IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/21485.html
   My bibliography  Save this paper

Panel Data Hedonics: Rosen's First Stage as a "Sufficient Statistic"

Author

Listed:
  • H. Spencer Banzhaf

Abstract

Traditional cross-sectional estimates of hedonic price functions can recover marginal willingness to pay for characteristics, but face endogeneity problems for estimating non-marginal welfare measures. I show that when panel data on household demands are available, one can construct a second-order approximation to non-marginal welfare measures using only the first-stage marginal prices. With repeated cross sections of product prices, the measure can be set identified or, under a single-crossing restriction, point identified. Bounds also can be constructed when there are mobility costs. Finally, a variant remains valid when individual preferences shift over time.

Suggested Citation

  • H. Spencer Banzhaf, 2015. "Panel Data Hedonics: Rosen's First Stage as a "Sufficient Statistic"," NBER Working Papers 21485, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:21485
    Note: EEE PE
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w21485.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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 60-109, February.
    2. Aaron S. Edlin & Chris Shannon, 1998. "Strict Single Crossing and the Strict Spence-Mirrlees Condition: A Comment on Monotone Comparative Statics," Econometrica, Econometric Society, vol. 66(6), pages 1417-1426, November.
    3. Bruno Crépon & Esther Duflo & Marc Gurgand & Roland Rathelot & Philippe Zamora, 2013. "Do Labor Market Policies have Displacement Effects? Evidence from a Clustered Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 531-580.
    4. Ross B. Emmett (ed.), 2010. "The Elgar Companion to the Chicago School of Economics," Books, Edward Elgar Publishing, number 2591.
    5. Dennis Epple & Holger Sieg, 1999. "Estimating Equilibrium Models of Local Jurisdictions," Journal of Political Economy, University of Chicago Press, vol. 107(4), pages 645-681, August.
    6. Pierre-André Chiappori & Robert McCann & Lars Nesheim, 2010. "Hedonic price equilibria, stable matching, and optimal transport: equivalence, topology, and uniqueness," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 42(2), pages 317-354, February.
    7. Spencer Banzhaf, H., 2005. "Green price indices," Journal of Environmental Economics and Management, Elsevier, vol. 49(2), pages 262-280, March.
    8. Griffith, Rachel & Nesheim, Lars, 2013. "Hedonic methods for baskets of goods," Economics Letters, Elsevier, vol. 120(2), pages 284-287.
    9. Kelly C. Bishop & Alvin D. Murphy, 2019. "Valuing Time-Varying Attributes Using the Hedonic Model: When Is a Dynamic Approach Necessary?," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 134-145, March.
    10. Raj Chetty, 2009. "Sufficient Statistics for Welfare Analysis: A Bridge Between Structural and Reduced-Form Methods," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 451-488, May.
    11. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    12. Timmins, Christopher, 2006. "Estimating spatial differences in the Brazilian cost of living with household location choices," Journal of Development Economics, Elsevier, vol. 80(1), pages 59-83, June.
    13. Patrick Bayer & Robert McMillan & Alvin Murphy & Christopher Timmins, 2011. "A Dynamic Model of Demand for Houses and Neighborhoods," NBER Working Papers 17250, National Bureau of Economic Research, Inc.
    14. 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.
    15. Holger Sieg & V. Kerry Smith & H. Spencer Banzhaf & Randy Walsh, 2004. "Estimating The General Equilibrium Benefits Of Large Changes In Spatially Delineated Public Goods," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(4), pages 1047-1077, November.
    16. 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.
    17. 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.
    18. repec:dau:papers:123456789/6486 is not listed on IDEAS
    19. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
    20. Kelly C. Bishop & Christopher Timmins, 2018. "Using Panel Data to Easily Estimate Hedonic Demand Functions," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(3), pages 517-543.
    21. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    22. Nicolai V. Kuminoff & V. Kerry Smith & Christopher Timmins, 2013. "The New Economics of Equilibrium Sorting and Policy Evaluation Using Housing Markets," Journal of Economic Literature, American Economic Association, vol. 51(4), pages 1007-1062, December.
    23. 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..
    24. James J. Heckman, 2010. "Building Bridges between Structural and Program Evaluation Approaches to Evaluating Policy," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 356-398, June.
    25. Kuminoff, Nicolai V. & Pope, Jaren C., 2012. "A novel approach to identifying hedonic demand parameters," Economics Letters, Elsevier, vol. 116(3), pages 374-376.
    26. H. Spencer Banzhaf, 2010. "The Chicago School of Welfare Economics," Chapters, in: Ross B. Emmett (ed.), The Elgar Companion to the Chicago School of Economics, chapter 5, Edward Elgar Publishing.
