IDEAS home Printed from https://ideas.repec.org/a/eee/deveco/v163y2023ics0304387823000342.html
   My bibliography  Save this article

Information, migration, and the value of clean air

Author

Listed:
  • Gao, Xuwen
  • Song, Ran
  • Timmins, Christopher

Abstract

Using a variant of the Rosen-Roback model of inter-city migration that incorporates public access to air quality information, we demonstrate that information constraints create a wedge between revealed and true hedonic prices for pollution that depends upon individuals’ perception biases. We empirically test our theoretical predictions by leveraging the unexpected disclosure of PM2.5 data in China. We find that migration decisions become much more responsive to pollution and that the hedonic price of avoiding PM2.5 exposure nearly doubles – from 171 to 336 Chinese Yuan – in response to the information shock. Our results highlight the role of imperfect information in migration decisions and its impact on non-market valuation in countries where public access to information is restricted.

Suggested Citation

  • Gao, Xuwen & Song, Ran & Timmins, Christopher, 2023. "Information, migration, and the value of clean air," Journal of Development Economics, Elsevier, vol. 163(C).
  • Handle: RePEc:eee:deveco:v:163:y:2023:i:c:s0304387823000342
    DOI: 10.1016/j.jdeveco.2023.103079
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304387823000342
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jdeveco.2023.103079?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. Joseph E. Aldy & W. Kip Viscusi, 2008. "Adjusting the Value of a Statistical Life for Age and Cohort Effects," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 573-581, August.
    2. Stephan Heblich & Alex Trew & Yanos Zylberberg, 2021. "East-Side Story: Historical Pollution and Persistent Neighborhood Sorting," Journal of Political Economy, University of Chicago Press, vol. 129(5), pages 1508-1552.
    3. Combes, Pierre-Philippe & Démurger, Sylvie & Li, Shi & Wang, Jianguo, 2020. "Unequal migration and urbanisation gains in China," Journal of Development Economics, Elsevier, vol. 142(C).
    4. 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.
    5. Hersch, Joni, 1998. "Compensating Differentials for Gender-Specific Job Injury Risks," American Economic Review, American Economic Association, vol. 88(3), pages 598-627, June.
    6. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," Journal of Political Economy, University of Chicago Press, vol. 115(4), pages 588-638, August.
    7. 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.
    8. Viscusi, W Kip, 1993. "The Value of Risks to Life and Health," Journal of Economic Literature, American Economic Association, vol. 31(4), pages 1912-1946, December.
    9. Bryan, Gharad & Morten, Melanie, 2019. "The aggregate productivity effects of internal migration: evidence from Indonesia," LSE Research Online Documents on Economics 88177, London School of Economics and Political Science, LSE Library.
    10. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    11. Trevor Tombe & Xiaodong Zhu, 2019. "Trade, Migration, and Productivity: A Quantitative Analysis of China," American Economic Review, American Economic Association, vol. 109(5), pages 1843-1872, May.
    12. Mobarak, Ahmed & Khanna, Gaurav & Song, Ran & Liang, Wenquan, 2021. "The Productivity Consequences of Pollution-Induced Migration in China," CEPR Discussion Papers 15994, C.E.P.R. Discussion Papers.
    13. Edward L. Glaeser & Joshua D. Gottlieb, 2009. "The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States," Journal of Economic Literature, American Economic Association, vol. 47(4), pages 983-1028, December.
    14. Chauvin, Juan Pablo & Glaeser, Edward & Ma, Yueran & Tobio, Kristina, 2017. "What is different about urbanization in rich and poor countries? Cities in Brazil, China, India and the United States," Journal of Urban Economics, Elsevier, vol. 98(C), pages 17-49.
    15. Bayer, Patrick & Keohane, Nathaniel & Timmins, Christopher, 2009. "Migration and hedonic valuation: The case of air quality," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 1-14, July.
    16. 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.
    17. David Albouy, 2008. "Are Big Cities Bad Places to Live? Estimating Quality of Life across Metropolitan Areas," NBER Working Papers 14472, National Bureau of Economic Research, Inc.
    18. 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.
    19. 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.
    20. Riley Wilson, 2021. "Moving to Jobs: The Role of Information in Migration Decisions," Journal of Labor Economics, University of Chicago Press, vol. 39(4), pages 1083-1128.
