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Adversity-hope hypothesis: Air pollution raises lottery demand in China

Author

Listed:
  • Soo Hong Chew

    (Southwestern University of Finance and Economics
    National University of Singapore)

  • Haoming Liu

    (National University of Singapore
    IZA Institute of Labor Economics)

  • Alberto Salvo

    (National University of Singapore)

Abstract

The empirical literature points to a stylized phenomenon of increased demand for hope following adversity. Clotfelter and Cook (1989) suggest that hope is a key sentiment underpinning recreational gambling. Chew and Ho (1994, this journal) offer the view of hope being experienced in lottery products when people enjoy delaying the resolution of uncertainty. Taking air quality as an indicator of subjective well-being, we hypothesize a positive causal relationship between air pollution and lottery sales. We test this hypothesis using data from China and find that air pollution measured by particle concentration increases demand for a popular lottery for which province-level daily sales records exist. The relationship can readily be seen on combining high-frequency, spatially resolved lottery sales and particle pollution data. Our findings support the adversity-hope hypothesis in the context of air quality and lottery sales and point to further tests using other measures of adversity and proxies of demand for hope.

Suggested Citation

  • Soo Hong Chew & Haoming Liu & Alberto Salvo, 2021. "Adversity-hope hypothesis: Air pollution raises lottery demand in China," Journal of Risk and Uncertainty, Springer, vol. 62(3), pages 247-280, June.
  • Handle: RePEc:kap:jrisku:v:62:y:2021:i:3:d:10.1007_s11166-021-09353-w
    DOI: 10.1007/s11166-021-09353-w
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    1. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    2. Peter Kuhn & Peter Kooreman & Adriaan Soetevent & Arie Kapteyn, 2011. "The Effects of Lottery Prizes on Winners and Their Neighbors: Evidence from the Dutch Postcode Lottery," American Economic Review, American Economic Association, vol. 101(5), pages 2226-2247, August.
    3. Avraham Ebenstein & Victor Lavy & Sefi Roth, 2016. "The Long-Run Economic Consequences of High-Stakes Examinations: Evidence from Transitory Variation in Pollution," American Economic Journal: Applied Economics, American Economic Association, vol. 8(4), pages 36-65, October.
    4. Manuel Bagues & Berta Esteve-Volart, 2016. "Politicians’ Luck of the Draw: Evidence from the Spanish Christmas Lottery," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1269-1294.
    5. Levinson, Arik, 2012. "Valuing public goods using happiness data: The case of air quality," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 869-880.
    6. Siqi Zheng & Jianghao Wang & Cong Sun & Xiaonan Zhang & Matthew E. Kahn, 2019. "Air pollution lowers Chinese urbanites’ expressed happiness on social media," Nature Human Behaviour, Nature, vol. 3(3), pages 237-243, March.
    7. Guido W. Imbens & Donald B. Rubin & Bruce I. Sacerdote, 2001. "Estimating the Effect of Unearned Income on Labor Earnings, Savings, and Consumption: Evidence from a Survey of Lottery Players," American Economic Review, American Economic Association, vol. 91(4), pages 778-794, September.
    8. Levy, Tamir & Yagil, Joseph, 2011. "Air pollution and stock returns in the US," Journal of Economic Psychology, Elsevier, vol. 32(3), pages 374-383, June.
    9. Scott Hankins & Mark Hoekstra & Paige Marta Skiba, 2011. "The Ticket to Easy Street? The Financial Consequences of Winning the Lottery," The Review of Economics and Statistics, MIT Press, vol. 93(3), pages 961-969, August.
    10. Jonathan Guryan & Melissa S. Kearney, 2010. "Is Lottery Gambling Addictive?," American Economic Journal: Economic Policy, American Economic Association, vol. 2(3), pages 90-110, August.
    11. Soo Hong Chew & Guofu Tan, 2005. "The Market for Sweepstakes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(4), pages 1009-1029.
    12. Chew, Soo Hong & Ho, Joanna L, 1994. "Hope: An Empirical Study of Attitude toward the Timing of Uncertainty Resolution," Journal of Risk and Uncertainty, Springer, vol. 8(3), pages 267-288, May.
    13. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    14. Steffen Meyer & Michaela Pagel, 2017. "Fresh Air Eases Work – The Effect of Air Quality on Individual Investor Activity," NBER Working Papers 24048, National Bureau of Economic Research, Inc.
    15. Q. Li & C.H. Peng, 2016. "The stock market effect of air pollution: evidence from China," Applied Economics, Taylor & Francis Journals, vol. 48(36), pages 3442-3461, August.
    16. Junhong Chu & Haoming Liu & I. P. L. Png, 2018. "Nonlabor Income and Age at Marriage: Evidence From China’s Heating Policy," Demography, Springer;Population Association of America (PAA), vol. 55(6), pages 2345-2370, December.
    17. Alok Kumar, 2009. "Who Gambles in the Stock Market?," Journal of Finance, American Finance Association, vol. 64(4), pages 1889-1933, August.
