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Putting time into space: the temporal coherence of spatial applications in the housing market

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  • Thanos, Sotirios
  • Dubé, Jean
  • Legros, Diègo
Abstract
Relationships between past events, future expectations and present decisions, typically examined through a temporal prism within applied economics, have been lately moving to the spatial dimension through spatial econometrics. However, violations of the “arrow of time”, and thus causality, have been identified in spatial econometric techniques applied to spatio-temporal data consisting of observations each at a specific location and distinct moment in time. A comprehensive review classifies for the first time several redresses to this issue in a currently fragmented literature. This paper puts back the temporal dimension into spatial Hedonic Pricing models through a unique specification of a spatio-temporal model that successfully isolates three distinct effects. First, past sale prices affecting current prices, which exemplifies the “sales comparison” approach. Second, a contemporaneous peer effect that is occurring within the narrow time frame of interaction between market participants prior to a sale. Third, the signals of sellers' expectations are captured in the asking prices of other houses not yet sold, while the buyer is active in the market. This affects the final sale price, due to strategic behavior and anchoring. This is the first instance that effects other than the own asking price can be handled in such models. In “boom” market conditions, this mechanism introduces the expectation of increasing prices to the hedonic price function, potentially contributing to housing market “bubble” propagation.

Suggested Citation

  • Thanos, Sotirios & Dubé, Jean & Legros, Diègo, 2016. "Putting time into space: the temporal coherence of spatial applications in the housing market," Regional Science and Urban Economics, Elsevier, vol. 58(C), pages 78-88.
  • Handle: RePEc:eee:regeco:v:58:y:2016:i:c:p:78-88
    DOI: 10.1016/j.regsciurbeco.2016.03.001
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    1. Sotirios Thanos & Michael White, 2014. "Expectation Adjustment in the Housing Market: Insights from the Scottish Auction System," Housing Studies, Taylor & Francis Journals, vol. 29(3), pages 339-361, April.
    2. Pace, R. Kelley & Barry, Ronald & Gilley, Otis W. & Sirmans, C. F., 2000. "A method for spatial-temporal forecasting with an application to real estate prices," International Journal of Forecasting, Elsevier, vol. 16(2), pages 229-246.
    3. Jean Dubé & Diègo Legros, 2013. "Dealing with spatial data pooled over time in statistical models," Letters in Spatial and Resource Sciences, Springer, vol. 6(1), pages 1-18, March.
    4. Daniel P. McMillen, 2010. "Issues In Spatial Data Analysis," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 119-141, February.
    5. Ingrid Nappi‐Choulet & Tristan‐Pierre Maury, 2011. "A Spatial And Temporal Autoregressive Local Estimation For The Paris Housing Market," Journal of Regional Science, Wiley Blackwell, vol. 51(4), pages 732-750, October.
    6. Ingrid Nappi‐Choulet Pr. & Tristan‐Pierre Maury, 2009. "A Spatiotemporal Autoregressive Price Index for the Paris Office Property Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(2), pages 305-340, June.
    7. Daniel P. McMillen & Christian L. Redfearn, 2010. "Estimation And Hypothesis Testing For Nonparametric Hedonic House Price Functions," Journal of Regional Science, Wiley Blackwell, vol. 50(3), pages 712-733, August.
    8. Hans R. Isakson, 2002. "The Linear Algebra of the Sales Comparison Approach," Journal of Real Estate Research, American Real Estate Society, vol. 24(2), pages 117-128.
    9. Jean Dubé & Diègo Legros, 2013. "A spatio-temporal measure of spatial dependence: An example using real estate data," Papers in Regional Science, Wiley Blackwell, vol. 92(1), pages 19-30, March.
    10. Gelfand, Alan E, et al, 1998. "Spatio-Temporal Modeling of Residential Sales Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(3), pages 312-321, July.
    11. Briant, A. & Combes, P.-P. & Lafourcade, M., 2010. "Dots to boxes: Do the size and shape of spatial units jeopardize economic geography estimations?," Journal of Urban Economics, Elsevier, vol. 67(3), pages 287-302, May.
