ. Econ. Manag. 79, 18–39 (2016)

    Article  Google Scholar 

  13. Hoffmann, S., Qin, P., Krupnick, A., et al.: The willingness to pay for mortality risk reductions in Mongolia. Resour. Energy Econ. 34, 493–513 (2012)

    Article  Google Scholar 

  14. Huang, D.S., Zhang, S.Q.: Health benefit evaluation for PM2.5 pollution control in the Beijing–Tianjin–Hebei region of China. China Environ. Sci. 33(1), 166–174 (2013)

    Google Scholar 

  15. Hao, Y., Liu, Y.M.: The influential factors of urban PM2.5 concentrations in China: a spatial econometric analysis. J. Clean. Prod. 112, 1443–1453 (2015)

    Article  CAS  Google Scholar 

  16. Kan, H., Chen, B.: Analysis of exposure–response relationships of air particulate matter and adverse health outcomes in China. J. Environ. Health 19(06), 422–424 (2002)

    CAS  Google Scholar 

  17. Kan, H., Chen, B.: Particulate air pollution in urban areas of Shanghai, China: a health-based economic assessment. Sci. Total Environ. 322(1–3), 71–79 (2004)

    Article  CAS  PubMed  Google Scholar 

  18. Koop, G., Tole, L.: Measuring the health effects of air pollution: to what extent can we really say that people are dying from bad air? J. Environ. Econ. Manag. 47, 30–54 (2004)

    Article  Google Scholar 

  19. Krupnick, A., Cropper, M.: The social costs of chronic heart and lung disease. In: Elgar, E. (ed.) Valuing Environmental Benefits, Selected Essays of Maureen Cropper. Edward Elgar, Cheltenham (2000)

    Google Scholar 

  20. Kunzli, N., Kaiser, R., Medina, S., et al.: Public-health impact of outdoor and traffic-related air pollution: a European assessment. Lancet. 356(9232), 795–801 (2000)

    Article  CAS  PubMed  Google Scholar 

  21. Lu, F., Zhou, L., Xu, Y., Zheng, T., Guo, Y., Wellenius, G.A., et al.: Short-term effects of air pollution on daily mortality and years of life lost in Nanjing, China. Sci. Total Environ. 536, 123–129 (2015)

    Article  CAS  PubMed  Google Scholar 

  22. Lu, X., Teng, Y., Fung, J.C.H., Lin, C.: Estimation of health and economic costs of air pollution over the Pearl River Delta region in China. Sci. Total Environ. 566–567, 134–143 (2016)

    Article  CAS  PubMed  Google Scholar 

  23. Li, W., Xie, Y., Chen, J.: Methods and Applications of Strategic Environmental Assessment in Health Risk Assessment of Residents in Exposure to Ambient Air Pollution. Science Press, Beijing (2016)

    Google Scholar 

  24. Ministry of Environmental Protection. Air pollution prevention and control action plan. http://www.cleanairchina.org/product/6349.html (2013). Accessed 16 Dec 2016

  25. Mu, Q., Zhang, S.: Assessment of historical change of economic losses and health effects due to PM2.5 heavy pollution in 2001–2013 in China. Peking Univ. (Nat. Sci. Ed.) 51(4), 694–706 (2015)

    Google Scholar 

  26. Nam, K.M., Selin, N.E., Reilly, J.M., Paltsev, S.: Measuring welfare loss caused by air pollution in Europe: a CEG analysis. Energy Policy 38(9), 5059–5071 (2010)

    Article  Google Scholar 

  27. National Bureau of Statistics of China. Statistical communique of China on the national economic and social development. http://www.tjcn.org/tjgb/. Accessed 16 Dec 2016

  28. National Bureau of Statistics of the People’s Republic of China, 2014–2015. China city statistical yearbook. http://www.stats.gov.cn/tjsj/ndsj/. Accessed 16 Dec 2016

  29. National Health and Family Planning Commission of China. Health Statistical Yearbook, 2013. http://www.nhfpc.gov.cn/zwgkzt/tjnj/list.shtml. Accessed 16 Dec 2016

  30. National Bureau of Statistics, State Environmental Protection Administration. China statistical yearbook on environment, 2014–2015

  31. Pan, X., Li, G., Gao, T.: Dangerous Breath: Study on the Health Damages and Economic Losses of PM2.5. China Environmental Science Press, Beijing (2012)

    Google Scholar 

  32. Pope, C.A., Burnett, R.T., Thun, M.J., et al.: Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution. J. Am. Med. Assoc. 287(9), 1132–1141 (2002)

    Article  CAS  Google Scholar 

  33. Rui, W., Dai, H., Yong, G., Yang, X., Masui, T., Liu, Z., et al.: Economic impacts from PM2.5 pollution-related health effects: a case study in Shanghai. Environ. Sci. Technol. 51(9), 5035–5042 (2017)

    Article  CAS  Google Scholar 

  34. State Environmental Protection Administration of China. Report on the state of the environment in China. http://www.zhb.gov.cn/hjzl/zghjzkgb/lnzghjzkgb/ (2014). Accessed 16 Dec 2016

  35. Sueyoshi, T., Yuan, Y.: China’s regional sustainability and diversified resource allocation: DEA environmental assessment on economic development and air pollution. Energy Econ. 49, 239–256 (2015)

    Article  Google Scholar 

  36. Sun, J., Zhong, Y.: Economic analysis of the factors influencing PM2.5 in China’s Metropolises: an empirical Study based on city-level panel data. Ecol. Econ. 31(3), 62–65 (2015)

