IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-03407540.html
   My bibliography  Save this paper

Methodological discussion of Airbnb's hedonic study: A review of the problems and some proposals tested on Bordeaux City data

Author

Listed:
  • Benoit Faye

    (Larefi - Laboratoire d'analyse et de recherche en économie et finance internationales - UB - Université de Bordeaux)

Abstract

Sharing economy-based accommodations has grown dramatically worldwide. Given the crucial role of pricing, academics have used hedonic methods to estimate a large number of implicit prices and accommodation characteristics. It is now time to question our estimation methods. Based on the hedonic methodological literature, this article outlines five proposals to improve model performance: extended specification of attributes, flexible specification of functional forms, market segmentation, and treatment of time and spatial heterogeneities. Each proposal is tested on 13,991 Airbnb listings in Bordeaux, one of the world's top urban tourism destinations. Findings offer significant guidelines for future studies and more relevant information to market players but also suggest that low performance on specific segments is not due to technical problems. © 2020 Elsevier Ltd

Suggested Citation

  • Benoit Faye, 2021. "Methodological discussion of Airbnb's hedonic study: A review of the problems and some proposals tested on Bordeaux City data," Post-Print hal-03407540, HAL.
    • Handle: RePEc:hal:journl:hal-03407540
    DOI: 10.1016/j.annals.2020.103079
    Note: View the original document on HAL open archive server: https://hal.science/hal-03407540
    as

    Download full text from publisher

    File URL: https://hal.science/hal-03407540/document
    Download Restriction: no
    File URL: https://libkey.io/10.1016/j.annals.2020.103079?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
    ---><---

    References listed on IDEAS

    as
    1. Lutz, Christoph & Newlands, Gemma, 2018. "Consumer segmentation within the sharing economy: The case of Airbnb," Journal of Business Research, Elsevier, vol. 88(C), pages 187-196.
    2. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
    3. M Tiefelsdorf & D A Griffith & B Boots, 1999. "A Variance-Stabilizing Coding Scheme for Spatial Link Matrices," Environment and Planning A, , vol. 31(1), pages 165-180, January.
    4. Heo, Cindy Yoonjoung, 2016. "Sharing economy and prospects in tourism research," Annals of Tourism Research, Elsevier, vol. 58(C), pages 166-170.
    5. Troy Lorde & Tennyson S. D. Joseph, 2019. "Airbnb, technological change and disruption in Barbadian tourism: a theoretical framework," Third World Quarterly, Taylor & Francis Journals, vol. 40(12), pages 2190-2209, December.
    6. V. Raul Perez-Sanchez & Leticia Serrano-Estrada & Pablo Marti & Raul-Tomas Mora-Garcia, 2018. "The What, Where, and Why of Airbnb Price Determinants," Sustainability, MDPI, vol. 10(12), pages 1-31, December.
    7. Bartik, Timothy J, 1987. "The Estimation of Demand Parameters in Hedonic Price Models," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 81-88, February.
    8. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    9. Brown, James N & Rosen, Harvey S, 1982. "On the Estimation of Structural Hedonic Price Models," Econometrica, Econometric Society, vol. 50(3), pages 765-768, May.
    10. Dolnicar, Sara, 2019. "A review of research into paid online peer-to-peer accommodation," Annals of Tourism Research, Elsevier, vol. 75(C), pages 248-264.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. David Boto-García & Veronica Leoni, 2022. "The hedonic value of coastal amenities in peer-to-peer markets," DEA Working Papers 94, Universitat de les Illes Balears, Departament d'Economía Aplicada.
    2. Giulia Contu & Luca Frigau & Claudio Conversano, 2023. "Price indicators for Airbnb accommodations," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(5), pages 4779-4802, October.
    3. David Boto-García & Veronica Leoni, 2023. "The Economic Value of Coastal Amenities: Evidence from Beach Capitalization Effects in Peer-to-Peer Markets," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(2), pages 529-557, February.
    4. Meijian Yang & Enjun Xia, 2021. "A Systematic Literature Review on Pricing Strategies in the Sharing Economy," Sustainability, MDPI, vol. 13(17), pages 1-28, August.
    5. Zhang, Yixiang & Song, Bowei, 2023. "Does energy-efficiency label affect appliance price? Empirical analysis of the new national standard air conditioners in China," Energy, Elsevier, vol. 269(C).