    18. Zhang, Xin & Zhang, Xiaobo & Chen, Xi, 2017. "Happiness in the air: How does a dirty sky affect mental health and subjective well-being?," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 81-94.
    19. James Archsmith & Anthony Heyes & Soodeh Saberian, 2018. "Air Quality and Error Quantity: Pollution and Performance in a High-Skilled, Quality-Focused Occupation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 827-863.
    20. Price, Donald I. & Novak, E. Shawn, 1999. "The Tax Incidence of Three Texas Lottery Games: Regressivity, Race, and Education," National Tax Journal, National Tax Association;National Tax Journal, vol. 52(4), pages 741-752, December.
    21. 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.
    22. Chew, Soo Hong, 1983. "A Generalization of the Quasilinear Mean with Applications to the Measurement of Income Inequality and Decision Theory Resolving the Allais Paradox," Econometrica, Econometric Society, vol. 51(4), pages 1065-1092, July.
    23. Charles T. Clotfelter & Philip J. Cook, 1989. "Selling Hope: State Lotteries in America," NBER Books, National Bureau of Economic Research, Inc, number clot89-1, March.
    24. Mikesell, John L., 1994. "State Lottery Sales and Economic Activity," National Tax Journal, National Tax Association;National Tax Journal, vol. 47(1), pages 165-171, March.
    25. Graff Zivin, Joshua & Liu, Tong & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "The unintended impacts of agricultural fires: Human capital in China," Journal of Development Economics, Elsevier, vol. 147(C).
    26. Chew, Soo Hong & Epstein, Larry G, 1989. "The Structure of Preferences and Attitudes towards the Timing of the Resolution of Uncertainty," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 30(1), pages 103-117, February.
    27. 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.
    28. Michael L Anderson, 2020. "As the Wind Blows: The Effects of Long-Term Exposure to Air Pollution on Mortality," Journal of the European Economic Association, European Economic Association, vol. 18(4), pages 1886-1927.
    29. Chew, Soo Hong & Huang, Wei & Li, Xun, 2021. "Does haze cloud decision making? A natural laboratory experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 182(C), pages 132-161.
    30. repec:fth:prinin:455 is not listed on IDEAS
    31. Jiaxiu He & Nelson Gouveia & Alberto Salvo, 2019. "External Effects of Diesel Trucks Circulating Inside the São Paulo Megacity," Journal of the European Economic Association, European Economic Association, vol. 17(3), pages 947-989.
    32. Mikael Lindahl, 2005. "Estimating the Effect of Income on Health and Mortality Using Lottery Prizes as an Exogenous Source of Variation in Income," Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
    33. Jiaxiu He & Haoming Liu & Alberto Salvo, 2019. "Severe Air Pollution and Labor Productivity: Evidence from Industrial Towns in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 173-201, January.
    34. Price, Donald I. & Novak, E. Shawn, 1999. "The Tax Incidence of Three Texas Lottery Games: Regressivity, Race, and Education," National Tax Journal, National Tax Association, vol. 52(n. 4), pages 741-52, December.
    35. Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    36. Kreps, David M & Porteus, Evan L, 1978. "Temporal Resolution of Uncertainty and Dynamic Choice Theory," Econometrica, Econometric Society, vol. 46(1), pages 185-200, January.
    37. J. Lelieveld & J. S. Evans & M. Fnais & D. Giannadaki & A. Pozzer, 2015. "The contribution of outdoor air pollution sources to premature mortality on a global scale," Nature, Nature, vol. 525(7569), pages 367-371, September.
    38. Evan Herrnstadt & Anthony Heyes & Erich Muehlegger & Soodeh Saberian, 2021. "Air Pollution and Criminal Activity: Microgeographic Evidence from Chicago," American Economic Journal: Applied Economics, American Economic Association, vol. 13(4), pages 70-100, October.
    39. Birru, Justin, 2018. "Day of the week and the cross-section of returns," Journal of Financial Economics, Elsevier, vol. 130(1), pages 182-214.
    40. Robin Chark & Soo Hong Chew & Songfa Zhong, 2020. "Individual Preference for Longshots," Journal of the European Economic Association, European Economic Association, vol. 18(2), pages 1009-1039.
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    Cited by:

    1. Can Xu & Andreas Steiner & Jakob de Haan, 2023. "Does Economic Policy Uncertainty Encourage Gambling? Evidence from the Chinese Welfare Lottery Market," CESifo Working Paper Series 10241, CESifo.

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    More about this item

    Keywords

    Adversity; Hope; Attitudes toward risk and hope; Environmental degradation; Air pollution; Lottery demand; Particulate matter; Haze; Smog; Instrumental variables;
    All these keywords.

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

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