IDEAS home Printed from https://ideas.repec.org/a/bla/reesec/v36y2008i4p717-751.html
   My bibliography  Save this article

Assessing the Market Value of Real Estate Property with a Geographically Weighted Stochastic Frontier Model

Author

Listed:
  • Stephen A. Samaha
  • Wagner A. Kamakura

Abstract

In this study we consider the problem of sellers, buyers and real estate appraisers in determining the price for a house, taking into account the characteristics of the house and its location as well as the goals of these three different parties. The appraiser's job is to determine the fair market value of the house, while the buyer and seller want to find, respectively, the lowest and highest feasible price for it. We combine recent developments in geography and econometrics to develop an approach that determines local estimates of property values from the perspectives of the buyer, seller and appraiser, taking into account the characteristics of the house as well as its location. We illustrate our approach analyzing closing prices in one residential real estate market.

Suggested Citation

  • Stephen A. Samaha & Wagner A. Kamakura, 2008. "Assessing the Market Value of Real Estate Property with a Geographically Weighted Stochastic Frontier Model," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 36(4), pages 717-751, December.
    • Handle: RePEc:bla:reesec:v:36:y:2008:i:4:p:717-751
    DOI: 10.1111/j.1540-6229.2008.00228.x
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1540-6229.2008.00228.x
    Download Restriction: no
    File URL: https://libkey.io/10.1111/j.1540-6229.2008.00228.x?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. Kelejian, Harry H & Prucha, Ingmar R, 1999. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 509-533, May.
    2. John M. Clapp & Hyon–Jung Kim & Alan E. Gelfand, 2002. "Predicting Spatial Patterns of House Prices Using LPR and Bayesian Smoothing," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(4), pages 505-532.
    3. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    4. Theodore M. Crone, 1998. "House prices and the quality of public schools: what are we buying?," Business Review, Federal Reserve Bank of Philadelphia, issue Sep, pages 3-14.
    5. G. Donald Jud & James M. Watts, 1981. "Schools and Housing Values," Land Economics, University of Wisconsin Press, vol. 57(3), pages 459-470.
    6. Shunfeng Song, 1995. "Determinants of Bargaining Outcome in Single-family Housing Transactions: An Empirical Examination," Urban Studies, Urban Studies Journal Limited, vol. 32(3), pages 605-614, April.
    7. Steve Gibbons & Stephen Machin, 2001. "Valuing Primary Schools," CEE Discussion Papers 0015, Centre for the Economics of Education, LSE.
    8. Bogart, William T. & Cromwell, Brian A., 1997. "How Much More is a Good School District Worth?," National Tax Journal, National Tax Association, vol. 50(2), pages 215-32, June.
    9. Goodman, Allen C. & Thibodeau, Thomas G., 2003. "Housing market segmentation and hedonic prediction accuracy," Journal of Housing Economics, Elsevier, vol. 12(3), pages 181-201, September.
    10. Bourassa, Steven C. & Hamelink, Foort & Hoesli, Martin & MacGregor, Bryan D., 1999. "Defining Housing Submarkets," Journal of Housing Economics, Elsevier, vol. 8(2), pages 160-183, June.
    11. Can, Ayse, 1992. "Specification and estimation of hedonic housing price models," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 453-474, September.
    12. Andrey D. Pavlov, 2000. "Space-Varying Regression Coefficients: A Semi-parametric Approach Applied to Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(2), pages 249-283.
    13. Norman G. Miller, 1978. "Time on the Market and Selling Price," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 6(2), pages 164-174, June.
    14. Anglin, Paul M & Rutherford, Ronald & Springer, Thomas M, 2003. "The Trade-Off Between the Selling Price of Residential Properties and Time-on-the-Market: The Impact of Price Setting," The Journal of Real Estate Finance and Economics, Springer, vol. 26(1), pages 95-111, January.
    15. Horowitz, Joel L, 1992. "The Role of the List Price in Housing Markets: Theory and an Econometric Model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(2), pages 115-129, April-Jun.
    16. Host, Gudmund, 1999. "Kriging by local polynomials," Computational Statistics & Data Analysis, Elsevier, vol. 29(3), pages 295-312, January.
    17. 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.
    18. Dubin, Robin A., 1992. "Spatial autocorrelation and neighborhood quality," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 433-452, September.
    19. Curtis R. Taylor, 1999. "Time-on-the-Market as a Sign of Quality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 555-578.
    20. Basu, Sabyasachi & Thibodeau, Thomas G, 1998. "Analysis of Spatial Autocorrelation in House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 61-85, July.
    21. 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.
    22. Meeusen, Wim & van den Broeck, Julien, 1977. "Efficiency Estimation from Cobb-Douglas Production Functions with Composed Error," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 18(2), pages 435-444, June.
    23. Kelley Pace, R., 1997. "Performing large spatial regressions and autoregressions," Economics Letters, Elsevier, vol. 54(3), pages 283-291, July.