    12. Delores Conway & Christina Li & Jennifer Wolch & Christopher Kahle & Michael Jerrett, 2010. "A Spatial Autocorrelation Approach for Examining the Effects of Urban Greenspace on Residential Property Values," The Journal of Real Estate Finance and Economics, Springer, vol. 41(2), pages 150-169, August.
    13. Yong Tu & Shi‐Ming Yu & Hua Sun, 2004. "Transaction‐Based Office Price Indexes: A Spatiotemporal Modeling Approach," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(2), pages 297-328, June.
    14. Jeffrey P. Cohen & Cletus C. Coughlin, 2008. "Spatial Hedonic Models Of Airport Noise, Proximity, And Housing Prices," Journal of Regional Science, Wiley Blackwell, vol. 48(5), pages 859-878, December.
    15. Dubé, Jean & Legros, Diègo & Thériault, Marius & Des Rosiers, François, 2014. "A spatial Difference-in-Differences estimator to evaluate the effect of change in public mass transit systems on house prices," Transportation Research Part B: Methodological, Elsevier, vol. 64(C), pages 24-40.
    16. Peter J. Scott & Colin Lizieri, 2011. "Consumer house price judgements: new evidence of anchoring and arbitrary coherence," Journal of Property Research, Taylor & Francis Journals, vol. 29(1), pages 49-68, October.
    17. James P. LeSage, 2014. "What Regional Scientists Need to Know about Spatial Econometrics," The Review of Regional Studies, Southern Regional Science Association, vol. 44(1), pages 13-32, Spring.
    18. J. Dubé & C. Baumont & D. Legros, 2013. "Matrices de pondérations et contexte spatio-temporel en économétrie spatiale," Post-Print halshs-01080852, HAL.
    19. Isolina Alberto & Asunción Beamonte & Pilar Gargallo & Pedro M. Mateo & Manuel Salvador, 2010. "Variable selection in STAR models with neighbourhood effects using genetic algorithms," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 29(8), pages 728-750, December.
    20. Seya, Hajime & Yamagata, Yoshiki & Tsutsumi, Morito, 2013. "Automatic selection of a spatial weight matrix in spatial econometrics: Application to a spatial hedonic approach," Regional Science and Urban Economics, Elsevier, vol. 43(3), pages 429-444.
    21. Henrik Andersson & Lina Jonsson & Mikael Ögren, 2010. "Property Prices and Exposure to Multiple Noise Sources: Hedonic Regression with Road and Railway Noise," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 73-89, January.
    22. Solmaria Halleck Vega & J. Paul Elhorst, 2015. "The Slx Model," Journal of Regional Science, Wiley Blackwell, vol. 55(3), pages 339-363, June.
    23. Jean Dub� & Di�go Legros, 2014. "Spatial econometrics and the hedonic pricing model: what about the temporal dimension?," Journal of Property Research, Taylor & Francis Journals, vol. 31(4), pages 333-359, December.
    24. Pace, R Kelley & Barry, Ronald & Clapp, John M. & Rodriquez, Mauricio, 1998. "Spatiotemporal Autoregressive Models of Neighborhood Effects," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 15-33, July.
    25. Seo, Kihwan & Golub, Aaron & Kuby, Michael, 2014. "Combined impacts of highways and light rail transit on residential property values: a spatial hedonic price model for Phoenix, Arizona," Journal of Transport Geography, Elsevier, vol. 41(C), pages 53-62.
    26. Wrenn, Douglas H. & Sam, Abdoul G., 2014. "Geographically and temporally weighted likelihood regression: Exploring the spatiotemporal determinants of land use change," Regional Science and Urban Economics, Elsevier, vol. 44(C), pages 60-74.
    27. Haurin, Donald & McGreal, Stanley & Adair, Alastair & Brown, Louise & Webb, James R., 2013. "List price and sales prices of residential properties during booms and busts," Journal of Housing Economics, Elsevier, vol. 22(1), pages 1-10.