    Google Scholar 

  37. Tam, W.W.S., Wong, T.W., Wong, A.H.S.: Association between air pollution and daily mortality and hospital admission due to ischaemic heart diseases in Hong Kong. Atmos. Environ. 120, 360–368 (2015)

    Article  CAS  Google Scholar 

  38. Tang, D., Wang, C., Nie, J., Chen, R., Qiao, N., Kan, H., et al.: Health benefits of improving air quality in Taiyuan, China. Environ. Int. 73C(4), 235–242 (2014)

    Article  CAS  Google Scholar 

  39. Viscusi, W.K., Magat, W.A., Huber, J.: Pricing environmental health risks: survey assessments of risk-risk and risk-dollar trade-offs for chronic bronchitis. J. Environ. Econ. Manag. 21(1), 32–51 (1991)

    Article  Google Scholar 

  40. Voorhees, A.S., Wang, J., Wang, C., Zhao, B., Wang, S., Kan, H.: Public health benefits of reducing air pollution in Shanghai: a proof-of-concept methodology with application to BenMap. Sci. Total Environ. 485–486(1), 396–405 (2014)

    Article  CAS  PubMed  Google Scholar 

  41. Wang, H., Mullahy, J.: Willingness to pay for reducing fatal risk by improving air quality: a contingent valuation study in Chongqing, China. Sci. Total Environ. 367, 50–57 (2006)

    Article  CAS  PubMed  Google Scholar 

  42. Wang, J., Wang, S., Voorhees, A., et al.: Assessment of short-term PM2.5-related mortality due to different emission sources in the Yangtze River Delta, China. Atmos. Environ. 123, 440–448 (2015)

    Article  CAS  Google Scholar 

  43. Wang, P., Mu, H.: Economic assessment on health loss of particulate air pollution in Dalian of China. In: Bioinformatics and Biomedical Engineering (iCBBE), 2010 4th International Conference on IEEE. pp. 1–4 (2010)

  44. Wei, W.X., Luo, Q.H.: An empirical analysis of residents’ willingness to pay and their behaviors in PM2.5 governance in the Beijing–Tianjin–Hebei region. Stat. Res. 34(3), 55–64 (2017)

    Google Scholar 

  45. Wang, S., Zhou, C., Wang, Z., Feng, K., Hubacek, K.: The characteristics and drivers of fine particulate matter (PM2.5) distribution in China. J. Clean. Prod. 142, 1800–1809 (2017)

    Article  CAS  Google Scholar 

  46. World Bank. Cost of Pollution in China: Economic Estimates of Physical Damages. The World Bank, Washington, DC (2007)

    Google Scholar 

  47. World Health Organization. Ambient Air Pollution: A Global Assessment of Exposure and Burden of Disease. WHO Document Production Services, Geneva (2016)

    Google Scholar 

  48. World Health Organization. WHO’s Urban Ambient Air Pollution database. http://www.who.int/phe/health_topics/outdoorair/databases/cities/en/ (2016). Accessed 16 Dec 2016

  49. Xie, X.: The value of health: assessment of environmental benefits and control strategy of urban air pollution, Doctoral Dissertation, Peking Univeristy (2011)

  50. Xie, P., Liu, X.Y., Liu, Z.R., Tian-Tian, L.I., Bai, Y.H.: Exposure-response functions for health effects of ambient particulate matter pollution applicable to China. China Environ. Sci. 29(10), 1034–1040 (2009)

    CAS  Google Scholar 

  51. Zhang, X.: Valuing Mortality Risk Reductions Using the Contingent Valuation Methods: Evidence from A Survey of Beijing Residents in 1999. Centre for Environment and Development, Chinese Academy of Social Sciences, Beijing (2002)

    Google Scholar 

  52. Zhang, M., Song, Y., Cai, X., et al.: Economic assessment of the health effects related to particulate matter pollution in 111 Chinese cities by using the economic burden of disease analysis. J. Environ. Manag. 88, 947–954 (2008)

    Article  Google Scholar 

  53. Zhou, M., He, G., Liu, Y., Yin, P., Li, Y., Kan, H., et al.: The associations between ambient air pollution and adult respiratory mortality in 32 major Chinese cities, 2006–2010. Environ. Res. 137, 278–286 (2015)

    Article  CAS  PubMed  Google Scholar 

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Acknowledgements

Our heartfelt thanks should also be given to the National Natural Science Foundation of China (NSFC) (71473180, 71201010, 71303174, 71303076, and 71673083), National Philosophy and Social Science Foundation of China (14AZD068, 15ZDA054,16ZZD049), Guangdong Young Zhujiang Scholar (Yue Jiaoshi [2016]95), Natural Science Foundation for Distinguished Young Talents of Guangdong (2014A030306031), Soft Science Foundation of Guangdong (2014A070703062), Social Science Foundation of Guangdong (GD14XYJ21), Distinguished Young Teachers of Guangdong ([2014]145), High-level Personnel Project of Guangdong ([2013]246), Guangdong key base of humanities and social science—Enterprise Development Research Institute, Institute of Resource, Environment and Sustainable Development Research, and Guangzhou key base of humanities and social science—Centre for Low Carbon Economic Research for funding supports. Dinh-Tri Vo recognizes financial support from University of Economics Ho Chi Minh city, Vienam.

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Correspondence to Bangzhu Zhu or Julien Chevallier.

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Zhu, B., Pang, R., Chevallier, J. et al. Including intangible costs into the cost-of-illness approach: a method refinement illustrated based on the PM2.5 economic burden in China. Eur J Health Econ 20, 501–511 (2019). https://doi.org/10.1007/s10198-018-1012-0

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