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Online housing search: A gravity model approach

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  • Joep Steegmans
  • Jonathan de Bruin

Abstract

In this paper we apply a gravity framework to user-generated data of a large online housing market platform. We show that gravity describes the patterns of inflow and outflow of hits (mouse clicks, etc.) from one municipality to another, where the municipality of the user defines the origin and the municipality of the property that is viewed defines the destination. By distinguishing serious searchers from recreational searchers we demonstrate that the gravity framework describes geographic search patterns of both types of users. The results indicate that recreational search is centered more around the user’s location than serious search. However, this finding is driven entirely by differences in border effects as there is no difference in the distance effect. By demonstrating that geographic search patterns of both serious and recreational searchers are explained by their physical locations, we present clear evidence that physical location is an important determinant of economic behavior in the virtual realm too.

Suggested Citation

  • Joep Steegmans & Jonathan de Bruin, 2021. "Online housing search: A gravity model approach," PLOS ONE, Public Library of Science, vol. 16(3), pages 1-31, March.
    • Handle: RePEc:plo:pone00:0247712
    DOI: 10.1371/journal.pone.0247712
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    References listed on IDEAS

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    1. Alasdair Rae, 2015. "Online Housing Search and the Geography of Submarkets," Housing Studies, Taylor & Francis Journals, vol. 30(3), pages 453-472, June.
    2. James E. Anderson & Eric van Wincoop, 2004. "Trade Costs," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 691-751, September.
    3. Avi Goldfarb & Catherine Tucker, 2019. "Digital Economics," Journal of Economic Literature, American Economic Association, vol. 57(1), pages 3-43, March.
    4. Damiaan Persyn & Wouter Torfs, 2012. "A Gravity Equation for Commuting," Working Papers of VIVES - Research Centre for Regional Economics 545998, KU Leuven, Faculty of Economics and Business (FEB), VIVES - Research Centre for Regional Economics.
    5. James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
    6. Martijn Burger & Frank van Oort & Gert-Jan Linders, 2009. "On the Specification of the Gravity Model of Trade: Zeros, Excess Zeros and Zero-inflated Estimation," Spatial Economic Analysis, Taylor & Francis Journals, vol. 4(2), pages 167-190.
    7. Thierry Mayer & Keith Head, 2002. "Illusory Border Effects: Distance Mismeasurement Inflates Estimates of Home Bias in Trade," Working Papers 2002-01, CEPII research center.
    8. Okawa, Yohei & van Wincoop, Eric, 2012. "Gravity in International Finance," Journal of International Economics, Elsevier, vol. 87(2), pages 205-215.
    9. Dasgupta, Kunal & Mondria, Jordi, 2018. "Inattentive importers," Journal of International Economics, Elsevier, vol. 112(C), pages 150-165.
    10. Daniel L. Millimet & Thomas Osang, 2007. "Do state borders matter for U.S. intranational trade? The role of history and internal migration," Canadian Journal of Economics, Canadian Economics Association, vol. 40(1), pages 93-126, February.
    11. Santos Silva, J.M.C. & Tenreyro, Silvana, 2011. "Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator," Economics Letters, Elsevier, vol. 112(2), pages 220-222, August.
    12. van Bergeijk,Peter A. G. & Brakman,Steven (ed.), 2010. "The Gravity Model in International Trade," Cambridge Books, Cambridge University Press, number 9780521196154, September.
    13. Blum, Bernardo S. & Goldfarb, Avi, 2006. "Does the internet defy the law of gravity?," Journal of International Economics, Elsevier, vol. 70(2), pages 384-405, December.
    14. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    15. Andreas Lendle & Marcelo Olarreaga & Simon Schropp & Pierre‐Louis Vézina, 2016. "There Goes Gravity: eBay and the Death of Distance," Economic Journal, Royal Economic Society, vol. 126(591), pages 406-441, March.
    16. Damiaan Persyn & Wouter Torfs, 2016. "A gravity equation for commuting with an application to estimating regional border effects in Belgium," Journal of Economic Geography, Oxford University Press, vol. 16(1), pages 155-175.
    17. Ludo Peeters, 2012. "Gravity And Spatial Structure: The Case Of Interstate Migration In Mexico," Journal of Regional Science, Wiley Blackwell, vol. 52(5), pages 819-856, December.
    18. Egger, Peter & Larch, Mario & Staub, Kevin E, 2012. "Trade Preferences and Bilateral Trade in Goods and Services: A Structural Approach," CEPR Discussion Papers 9051, C.E.P.R. Discussion Papers.
    19. Fally, Thibault, 2015. "Structural gravity and fixed effects," Journal of International Economics, Elsevier, vol. 97(1), pages 76-85.
    20. Rauch, James E., 1999. "Networks versus markets in international trade," Journal of International Economics, Elsevier, vol. 48(1), pages 7-35, June.
    21. Agnosteva, Delina E. & Anderson, James E. & Yotov, Yoto V., 2019. "Intra-national trade costs: Assaying regional frictions," European Economic Review, Elsevier, vol. 112(C), pages 32-50.
    22. James E. Anderson, 2011. "The Gravity Model," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 133-160, September.
    23. Anderson, James E, 1979. "A Theoretical Foundation for the Gravity Equation," American Economic Review, American Economic Association, vol. 69(1), pages 106-116, March.
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