IDEAS home Printed from https://ideas.repec.org/p/cmu/gsiawp/388859950.html

Estimating Hedonic Functions for Rents and Values in the Presence of Unobserved Heterogeneity in the Quality for Housing

Author

Abstract

A central challenge in estimating models with heterogeneous housing is separating quality from price. We provide a new method for estimating hedonic functions for rental rates and housing values treating housing quality as unobserved by the econo- metrician. Our method also deals with the problem that rental prices and housing values are partially latent showing that the rent-to-value ratio is non-parameterically identified. We, thus provide an integrated treatment of non-linear pricing rental and asset markets. Our new method can be used to gain some new insights into the causes and effects of the recent housing market crisis in the U.S. Our main application focuses on the housing markets of Miami (Fl) which experienced an average real appreciation of housing values of 65 percent during the period from 2002 to 2007. Our findings are broadly consistent with the view that changes in credit market conditions for low income houses together with changes in investor expectations about future housing prices may have accounted for the large run-up in housing values.

Suggested Citation

  • Dennis Epple & Luis Quintero & Holger Sieg, "undated". "Estimating Hedonic Functions for Rents and Values in the Presence of Unobserved Heterogeneity in the Quality for Housing," GSIA Working Papers 2013-E26, Carnegie Mellon University, Tepper School of Business.
  • Handle: RePEc:cmu:gsiawp:388859950
    as

    Download full text from publisher

    File URL: http://www.stanford.edu/group/SITE/SITE_2013/2013_segment_3/2013_segment3_papers/sieg.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Nechyba, Thomas J, 1997. "Local Property and State Income Taxes: The Role of Interjurisdictional Competition and Collusion," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 351-384, April.
    3. Patrick Bajari & C. Lanier Benkard, 2005. "Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach," Journal of Political Economy, University of Chicago Press, vol. 113(6), pages 1239-1276, December.
    4. Thomas J. Nechyba, 2000. "Mobility, Targeting, and Private-School Vouchers," American Economic Review, American Economic Association, vol. 90(1), pages 130-146, March.
    5. Sommer, Kamila & Sullivan, Paul & Verbrugge, Randal, 2013. "The equilibrium effect of fundamentals on house prices and rents," Journal of Monetary Economics, Elsevier, vol. 60(7), pages 854-870.
    6. Poterba, James M, 1992. "Taxation and Housing: Old Questions, New Answers," American Economic Review, American Economic Association, vol. 82(2), pages 237-242, May.
    7. James M. Poterba, 1984. "Tax Subsidies to Owner-Occupied Housing: An Asset-Market Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 99(4), pages 729-752.
    8. Edward L. Glaeser & Joseph Gyourko, 2005. "Urban Decline and Durable Housing," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 345-375, April.
    9. Vernon Henderson & Anthony Venables, 2009. "Dynamics of city formation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(2), pages 233-254, April.
    10. 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.
    11. Dunz, Karl, 1989. "Some comments on majority rule equilibria in local public good economies," Journal of Economic Theory, Elsevier, vol. 47(1), pages 228-234, February.
    12. Steven Berry & Ariel Pakes, 2007. "The Pure Characteristics Demand Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1193-1225, November.
    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. repec:spo:wpmain:info:hdl:2441/4dp533k0lq8dgrbgue1eid6mk1 is not listed on IDEAS
    2. Jonathan Halket & Lars Nesheim & Florian Oswald, 2015. "The housing stock, housing prices, and user costs," Sciences Po Economics Publications (main) hal-03393224, HAL.
    3. Jonathan Halket & Lars Nesheim & Florian Oswald, 2020. "The Housing Stock, Housing Prices, And User Costs: The Roles Of Location, Structure, And Unobserved Quality," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(4), pages 1777-1814, November.
    4. Jonathan Halket & Lars Nesheim & Florian Oswald, 2015. "A Selection Model of Hedonic House Values and Rents," ERSA conference papers ersa15p932, European Regional Science Association.