    24. Pace, R Kelley & Gilley, Otis W, 1997. "Using the Spatial Configuration of the Data to Improve Estimation," The Journal of Real Estate Finance and Economics, Springer, vol. 14(3), pages 333-340, May.
    25. Gibbons, Steve & Machin, Stephen, 2003. "Valuing English primary schools," Journal of Urban Economics, Elsevier, vol. 53(2), pages 197-219, March.
    26. Mats Wilhelmson, 2003. "A Simple Method to Derive Housing Sub-Markets and Reduce Spatial Dependency," ERES eres2003_294, European Real Estate Society (ERES).
    27. George E. Battese & Greg S. Corra, 1977. "Estimation Of A Production Frontier Model: With Application To The Pastoral Zone Of Eastern Australia," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 21(3), pages 169-179, December.
    28. Timothy J. Fik & David C. Ling & Gordon F. Mulligan, 2003. "Modeling Spatial Variation in Housing Prices: A Variable Interaction Approach," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(4), pages 623-646, December.
    29. 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..
    30. Peter Colwell & Henry Munneke, 2006. "Bargaining Strength and Property Class in Office Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 33(3), pages 197-213, November.
    31. Donald Haurin, 1988. "The Duration of Marketing Time of Residential Housing," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 16(4), pages 396-410, December.
    32. John P. Harding & Stuart S. Rosenthal & C. F. Sirmans, 2003. "Estimating Bargaining Power in the Market for Existing Homes," The Review of Economics and Statistics, MIT Press, vol. 85(1), pages 178-188, February.
    33. Abdullah Yavaş, 1992. "A Simple Search and Bargaining Model of Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 20(4), pages 533-548, December.
    34. Bogart, William T. & Cromwell, Brian A., 1997. "How Much More Is a Good School District Worth?," National Tax Journal, National Tax Association;National Tax Journal, vol. 50(2), pages 215-232, June.
    35. Goodman, Allen C. & Thibodeau, Thomas G., 1998. "Housing Market Segmentation," Journal of Housing Economics, Elsevier, vol. 7(2), pages 121-143, June.
    36. John P. Harding & John R. Knight & C.F. Sirmans, 2003. "Estimating Bargaining Effects in Hedonic Models: Evidence from the Housing Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(4), pages 601-622, December.
    37. Michel Glower & Donald R. Haurin & Patric H. Hendershott, 1998. "Selling Time and Selling Price: The Influence of Seller Motivation," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 26(4), pages 719-740, December.
    38. 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.
    39. Battese, George E. & Corra, Greg S., 1977. "Estimation Of A Production Frontier Model: With Application To The Pastoral Zone Of Eastern Australia," Australian Journal of Agricultural Economics, Australian Agricultural and Resource Economics Society, vol. 21(3), pages 1-11, December.
    40. Paul D. Childs & Steven H. Ott & Timothy J. Riddiough, 2002. "Optimal Valuation of Claims on Noisy Real Assets: Theory and an Application," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(3), pages 415-443.
    41. Paul D. Childs & Steven H. Ott & Timothy J. Riddiough, 2002. "Optimal Valuation of Noisy Real Assets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(3), pages 385-414.
    42. John R. Knight, 2002. "Listing Price, Time on Market, and Ultimate Selling Price: Causes and Effects of Listing Price Changes," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(2), pages 213-237.
    43. Thomas J. Miceli, 1989. "The Optimal Duration of Real Estate Listing Contracts," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 17(3), pages 267-277, September.
    44. Dale-Johnson, David, 1982. "An alternative approach to housing market segmentation using hedonic price data," Journal of Urban Economics, Elsevier, vol. 11(3), pages 311-332, May.
    45. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    46. David Geltner & Brian D. Kluger & Norman G. Miller, 1991. "Optimal Price and Selling Effort from the Perspectives of the Broker and Seller," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 19(1), pages 1-24, March.
    47. Quan, Daniel C & Quigley, John M, 1991. "Price Formation and the Appraisal Function in Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 4(2), pages 127-146, June.
    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. Tabak, Benjamin M. & Miranda, Rogério Boueri & Fazio, Dimas M., 2013. "A geographically weighted approach to measuring efficiency in panel data: The case of US saving banks," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3747-3756.
    2. Erik B Johnson & Alan Tidwell & Sriram V Villupuram, 2020. "Valuing Curb Appeal," The Journal of Real Estate Finance and Economics, Springer, vol. 60(1), pages 111-133, February.
    3. Jacopo Canello & Francesco Vidoli, 2020. "Investigating space‐time patterns of regional industrial resilience through a micro‐level approach: An application to the Italian wine industry," Journal of Regional Science, Wiley Blackwell, vol. 60(4), pages 653-676, September.
    4. Carriazo, Fernando & Ready, Richard & Shortle, James, 2013. "Using stochastic frontier models to mitigate omitted variable bias in hedonic pricing models: A case study for air quality in Bogotá, Colombia," Ecological Economics, Elsevier, vol. 91(C), pages 80-88.