    28. Pede, Valerien O. & Florax, Raymond J.G.M. & Lambert, Dayton M., 2014. "Spatial econometric STAR models: Lagrange multiplier tests, Monte Carlo simulations and an empirical application," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 118-128.
    29. Xiaolong Liu, 2013. "Spatial and Temporal Dependence in House Price Prediction," The Journal of Real Estate Finance and Economics, Springer, vol. 47(2), pages 341-369, August.
    30. Marco Salvi, 2008. "Spatial Estimation of the Impact of Airport Noise on Residential Housing Prices," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(IV), pages 577-606, December.
    31. Daniel P. McMillen & John McDonald, 2004. "Reaction of House Prices to a New Rapid Transit Line: Chicago's Midway Line, 1983–1999," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(3), pages 463-486, September.
    32. Neil Dunse & Sotirios Thanos & Glen Bramley, 2013. "Planning policy, housing density and consumer preferences," Journal of Property Research, Taylor & Francis Journals, vol. 30(3), pages 221-238, September.
    33. Kuminoff, Nicolai V. & Jarrah, Abdul Salam, 2010. "A new approach to computing hedonic equilibria and investigating the properties of locational sorting models," Journal of Urban Economics, Elsevier, vol. 67(3), pages 322-335, May.
    34. Tony Smith & Peggy Wu, 2009. "A spatio-temporal model of housing prices based on individual sales transactions over time," Journal of Geographical Systems, Springer, vol. 11(4), pages 333-355, December.
    35. Asuncion Beamonte & Pilar Gargallo & Manuel Salvador, 2010. "Analysis of housing price by means of STAR models with neighbourhood effects: a Bayesian approach," Journal of Geographical Systems, Springer, vol. 12(2), pages 227-240, June.
    36. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
    37. Abdullah Yavas & Shiawee Yang, 1995. "The Strategic Role of Listing Price in Marketing Real Estate: Theory and Evidence," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 23(3), pages 347-368, September.
    38. Alan E. Gelfand & Mark D. Ecker & John R. Knight & C. F. Sirmans, 2004. "The Dynamics of Location in Home Price," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 149-166, September.
    39. Gelfand A.E. & Kim H-J. & Sirmans C.F. & Banerjee S., 2003. "Spatial Modeling With Spatially Varying Coefficient Processes," Journal of the American Statistical Association, American Statistical Association, vol. 98, pages 387-396, January.
    40. Hua Sun & Yong Tu & Shi-Ming Yu, 2005. "A Spatio-Temporal Autoregressive Model for Multi-Unit Residential Market Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 31(2), pages 155-187, September.
    41. Kenneth A. Small & Seiji S.C. Steimetz, 2012. "Spatial Hedonics And The Willingness To Pay For Residential Amenities," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 635-647, October.
    42. Daniel P. McMillen, 2012. "Perspectives On Spatial Econometrics: Linear Smoothing With Structured Models," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 192-209, May.
    43. Can, Ayse & Megbolugbe, Isaac, 1997. "Spatial Dependence and House Price Index Construction," The Journal of Real Estate Finance and Economics, Springer, vol. 14(1-2), pages 203-222, Jan.-Marc.
    44. Sotirios Thanos & Abigail L. Bristow & Mark R. Wardman, 2015. "Residential Sorting And Environmental Externalities: The Case Of Nonlinearities And Stigma In Aviation Noise Values," Journal of Regional Science, Wiley Blackwell, vol. 55(3), pages 468-490, June.
    45. Zuehlke, Thomas W, 1987. "Duration Dependence in the Housing Market," The Review of Economics and Statistics, MIT Press, vol. 69(4), pages 701-704, November.
    46. Gwilym Pryce & Kenneth Gibb, 2006. "Submarket Dynamics of Time to Sale," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(3), pages 377-415, September.
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