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A market for snow: Modeling winter recreation patterns under current and future climate

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  • Parthum, Bryan
  • Christensen, Peter

Abstract

Throughout the winter months across the globe, mountain communities and snow-enthusiasts alike anxiously monitor ever-changing snowpack conditions. We model the behavioral response to this climate amenity by pairing a unique panel of 12 million short-term property rental transactions with daily local weather, daily local snowpack, and daily local snowfall in every major ski resort market across the United States. Matching the spatial and temporal variation in the level of the amenity with that of related market transactions, we derive market-specific demand elasticities, explicitly accounting for substitution, to model recreation patterns throughout a typical season. Lastly, we combine downscaled projections of local snowpack under future climate scenarios to estimate within and across season trends in visitation during mid and late-century conditions. Our model predicts reductions in snow-related visitation of –40% to –60%, almost twice as large as previous estimates suggest. This translates to a lower-bound on the annual willingness to pay to avoid reductions in snowpack between $1.23 billion (RCP4.5) and $2.05 billion (RCP8.5) by the end of the century.

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  • Parthum, Bryan & Christensen, Peter, 2022. "A market for snow: Modeling winter recreation patterns under current and future climate," Journal of Environmental Economics and Management, Elsevier, vol. 113(C).
  • Handle: RePEc:eee:jeeman:v:113:y:2022:i:c:s0095069622000195
    DOI: 10.1016/j.jeem.2022.102637
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    1. Van Butsic & Ellen Hanak & Robert G. Valletta, 2011. "Climate Change and Housing Prices: Hedonic Estimates for Ski Resorts in Western North America," Land Economics, University of Wisconsin Press, vol. 87(1), pages 75-91.
    2. Kahn, Matthew E. & Mohaddes, Kamiar & Ng, Ryan N.C. & Pesaran, M. Hashem & Raissi, Mehdi & Yang, Jui-Chung, 2021. "Long-term macroeconomic effects of climate change: A cross-country analysis," Energy Economics, Elsevier, vol. 104(C).
    3. Laurence Levin & Matthew S. Lewis & Frank A. Wolak, 2017. "High Frequency Evidence on the Demand for Gasoline," American Economic Journal: Economic Policy, American Economic Association, vol. 9(3), pages 314-347, August.
    4. Ghislain B D Aihounton & Arne Henningsen, 2021. "Units of measurement and the inverse hyperbolic sine transformation," The Econometrics Journal, Royal Economic Society, vol. 24(2), pages 334-351.
    5. Jeffrey Englin & Klaus Moeltner, 2004. "The Value of Snowfall to Skiers and Boarders," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 29(1), pages 123-136, September.
    6. Malte Meinshausen & S. Smith & K. Calvin & J. Daniel & M. Kainuma & J-F. Lamarque & K. Matsumoto & S. Montzka & S. Raper & K. Riahi & A. Thomson & G. Velders & D.P. Vuuren, 2011. "The RCP greenhouse gas concentrations and their extensions from 1765 to 2300," Climatic Change, Springer, vol. 109(1), pages 213-241, November.
    7. Nathan W. Chan & Casey J. Wichman, 2020. "Climate Change and Recreation: Evidence from North American Cycling," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(1), pages 119-151, May.
    8. Steiger, Robert & Posch, Eva & Tappeiner, Gottfried & Walde, Janette, 2020. "The impact of climate change on demand of ski tourism - a simulation study based on stated preferences," Ecological Economics, Elsevier, vol. 170(C).
    9. Dawson, J. & Scott, D., 2013. "Managing for climate change in the alpine ski sector," Tourism Management, Elsevier, vol. 35(C), pages 244-254.
    10. Morey, Edward R, 1984. "The Choice of Ski Areas: Estimation of a Generalized CES Preference Ordering with Characteristics," The Review of Economics and Statistics, MIT Press, vol. 66(4), pages 584-590, November.
    11. Marc F. Bellemare & Casey J. Wichman, 2020. "Elasticities and the Inverse Hyperbolic Sine Transformation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(1), pages 50-61, February.
    12. Marie Connolly, 2008. "Here Comes the Rain Again: Weather and the Intertemporal Substitution of Leisure," Journal of Labor Economics, University of Chicago Press, vol. 26(1), pages 73-100.
    13. Falk, Martin, 2010. "A dynamic panel data analysis of snow depth and winter tourism," Tourism Management, Elsevier, vol. 31(6), pages 912-924.
    14. Rutty, Michelle & Scott, Daniel & Johnson, Peter & Pons, Marc & Steiger, Robert & Vilella, Marc, 2017. "Using ski industry response to climatic variability to assess climate change risk: An analogue study in Eastern Canada," Tourism Management, Elsevier, vol. 58(C), pages 196-204.
    15. H. Spencer Banzhaf, 2021. "Difference-in-Differences Hedonics," Journal of Political Economy, University of Chicago Press, vol. 129(8), pages 2385-2414.
    16. Falk, Martin & Vanat, Laurent, 2016. "Gains from investments in snowmaking facilities," Ecological Economics, Elsevier, vol. 130(C), pages 339-349.
    17. Tatyana Deryugina & Solomon Hsiang, 2017. "The Marginal Product of Climate," NBER Working Papers 24072, National Bureau of Economic Research, Inc.
    18. Chiara Farronato & Andrey Fradkin, 2018. "The Welfare Effects of Peer Entry in the Accommodation Market: The Case of Airbnb," NBER Working Papers 24361, National Bureau of Economic Research, Inc.
    19. Beaudin, Laura & Huang, Ju-Chin, 2014. "Weather conditions and outdoor recreation: A study of New England ski areas," Ecological Economics, Elsevier, vol. 106(C), pages 56-68.
    20. Meghan R. Busse & Devin G. Pope & Jaren C. Pope & Jorge Silva-Risso, 2015. "The Psychological Effect of Weather on Car Purchases," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(1), pages 371-414.
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    Cited by:

    1. Gellman, Jacob & Walls, Margaret A. & Wibbenmeyer, Matthew, 2023. "Welfare Losses from Wildfire Smoke: Evidence from Daily Outdoor Recreation Data," RFF Working Paper Series 23-31, Resources for the Future.
    2. Justin Contat & Caroline Hopkins & Luis Mejia & Matthew Suandi, 2023. "When Climate Meets Real Estate: A Survey of the Literature," FHFA Staff Working Papers 23-05, Federal Housing Finance Agency.

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    More about this item

    Keywords

    Recreation demand; Nonmarket valuation; Climate change;
    All these keywords.

    JEL classification:

    • Q26 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Recreational Aspects of Natural Resources
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism
    • Z31 - Other Special Topics - - Tourism Economics - - - Industry Studies

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