    27. Robert C. Lind, 1973. "Spatial Equilibrium, the Theory of Rents, and the Measurement of Benefits from Public Programs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(2), pages 188-207.
    28. 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.
    29. Bayer, Patrick & Casey, Marcus & Ferreira, Fernando & McMillan, Robert, 2017. "Racial and ethnic price differentials in the housing market," Journal of Urban Economics, Elsevier, vol. 102(C), pages 91-105.
    30. Fisher, Franklin M. & Shell, Karl, 1972. "The Economic Theory of Price Indices," Elsevier Monographs, Elsevier, edition 1, number 9780122577505 edited by Shell, Karl.
    31. K. G. Mäler & J. R. Vincent (ed.), 2005. "Handbook of Environmental Economics," Handbook of Environmental Economics, Elsevier, edition 1, volume 3, number 3.
    32. Palmquist, Raymond B, 1984. "Estimating the Demand for the Characteristics of Housing," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 394-404, August.
    33. Stapleford, Thomas A., 2011. "Aftershocks From A Revolution: Ordinal Utility And Cost-Of-Living Indexes," Journal of the History of Economic Thought, Cambridge University Press, vol. 33(2), pages 187-222, June.
    34. Starrett, David A, 1981. "Land Value Capitalization in Local Public Finance," Journal of Political Economy, University of Chicago Press, vol. 89(2), pages 306-327, April.
    35. Timothy J. Bartik, 2008. "Measuring the Benefits of Amenity Improvements in Hedonic Price Models," Book chapters authored by Upjohn Institute researchers, in: Richard E. Just & Darrell L. Hueth & Andrew Schmitz (ed.),Applied Welfare Economics, pages 643-654, W.E. Upjohn Institute for Employment Research.
    36. von Haefen, Roger H., 2007. "Empirical strategies for incorporating weak complementarity into consumer demand models," Journal of Environmental Economics and Management, Elsevier, vol. 54(1), pages 15-31, July.
    37. Janet Currie & Lucas Davis & Michael Greenstone & Reed Walker, 2015. "Environmental Health Risks and Housing Values: Evidence from 1,600 Toxic Plant Openings and Closings," American Economic Review, American Economic Association, vol. 105(2), pages 678-709, February.
    38. Harberger, Arnold C, 1971. "Three Basic Postulates for Applied Welfare Economics: An Interpretive Essay," Journal of Economic Literature, American Economic Association, vol. 9(3), pages 785-797, September.
    39. Lucas W. Davis, 2011. "The Effect of Power Plants on Local Housing Values and Rents," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1391-1402, November.
    40. 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.
    41. Patrick Bayer & Marcus D. Casey & Fernando Ferreira & Robert McMillan, 2012. "Price Discrimination in the Housing Market," Working Papers 12-10, Duke University, Department of Economics.
    42. Dennis Epple & Michael Peress & Holger Sieg, 2010. "Identification and Semiparametric Estimation of Equilibrium Models of Local Jurisdictions," American Economic Journal: Microeconomics, American Economic Association, vol. 2(4), pages 195-220, November.
    43. Patrick Bayer & Robert McMillan & Alvin Murphy & Christopher Timmins, 2016. "A Dynamic Model of Demand for Houses and Neighborhoods," Econometrica, Econometric Society, vol. 84, pages 893-942, May.
    44. Lucas W. Davis, 2004. "The Effect of Health Risk on Housing Values: Evidence from a Cancer Cluster," American Economic Review, American Economic Association, vol. 94(5), pages 1693-1704, December.
    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. Evan Herrnstadt & Richard L. Sweeney, 2017. "What Lies Beneath: Pipeline Awareness and Aversion," NBER Working Papers 23858, National Bureau of Economic Research, Inc.
    2. David A Keiser & Joseph S Shapiro, 2019. "Consequences of the Clean Water Act and the Demand for Water Quality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 349-396.
    3. Kawaguchi, Daiji & Yukutake, Norifumi, 2017. "Estimating the residential land damage of the Fukushima nuclear accident," Journal of Urban Economics, Elsevier, vol. 99(C), pages 148-160.
    4. Dundas, Steven J., 2017. "Benefits and ancillary costs of natural infrastructure: Evidence from the New Jersey coast," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 62-80.
    5. David A. Keiser & Joseph K. Shapiro, 2018. "Consequences of the Clean Water Act and the Demand for Water Quality," Center for Agricultural and Rural Development (CARD) Publications 17-wp571, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    6. Andreyeva, Elena & Patrick, Carlianne, 2017. "Paying for priority in school choice: Capitalization effects of charter school admission zones," Journal of Urban Economics, Elsevier, vol. 100(C), pages 19-32.
    7. 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.
    8. Beltrán, Allan & Maddison, David & Elliott, Robert, 2019. "The impact of flooding on property prices: A repeat-sales approach," Journal of Environmental Economics and Management, Elsevier, vol. 95(C), pages 62-86.
    9. Wong, Maisy, 2018. "A tractable approach to compare the hedonic and discrete choice frameworks," Journal of Housing Economics, Elsevier, vol. 41(C), pages 135-141.
    10. Albouy, David & Christensen, Peter & Sarmiento-Barbieri, Ignacio, 2020. "Unlocking amenities: Estimating public good complementarity," Journal of Public Economics, Elsevier, vol. 182(C).

