IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/26541.html
   My bibliography  Save this paper

From Fog to Smog: the Value of Pollution Information

Author

Listed:
  • Panle Jia Barwick
  • Shanjun Li
  • Liguo Lin
  • Eric Zou

Abstract

In 2013, China launched a landmark program to monitor air quality and disclose real-time data, significantly increasing the public’s access to and awareness of pollution information. The program triggered cascading behavioral changes such as stronger avoidance of outdoor pollution exposure and increased spending on protective products. These behavioral responses mitigated the mortality impact of air pollution. Conservative estimates indicate that the program’s health benefits outweigh the costs by an order of magnitude. The findings highlight the benefits of improving public access to pollution information in developing countries which often experience severe air pollution but lack pollution data collection and dissemination.

Suggested Citation

  • Panle Jia Barwick & Shanjun Li & Liguo Lin & Eric Zou, 2019. "From Fog to Smog: the Value of Pollution Information," NBER Working Papers 26541, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:26541
    Note: EEE EH IO
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w26541.pdf
    Download Restriction: no
    ---><---

    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. Zhang, Bing & Chen, Xiaolan & Guo, Huanxiu, 2018. "Does central supervision enhance local environmental enforcement? Quasi-experimental evidence from China," Journal of Public Economics, Elsevier, vol. 164(C), pages 70-90.
    3. Koichiro Ito & Shuang Zhang, 2020. "Willingness to Pay for Clean Air: Evidence from Air Purifier Markets in China," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1627-1672.
    4. Mastromonaco, Ralph, 2015. "Do environmental right-to-know laws affect markets? Capitalization of information in the toxic release inventory," Journal of Environmental Economics and Management, Elsevier, vol. 71(C), pages 54-70.
    5. Tom Y. Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2019. "The Effect of Pollution on Worker Productivity: Evidence from Call Center Workers in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 151-172, January.
    6. Freeman, Richard & Liang, Wenquan & Song, Ran & Timmins, Christopher, 2019. "Willingness to pay for clean air in China," Journal of Environmental Economics and Management, Elsevier, vol. 94(C), pages 188-216.
    7. Oates, Wallace E, 1969. "The Effects of Property Taxes and Local Public Spending on Property Values: An Empirical Study of Tax Capitalization and the Tiebout Hypothesis," Journal of Political Economy, University of Chicago Press, vol. 77(6), pages 957-971, Nov./Dec..
    8. Koichiro Ito, 2014. "Do Consumers Respond to Marginal or Average Price? Evidence from Nonlinear Electricity Pricing," American Economic Review, American Economic Association, vol. 104(2), pages 537-563, February.
    9. Ginger Zhe Jin & Phillip Leslie, 2003. "The Effect of Information on Product Quality: Evidence from Restaurant Hygiene Grade Cards," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(2), pages 409-451.
    10. Tanaka, Shinsuke, 2015. "Environmental regulations on air pollution in China and their impact on infant mortality," Journal of Health Economics, Elsevier, vol. 42(C), pages 90-103.
    11. Saberian, Soodeh & Heyes, Anthony & Rivers, Nicholas, 2017. "Alerts work! Air quality warnings and cycling," Resource and Energy Economics, Elsevier, vol. 49(C), pages 165-185.
    12. Chen Yuyu & Jin Ginger Zhe & Kumar Naresh & Shi Guang, 2012. "Gaming in Air Pollution Data? Lessons from China," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 13(3), pages 1-43, December.
    13. Zhang, Junjie & Mu, Quan, 2018. "Air pollution and defensive expenditures: Evidence from particulate-filtering facemasks," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 517-536.
    14. Yi, Honghong & Hao, Jiming & Tang, Xiaolong, 2007. "Atmospheric environmental protection in China: Current status, developmental trend and research emphasis," Energy Policy, Elsevier, vol. 35(2), pages 907-915, February.
    15. Graff Zivin, Joshua & Neidell, Matthew, 2009. "Days of haze: Environmental information disclosure and intertemporal avoidance behavior," Journal of Environmental Economics and Management, Elsevier, vol. 58(2), pages 119-128, September.
    16. Junjie Zhang & Zhenxuan Wang & Xinming Du, 2017. "Lessons learned from Chinas regional carbon market pilots," Economics of Energy & Environmental Policy, International Association for Energy Economics, vol. 0(Number 2).
    17. Tu, Meng & Zhang, Bing & Xu, Jianhua & Lu, Fangwen, 2020. "Mass media, information and demand for environmental quality: Evidence from the “Under the Dome”," Journal of Development Economics, Elsevier, vol. 143(C).
    18. Wichman, Casey J., 2017. "Information provision and consumer behavior: A natural experiment in billing frequency," Journal of Public Economics, Elsevier, vol. 152(C), pages 13-33.
    19. Sun, Cong & Kahn, Matthew E. & Zheng, Siqi, 2017. "Self-protection investment exacerbates air pollution exposure inequality in urban China," Ecological Economics, Elsevier, vol. 131(C), pages 468-474.
    20. 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.
    21. Liu, Mengdi & Shadbegian, Ronald & Zhang, Bing, 2017. "Does environmental regulation affect labor demand in China? Evidence from the textile printing and dyeing industry," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 277-294.
    22. Ghanem, Dalia & Zhang, Junjie, 2014. "‘Effortless Perfection:’ Do Chinese cities manipulate air pollution data?," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 203-225.