    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. Lucija Muehlenbachs & Elisheba Spiller & Christopher Timmins, 2015. "The Housing Market Impacts of Shale Gas Development," American Economic Review, American Economic Association, vol. 105(12), pages 3633-3659, December.
    2. Fève, Frédérique & Fève, Patrick & Florens, Jean-Pierre, 2002. "Attribute Choices and Structural Econometrics of Price Elasticity of Demand," IDEI Working Papers 155, Institut d'Économie Industrielle (IDEI), Toulouse, revised 2003.
    3. Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "An Equilibrium Model of Sorting in an Urban Housing Market," NBER Working Papers 10865, National Bureau of Economic Research, Inc.
    4. Zhang, Congwen & Boyle, Kevin J. & Kuminoff, Nicolai V., 2015. "Partial identification of amenity demand functions," Journal of Environmental Economics and Management, Elsevier, vol. 71(C), pages 180-197.
    5. Pierre-Charles Pradier & François Gardes & Xavier Greffe & Ileana Miranda Mendoza, 2016. "Autographs and the global art market: the case of hedonic prices for French autographs (1960–2005)," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 40(4), pages 453-485, November.
    6. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    7. Steve Gibbons & Stephan Heblich & Esther Lho & Christopher Timmins, 2016. "Fear of Fracking? The Impact of the Shale Gas Exploration on House Prices in Britain," SERC Discussion Papers 0207, Centre for Economic Performance, LSE.
    8. Tracey Seslen & William C. Wheaton & Henry O. Pollakowksi, 2005. "The Investment Performance of Housing and "Hedonic" Spatial Equilibrium," Working Paper 8583, USC Lusk Center for Real Estate.
    9. Amelia Bilbao & Celia Bilbao & José M. Labeaga, "undated". "The excess burden associated to characteristics of the goods: Application to housing demand," Working Papers 2005-09, FEDEA.
    10. Patrick Bajari & C. Lanier Benkard, 2001. "Demand Estimation With Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," NBER Technical Working Papers 0272, National Bureau of Economic Research, Inc.
    11. Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "Residential Segregation in General Equilibrium," Working Papers 885, Economic Growth Center, Yale University.
    12. Bejranonda, Somskaow & Hitzhusen, Frederick J. & Hite, Diane, 1999. "Agricultural Sedimentation Impacts On Lakeside Property Values," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 28(2), pages 1-11, October.
    13. Manuel Landajo & Celia Bilbao & Amelia Bilbao, 2012. "Nonparametric neural network modeling of hedonic prices in the housing market," Empirical Economics, Springer, vol. 42(3), pages 987-1009, June.
    14. repec:hal:spmain:info:hdl:2441/4kovgv3hs883bok2tvdkibejb6 is not listed on IDEAS
    15. Daniel Megía‐Cayuela, 2023. "Valuation of ticket prices for first‐division football matches in the Spanish league," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(1), pages 576-594, January.
    16. Victor Ginsburgh & Jianping Mei & Michael Moses, 2006. "On the computation of art indices in art," ULB Institutional Repository 2013/7290, ULB -- Universite Libre de Bruxelles.
    17. Cecilia Hammarlund, 2015. "The Big, the Bad, and the Average: Hedonic Prices and Inverse Demand for Baltic Cod," Marine Resource Economics, University of Chicago Press, vol. 30(2), pages 157-177.
    18. Laura Andersen & Sinne Smed, 2013. "What is it consumers really want, and how can their preferences be influenced? The case of fat in milk," Empirical Economics, Springer, vol. 45(1), pages 323-347, August.
    19. Patrick Bajari & Jane Cooley Fruehwirth & Kyoo il Kim & Christopher Timmins, 2012. "A Rational Expectations Approach to Hedonic Price Regressions with Time-Varying Unobserved Product Attributes: The Price of Pollution," American Economic Review, American Economic Association, vol. 102(5), pages 1898-1926, August.
    20. Wooldridge, Jeffrey M., 1996. "Estimating systems of equations with different instruments for different equations," Journal of Econometrics, Elsevier, vol. 74(2), pages 387-405, October.
    21. Gonzalez, Fidel & Leipnik, Mark & Mazumder, Diya, 2013. "How much are urban residents in Mexico willing to pay for cleaner air?," Environment and Development Economics, Cambridge University Press, vol. 18(3), pages 354-379, June.

    More about this item

    Keywords

    France; Econometrics; Heterogeneity; Bordeaux; Gironde; Hedonic Analysis; Market System; Nouvelle-Aquitaine; Price Determination; Segmentation; Tourism Economics; Tourism Market; Tourist Destination;
    All these keywords.

    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:hal:journl:hal-03407540. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.