    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. H. Spencer Banzhaf, 2021. "Difference-in-Differences Hedonics," Journal of Political Economy, University of Chicago Press, vol. 129(8), pages 2385-2414.
    2. Nicolai V. Kuminoff & Jaren C. Pope, 2014. "Do “Capitalization Effects” For Public Goods Reveal The Public'S Willingness To Pay?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 55(4), pages 1227-1250, November.
    3. 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.
    4. Nicolai V. Kuminoff & V. Kerry Smith & Christopher Timmins, 2013. "The New Economics of Equilibrium Sorting and Policy Evaluation Using Housing Markets," Journal of Economic Literature, American Economic Association, vol. 51(4), pages 1007-1062, December.
    5. Wolf, David & Klaiber, H. Allen & Gopalakrishnan, Sathya, 2022. "Beyond marginal: Estimating the demand for water quality," Resource and Energy Economics, Elsevier, vol. 68(C).
    6. Lucija Muehlenbachs & Elisheba Spiller & Christopher Timmins, 2015. "The Housing Market Impacts of Shale Gas Development," American Economic Review, American Economic Association, vol. 105(12), pages 3633-3659, December.
    7. 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.
    8. 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.
    9. Zhang, Congwen & Boyle, Kevin J. & Kuminoff, Nicolai V., 2015. "Partial identification of amenity demand functions," Journal of Environmental Economics and Management, Elsevier, vol. 71(C), pages 180-197.
    10. Kelly C. Bishop & Christopher Timmins, 2011. "Hedonic Prices and Implicit Markets: Estimating Marginal Willingness to Pay for Differentiated Products Without Instrumental Variables," NBER Working Papers 17611, National Bureau of Economic Research, Inc.
    11. 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.
    12. Kent F. Kovacs & Shelby Rider, 2022. "Estimating the Demand for In Situ Groundwater for Climate Resilience: The Case of the Mississippi River Alluvial Aquifer in Arkansas," NBER Chapters, in: American Agriculture, Water Resources, and Climate Change, pages 367-381, National Bureau of Economic Research, Inc.
    13. Kahn, Matthew E. & Walsh, Randall, 2015. "Cities and the Environment," 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 405-465, Elsevier.
    14. Yinger, John, 2015. "Hedonic markets and sorting equilibria: Bid-function envelopes for public services and neighborhood amenities," Journal of Urban Economics, Elsevier, vol. 86(C), pages 9-25.
    15. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    16. Singh, Ruchi, 2019. "Seismic risk and house prices: Evidence from earthquake fault zoning," Regional Science and Urban Economics, Elsevier, vol. 75(C), pages 187-209.
    17. H. Allen Klaiber & V. Kerry Smith, 2010. "Valuing Incremental Highway Capacity in a Network," NBER Working Papers 15989, National Bureau of Economic Research, Inc.
    18. Eriksen, Michael D. & Kniesner, Thomas J. & Rohlfs, Chris & Sullivan, Ryan, 2016. "Toward more general hedonic estimation: Clarifying the roles of alternative experimental designs with an application to a housing attribute," Regional Science and Urban Economics, Elsevier, vol. 57(C), pages 54-62.
    19. Guoying Deng & Manuel A. Hernandez & Shu Xu, 2020. "When Power Plants Leave Town: Environmental Quality and the Housing Market in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 77(4), pages 751-780, December.
    20. Garretsen, Harry & Bosker, Maarten & Marlet, Gerard & van Woerkens, Clemens, 2014. "Nether Lands: Evidence on the price and perception of rare flood disasters," CEPR Discussion Papers 10307, C.E.P.R. Discussion Papers.

    More about this item

    JEL classification:

    • D46 - Microeconomics - - Market Structure, Pricing, and Design - - - Value Theory
    • D61 - Microeconomics - - Welfare Economics - - - Allocative Efficiency; Cost-Benefit Analysis
    • H4 - Public Economics - - Publicly Provided Goods
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • R3 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:21485. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.