    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. Luis Eduardo Quintero, 2014. "Housing Consumption and Prices in a Unified Metropolitan Market with Heterogeneous Preferences," 2014 Papers pqu53, Job Market Papers.
    2. Nicolai V. Kuminoff & V. Kerry Smith & Christopher Timmins, 2010. "The New Economics of Equilibrium Sorting and its Transformational Role for Policy Evaluation," NBER Working Papers 16349, National Bureau of Economic Research, Inc.
    3. Edward L. Glaeser & Jesse M. Shapiro, 2003. "The Benefits of the Home Mortgage Interest Deduction," NBER Chapters, in: Tax Policy and the Economy, Volume 17, pages 37-82, National Bureau of Economic Research, Inc.
    4. Bishop, Kelly C. & Timmins, Christopher, 2019. "Estimating the marginal willingness to pay function without instrumental variables," Journal of Urban Economics, Elsevier, vol. 109(C), pages 66-83.
    5. Calabrese, Stephen & Epple, Dennis & Romer, Thomas & Sieg, Holger, 2006. "Local public good provision: Voting, peer effects, and mobility," Journal of Public Economics, Elsevier, vol. 90(6-7), pages 959-981, August.
    6. 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.
    7. Suqin Ge & João Macieira, 2024. "Unobserved Worker Quality and Inter‐Industry Wage Differentials," Journal of Industrial Economics, Wiley Blackwell, vol. 72(1), pages 459-515, March.
    8. Ko, Kate, 2009. "Home Prices and Urban Corridors," 50th Annual Transportation Research Forum, Portland, Oregon, March 16-18, 2009 207607, Transportation Research Forum.
    9. 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.
    10. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," Journal of Political Economy, University of Chicago Press, vol. 115(4), pages 588-638, August.
    11. Christian Almer & Stefan Boes & Stephan Nüesch, 2017. "Adjustments in the housing market after an environmental shock: evidence from a large-scale change in aircraft noise exposure," Oxford Economic Papers, Oxford University Press, vol. 69(4), pages 918-938.
    12. Smith, V. Kerry & van Houtven, George & Pattanayak, Subhrendu K., 1999. "Benefit Transfer as Preference Calibration," Discussion Papers 10607, Resources for the Future.
    13. 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.
    14. Deller, Timo Andreas, 2025. "Exploring discrepancies in energy performance certificates: Analyzing energy efficiency premiums for buildings based on theoretical energy requirements versus actual energy consumption," Junior Management Science (JUMS), Junior Management Science e. V., vol. 10(2), pages 522-560.
    15. Wolf, David & Klaiber, H. Allen & Gopalakrishnan, Sathya, 2022. "Beyond marginal: Estimating the demand for water quality," Resource and Energy Economics, Elsevier, vol. 68(C).
    16. Panduro, Toke Emil & Jensen, Cathrine Ulla & Lundhede, Thomas Hedemark & von Graevenitz, Kathrine & Thorsen, Bo Jellesmark, 2018. "Eliciting preferences for urban parks," Regional Science and Urban Economics, Elsevier, vol. 73(C), pages 127-142.
    17. Dennis Epple & Brett Gordon & Holger Sieg, 2010. "Drs. Muth And Mills Meet Dr. Tiebout: Integrating Location‐Specific Amenities Into Multi‐Community Equilibrium Models," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 381-400, February.
    18. Jonathan Levav & Mark Heitmann & Andreas Herrmann & Sheena S. Iyengar, 2010. "Order in Product Customization Decisions: Evidence from Field Experiments," Journal of Political Economy, University of Chicago Press, vol. 118(2), pages 274-299, April.
    19. Victor Chernozhukov & Alfred Galichon & Marc Henry & Brendan Pass, 2021. "Identification of Hedonic Equilibrium and Nonseparable Simultaneous Equations," Journal of Political Economy, University of Chicago Press, vol. 129(3), pages 842-870.
    20. H. Spencer Banzhaf, 2020. "Panel Data Hedonics: Rosen'S First Stage As A “Sufficient Statistic”," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(2), pages 973-1000, May.

    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:cmu:gsiawp:388859950. 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: Steve Spear (email available below). General contact details of provider: https://www.cmu.edu/tepper .

    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.