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An Equilibrium Model of Sorting in an Urban Housing Market

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Author Info
Patrick Bayer
Robert McMillan
Kim Rueben

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Abstract

This paper introduces an equilibrium framework for analyzing residential sorting, designed to take advantage of newly available restricted-access Census microdata. The framework adds an equilibrium concept to the discrete choice framework developed by McFadden (1973, 1978), permitting a more flexible characterization of preferences than has been possible in previously estimated sorting models. Using data on nearly a quarter of a million households residing in the San Francisco Bay Area in 1990, our estimates provide a precise characterization of preferences for many housing and neighborhood attributes, showing how demand for these attributes varies with a household's income, race, education, and family structure. We use the equilibrium model in combination with these estimates to explore the effects of an increase in income inequality, the findings indicating that much of the increased spending power of the rich is absorbed by higher housing prices.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 10865.

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Date of creation: Nov 2004
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Handle: RePEc:nbr:nberwo:10865

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Find related papers by JEL classification:
H0 - Public Economics - - General
J7 - Labor and Demographic Economics - - Labor Discrimination
R0 - Urban, Rural, and Regional Economics - - General

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Epple, Dennis & Filimon, Radu & Romer, Thomas, 1993. "Existence of voting and housing equilibrium in a system of communities with property taxes," Regional Science and Urban Economics, Elsevier, vol. 23(5), pages 585-610, November. [Downloadable!] (restricted)
  2. Fernandez, Raquel & Rogerson, Richard, 1998. "Public Education and Income Distribution: A Dynamic Quantitative Evaluation of Education-Finance Reform," American Economic Review, American Economic Association, vol. 88(4), pages 813-33, September. [Downloadable!] (restricted)
  3. Nechyba, Thomas J, 1999. " School Finance Induced Migration and Stratification Patterns: The Impact of Private School Vouchers," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 1(1), pages 5-50. [Downloadable!] (restricted)
  4. Ivar Ekeland & James J. Heckman & Lars Nesheim, 2004. "Identification and Estimation of Hedonic Models," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages S60-S109, February. [Downloadable!] (restricted)
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  5. Bayer, Patrick & Timmins, Christopher, 2005. "On the equilibrium properties of locational sorting models," Journal of Urban Economics, Elsevier, vol. 57(3), pages 462-477, May. [Downloadable!] (restricted)
  6. repec:att:wimass:192031 is not listed on IDEAS
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    Other versions:
  8. Fernandez, Raquel & Rogerson, Richard, 1996. "Income Distribution, Communities, and the Quality of Public Education," The Quarterly Journal of Economics, MIT Press, vol. 111(1), pages 135-64, February. [Downloadable!] (restricted)
  9. 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. [Downloadable!] (restricted)
  10. Fernando Ferreira, 2008. "You Can Take it With You: Proposition 13 Tax Benefits, Residential Mobility, and Willingness to Pay for Housing Amenities," Working Papers 08-15, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
  11. Holger Sieg & V. Kerry Smith & H. Spencer Banzhaf & Randy Walsh, . "Estimating the General Equilibrium Benefits of Large Changes in Spatially Delineated Public Goods," GSIA Working Papers 2003-07, Carnegie Mellon University, Tepper School of Business.
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  12. Benabou, Roland, 1993. "Workings of a City: Location, Education, and Production," The Quarterly Journal of Economics, MIT Press, vol. 108(3), pages 619-52, August. [Downloadable!] (restricted)
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  13. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation Of Elementary Education," The Quarterly Journal of Economics, MIT Press, vol. 114(2), pages 577-599, May. [Downloadable!] (restricted)
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  14. Benabou, Roland, 1996. "Heterogeneity, Stratification, and Growth: Macroeconomic Implications of Community Structure and School Finance," American Economic Review, American Economic Association, vol. 86(3), pages 584-609, June. [Downloadable!] (restricted)
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  18. Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "Residential Segregation in General Equilibrium," Working Papers 885, Economic Growth Center, Yale University. [Downloadable!]
    Other versions:
  19. 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.. [Downloadable!] (restricted)
  20. Gabriel, Stuart A & Rosenthal, Stuart S, 1989. "Household Location and Race: Estimates of Multinomial Logit Model," The Review of Economics and Statistics, MIT Press, vol. 71(2), pages 240-49, May. [Downloadable!] (restricted)
  21. Thomas J. Nechyba, 2000. "Mobility, Targeting, and Private-School Vouchers," American Economic Review, American Economic Association, vol. 90(1), pages 130-146, March. [Downloadable!] (restricted)
  22. James N. Brown & Harvey S. Rosen, 1982. "On the Estimation of Structural Hedonic Price Models," NBER Technical Working Papers 0018, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  23. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," NBER Working Papers 13236, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  24. Steven T. Berry, 1994. "Estimating Discrete-Choice Models of Product Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 242-262, Summer. [Downloadable!] (restricted)
  25. Brock, William A & Durlauf, Steven N, 2001. "Discrete Choice with Social Interactions," Review of Economic Studies, Blackwell Publishing, vol. 68(2), pages 235-60, April.
  26. Patrick Bajari & Matthew E. Kahn, . "Why Do Blacks Live in The Cities and Whites Live in the Suburbs?," Working Papers 00007, Stanford University, Department of Economics. [Downloadable!]
  27. Patrick Bayer & Robert McMillan & Kim Rueben, 2003. "An Equilibrium Model of Sorting in an Urban Housing Market: A Study of the Causes and Consequences of Residential Segregation," Working Papers 03-01, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
  28. Schelling, Thomas C, 1969. "Models of Segregation," American Economic Review, American Economic Association, vol. 59(2), pages 488-93, May. [Downloadable!] (restricted)
  29. Dennis Epple & Thomas Romer & Holger Sieg, 2001. "Interjurisdictional Sorting and Majority Rule: An Empirical Analysis," Econometrica, Econometric Society, vol. 69(6), pages 1437-1465, November. [Downloadable!] (restricted)
  30. Walsh, Randy, 2007. "Endogenous open space amenities in a locational equilibrium," Journal of Urban Economics, Elsevier, vol. 61(2), pages 319-344, March. [Downloadable!] (restricted)
  31. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-90, July. [Downloadable!] (restricted)
Full references

Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Urquiola, Miguel & Verhoogen, Eric A., 2007. "Class Size and Sorting in Market Equilibrium: Theory and Evidence," CEPR Discussion Papers 6425, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    Other versions:
  2. Giulio Zanella, 2004. "Discrete Choice with Social Interactions and Endogenous Memberships," Department of Economics University of Siena 442, Department of Economics, University of Siena. [Downloadable!]
    Other versions:
  3. Kuminoff, Nicolai V., 2008. "Recovering Preferences from a Dual-Market Locational Equilibrium," 2008 Conference (52nd), February 5-8, 2008, Canberra, Australia 5989, Australian Agricultural and Resource Economics Society. [Downloadable!]
  4. Patrick Bayer & Robert McMillan, 2005. "Racial Sorting and Neighborhood Quality," NBER Working Papers 11813, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  5. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," NBER Working Papers 13236, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  6. Bajari, Patrick & Benkard, C. Lanier, 2004. "Demand Estimation With Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," Research Papers 1842, Stanford University, Graduate School of Business. [Downloadable!]
  7. C. Lanier Benkard & Patrick Bajari, 2004. "Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," NBER Working Papers 10278, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  8. Patrick Bayer & Stephen L. Ross, 2006. "Identifying Individual and Group Effects in the Presence of Sorting: A Neighborhood Effects Application," Working papers 2006-13, University of Connecticut, Department of Economics, revised Jan 2009. [Downloadable!]
    Other versions:
  9. H. Spencer Banzhaf & V. Kerry Smith, 2007. "Meta-analysis in model implementation: choice sets and the valuation of air quality improvements," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1013-1031. [Downloadable!]
    Other versions:
  10. Banzhaf, H. Spencer & Walsh, Randy, 2006. "Do People Vote with Their Feet? An Empirical Test of Environmental Gentrification," Discussion Papers dp-06-10, Resources For the Future. [Downloadable!]
  11. Maria Marta Ferreyra, 2007. "Estimating the Effects of Private School Vouchers in Multidistrict Economies," American Economic Review, American Economic Association, vol. 97(3), pages 789-817, June. [Downloadable!]
  12. Takeuchi, Akie & Cropper, Maureen & Bento, Antonio, 2006. "The welfare effects of slum improvement programs : the case of Mumbai," Policy Research Working Paper Series 3852, The World Bank. [Downloadable!]
  13. Wilbert Grevers & Anne Veen Van Der, 2006. "Optimal Land Use and the Allocation of Endogenous Amenities," ERSA conference papers ersa06p522, European Regional Science Association. [Downloadable!]
  14. Joel Waldfogel, 2006. "The Median Voter and the Median Consumer: Local Private Goods and Residential Sorting," NBER Working Papers 11972, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  15. repec:bep:eaptop:v:5:y:2005:i:1:p:1396-1396 is not listed on IDEAS
  16. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2004. "Tiebout Sorting, Social Multipliers and the Demand for School Quality," NBER Working Papers 10871, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  17. Patrick Bayer & Robert McMillan & Kim Rueben, 2004. "Residential Segregation in General Equilibrium," Working Papers 885, Economic Growth Center, Yale University. [Downloadable!]
    Other versions:
  18. Schmidheiny, Kurt, 2003. "Income Segregation and Local Progressive Taxation: Empirical Evidence from Switzerland," Discussion Paper Series 26217, Hamburg Institute of International Economics. [Downloadable!]
    Other versions:
  19. Christopher R. Knittel & Konstantinos Metaxoglou, 2008. "Estimation of Random Coefficient Demand Models: Challenges, Difficulties and Warnings," NBER Working Papers 14080, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  20. Theodore M. Crone, 2006. "Capitalization of the quality of local public schools: what do home buyers value?," Working Papers 06-15, Federal Reserve Bank of Philadelphia. [Downloadable!]
  21. Patrick Bayer & Robert McMillan, 2005. "Choice and Competition in Local Education Markets," NBER Working Papers 11802, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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