    21. Chen, Shuai & Oliva, Paulina & Zhang, Peng, 2022. "The effect of air pollution on migration: Evidence from China," Journal of Development Economics, Elsevier, vol. 156(C).
    22. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
    23. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    24. Blomquist, Glenn C & Berger, Mark C & Hoehn, John P, 1988. "New Estimates of Quality of Life in Urban Areas," American Economic Review, American Economic Association, vol. 78(1), pages 89-107, March.
    25. Michael Greenstone & B. Kelsey Jack, 2015. "Envirodevonomics: A Research Agenda for an Emerging Field," Journal of Economic Literature, American Economic Association, vol. 53(1), pages 5-42, March.
    26. Gharad Bryan & Melanie Morten, 2019. "The Aggregate Productivity Effects of Internal Migration: Evidence from Indonesia," Journal of Political Economy, University of Chicago Press, vol. 127(5), pages 2229-2268.
    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. Wenquan Liang & Ran Song & Christopher Timmins, 2020. "Frictional Sorting," NBER Working Papers 27643, National Bureau of Economic Research, Inc.
    2. 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.
    3. 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.
    4. J. Vernon Henderson & Matthew A. Turner, 2020. "Urbanization in the Developing World: Too Early or Too Slow?," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 150-173, Summer.
    5. 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.
    6. Xuan Huang & Bruno Lanz, 2018. "The Value of Air Quality in Chinese Cities: Evidence from Labor and Property Market Outcomes," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 71(4), pages 849-874, December.
    7. Albouy, David & Lue, Bert, 2015. "Driving to opportunity: Local rents, wages, commuting, and sub-metropolitan quality of life," Journal of Urban Economics, Elsevier, vol. 89(C), pages 74-92.
    8. Busso, Matias & Chauvin, Juan Pablo & Herrera L., Nicolás, 2021. "Rural-urban migration at high urbanization levels," Regional Science and Urban Economics, Elsevier, vol. 91(C).
    9. Chen, Shuai & Oliva, Paulina & Zhang, Peng, 2022. "The effect of air pollution on migration: Evidence from China," Journal of Development Economics, Elsevier, vol. 156(C).
    10. Shi, Tie & Zhu, Wenzhang & Fu, Shihe, 2021. "Quality of life in Chinese cities," China Economic Review, Elsevier, vol. 69(C).
    11. 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.
    12. Kahn, Matthew E. & Walsh, Randall, 2015. "Cities and the Environment," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 405-465, Elsevier.
    13. Xing, Chunbing & Zhang, Junfu, 2017. "The preference for larger cities in China: Evidence from rural-urban migrants," China Economic Review, Elsevier, vol. 43(C), pages 72-90.
    14. Gollin, Douglas & Kirchberger, Martina & Lagakos, David, 2021. "Do urban wage premia reflect lower amenities? Evidence from Africa," Journal of Urban Economics, Elsevier, vol. 121(C).
    15. Sinha, Paramita & Caulkins, Martha & Cropper, Maureen, 2021. "The value of climate amenities: A comparison of hedonic and discrete choice approaches," Journal of Urban Economics, Elsevier, vol. 126(C).
    16. Yong Chen & David J. Lewis & Bruce Weber, 2016. "Conservation Land Amenities And Regional Economies: A Postmatching Difference-In-Differences Analysis Of The Northwest Forest Plan," Journal of Regional Science, Wiley Blackwell, vol. 56(3), pages 373-394, June.
    17. Ahlfeldt, Gabriel Peter Gabriel Martins & Bald, Fabian & Roth, Duncan & Seidel, Tobias, 2020. "Quality of life in a dynamic spatial model," LSE Research Online Documents on Economics 108498, London School of Economics and Political Science, LSE Library.
    18. Hamilton, Timothy L. & Phaneuf, Daniel J., 2015. "An integrated model of regional and local residential sorting with application to air quality," Journal of Environmental Economics and Management, Elsevier, vol. 74(C), pages 71-93.
    19. 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.
    20. Selod, Harris & Shilpi, Forhad, 2021. "Rural-urban migration in developing countries: Lessons from the literature," Regional Science and Urban Economics, Elsevier, vol. 91(C).

    More about this item

    Keywords

    Information; Migration; Particulate matter; Rosen-Roback; Compensating differential;
    All these keywords.

    JEL classification:

    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness

    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:eee:deveco:v:163:y:2023:i:c:s0304387823000342. 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/locate/devec .

    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.