    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. Füss, Roland & Koller, Jan A., 2016. "The role of spatial and temporal structure for residential rent predictions," International Journal of Forecasting, Elsevier, vol. 32(4), pages 1352-1368.
    2. Terrence Clauretie & Paul Thistle, 2007. "The Effect of Time-on-Market and Location on Search Costs and Anchoring: The Case of Single-Family Properties," The Journal of Real Estate Finance and Economics, Springer, vol. 35(2), pages 181-196, August.
    3. Nasser Daneshvary & Terrence Clauretie, 2013. "Agent Change and Seller Bargaining Power: A Case of Principal Agent Problem in the Housing Market," The Journal of Real Estate Finance and Economics, Springer, vol. 47(3), pages 416-433, October.
    4. Darren K. Hayunga & R. Kelley Pace, 2017. "List Prices in the US Housing Market," The Journal of Real Estate Finance and Economics, Springer, vol. 55(2), pages 155-184, August.
    5. David Ling & Milena Petrova, 2008. "Avoiding Taxes at Any Cost: The Economics of Tax-Deferred Real Estate Exchanges," The Journal of Real Estate Finance and Economics, Springer, vol. 36(4), pages 367-404, May.
    6. Rocco Curto & Elena Fregonara, 2019. "Monitoring and Analysis of the Real Estate Market in a Social Perspective: Results from the Turin’s (Italy) Experience," Sustainability, MDPI, vol. 11(11), pages 1-22, June.
    7. Han, Lu & Strange, William C., 2015. "The Microstructure of Housing Markets," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 813-886, Elsevier.
    8. Simon Stevenson & James Young, 2015. "The Role of Undisclosed Reserves in English Open Outcry Auctions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(2), pages 375-402, June.
    9. Alice Barreca & Elena Fregonara & Diana Rolando, 2021. "EPC Labels and Building Features: Spatial Implications over Housing Prices," Sustainability, MDPI, vol. 13(5), pages 1-21, March.
    10. John I. Carruthers & David E. Clark, 2010. "Valuing Environmental Quality: A Space‐Based Strategy," Journal of Regional Science, Wiley Blackwell, vol. 50(4), pages 801-832, October.
    11. Palmquist, Raymond B., 2006. "Property Value Models," Handbook of Environmental Economics, in: K. G. Mäler & J. R. Vincent (ed.), Handbook of Environmental Economics, edition 1, volume 2, chapter 16, pages 763-819, Elsevier.
    12. Patric H. Hendershott & Thomas G. Thibodeau & Halbert C. Smith, 2009. "Evolution of the American Real Estate and Urban Economics Association1," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(4), pages 559-598, December.
    13. Merlo, Antonio & Ortalo-Magne, Francois, 2004. "Bargaining over residential real estate: evidence from England," Journal of Urban Economics, Elsevier, vol. 56(2), pages 192-216, September.
    14. Velma Zahirovic-Herbert & Bennie D. Waller & Geoffrey K. Turnbull, 2020. "Properties that Sell at or above Listing Price: Strategic Pricing, Better Broker or Just Dumb Luck?," The Journal of Real Estate Finance and Economics, Springer, vol. 60(1), pages 53-76, February.
    15. Justin Benefield & Ronald Rutherford & Marcus Allen, 2012. "The Effects of Estate Sales of Residential Real Estate on Price and Marketing Time," The Journal of Real Estate Finance and Economics, Springer, vol. 45(4), pages 965-981, November.
    16. Antonio Páez & Fei Long & Steven Farber, 2008. "Moving Window Approaches for Hedonic Price Estimation: An Empirical Comparison of Modelling Techniques," Urban Studies, Urban Studies Journal Limited, vol. 45(8), pages 1565-1581, July.
    17. Antonio Merlo & François Ortalo‐Magné & John Rust, 2015. "The Home Selling Problem: Theory And Evidence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(2), pages 457-484, May.
    18. David C. Wheeler & Antonio Páez & Jamie Spinney & Lance A. Waller, 2014. "A Bayesian approach to hedonic price analysis," Papers in Regional Science, Wiley Blackwell, vol. 93(3), pages 663-683, August.
    19. John D. Benjamin & G. Donald Jud & G. Stacy Sirmans, 2000. "What Do We Know About Real Estate Brokerage?," Journal of Real Estate Research, American Real Estate Society, vol. 20(1), pages 5-30.
    20. Justin Benefield & Christopher Cain & Ken Johnson, 2011. "On the Relationship Between Property Price, Time-on-Market, and Photo Depictions in a Multiple Listing Service," The Journal of Real Estate Finance and Economics, Springer, vol. 43(3), pages 401-422, October.

    More about this item

    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:bla:reesec:v:36:y:2008:i:4:p:717-751. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/areueea.html .

    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.