    23. Smith, V Kerry & Johnson, F Reed, 1988. "How Do Risk Perceptions Respond to Information? The Case of Radon," The Review of Economics and Statistics, MIT Press, vol. 70(1), pages 1-8, February.
    24. Eva Olimpia Arceo Gómez & Rema Hanna & Paulina Oliva, 2012. "Does the Effect of Pollution on Infant Mortality Differ Between Developed and Developing Countries? Evidence from Mexico City," Working papers DTE 546, CIDE, División de Economía.
    25. Michael Greenstone & Guojun He & Ruixue Jia & Tong Liu, 2022. "Can Technology Solve the Principal-Agent Problem? Evidence from China's War on Air Pollution," American Economic Review: Insights, American Economic Association, vol. 4(1), pages 54-70, March.
    26. Hunt Allcott, 2013. "The Welfare Effects of Misperceived Product Costs: Data and Calibrations from the Automobile Market," American Economic Journal: Economic Policy, American Economic Association, vol. 5(3), pages 30-66, August.
    27. Patrick Bayer & Robert McMillan & Alvin Murphy & Christopher Timmins, 2016. "A Dynamic Model of Demand for Houses and Neighborhoods," Econometrica, Econometric Society, vol. 84, pages 893-942, May.
    28. B. Douglas Bernheim & Andrey Fradkin & Igor Popov, 2015. "The Welfare Economics of Default Options in 401(k) Plans," American Economic Review, American Economic Association, vol. 105(9), pages 2798-2837, September.
    29. 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.
    30. Deaton, Angus S & Muellbauer, John, 1980. "An Almost Ideal Demand System," American Economic Review, American Economic Association, vol. 70(3), pages 312-326, June.
    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. 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.
    2. Yao, Yao & Li, Xue & Smyth, Russell & Zhang, Lin, 2022. "Air pollution and political trust in local government: Evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 115(C).
    3. He, Xiaobo & Luo, Zijun & Zhang, Junjie, 2022. "The impact of air pollution on movie theater admissions," Journal of Environmental Economics and Management, Elsevier, vol. 112(C).
    4. Wang, Li & Dai, Yunhao & Kong, Dongmin, 2021. "Air pollution and employee treatment," Journal of Corporate Finance, Elsevier, vol. 70(C).
    5. Koichiro Ito & Shuang Zhang, 2020. "Willingness to Pay for Clean Air: Evidence from Air Purifier Markets in China," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1627-1672.
    6. Moritz A. Drupp & Ulrike Kornek & Jasper N. Meya & Lutz Sager, 2021. "Inequality and the Environment: The Economics of a Two-Headed Hydra," CESifo Working Paper Series 9447, CESifo.
    7. 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.
    8. Xin Zhang & Xun Zhang & Yuehua Liu & Xintong Zhao & Xi Chen, 2023. "The morbidity costs of air pollution through the Lens of Health Spending in China," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(3), pages 1269-1292, July.
    9. Lai, Wangyang & Song, Hong & Wang, Chang & Wang, Huanhuan, 2021. "Air pollution and brain drain: Evidence from college graduates in China," China Economic Review, Elsevier, vol. 68(C).
    10. Cong Sun & Siqi Zheng & Jianghao Wang & Matthew E. Kahn, 2019. "Does clean air increase the demand for the consumer city? Evidence from Beijing," Journal of Regional Science, Wiley Blackwell, vol. 59(3), pages 409-434, June.
    11. Dong, Yan & Tian, Jinhuan & Wen, Qiang, 2022. "Environmental regulation and outward foreign direct investment: Evidence from China," China Economic Review, Elsevier, vol. 76(C).
    12. Mingxuan Fan & Corbett Grainger, 2023. "The Impact of Air Pollution on Labor Supply in China," Sustainability, MDPI, vol. 15(17), pages 1-19, August.
    13. Tong Liu & Guojun He & Alexis Lau, 2018. "Avoidance behavior against air pollution: evidence from online search indices for anti-PM2.5 masks and air filters in Chinese cities," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 20(2), pages 325-363, April.
    14. Quan-Hoang Vuong & Tam-Tri Le & Quy Van Khuc & Quang-Loc Nguyen & Minh-Hoang Nguyen, 2022. "Escaping from Air Pollution: Exploring the Psychological Mechanism behind the Emergence of Internal Migration Intention among Urban Residents," IJERPH, MDPI, vol. 19(19), pages 1-22, September.
    15. Chen, Siyu & Guo, Chongshan & Huang, Xinfei, 2018. "Air Pollution, Student Health, and School Absences: Evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 465-497.
    16. Penghu Zhu & Boqiang Lin, 2022. "Vanishing Happiness: How Does Pollution Information Disclosure Affect Life Satisfaction?," IJERPH, MDPI, vol. 19(15), pages 1-19, August.
    17. Shi, Xinzheng & Zhang, Ming-ang, 2023. "Waste import and air pollution: Evidence from China's waste import ban," Journal of Environmental Economics and Management, Elsevier, vol. 120(C).
    18. Fu, Shihe & Viard, V. Brian & Zhang, Peng, 2022. "Trans-boundary air pollution spillovers: Physical transport and economic costs by distance," Journal of Development Economics, Elsevier, vol. 155(C).
    19. Qi He & Xinde (James) Ji, 2021. "The Labor Productivity Consequences of Exposure to Particulate Matters: Evidence from a Chinese National Panel Survey," IJERPH, MDPI, vol. 18(23), pages 1-22, December.
    20. Tao Lin & Wenhao Qian & Hongwei Wang & Yu Feng, 2022. "Air Pollution and Workplace Choice: Evidence from China," IJERPH, MDPI, vol. 19(14), pages 1-23, July.

    More about this item

    JEL classification:

    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • I10 - Health, Education, and Welfare - - Health - - - General
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q58 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Government Policy

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:26541. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.