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Nonparametric Identification and Estimation of Nonadditive Hedonic Models

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  • James J. Heckman
  • Rosa L. Matzkin
  • Lars Nesheim

Abstract

This paper studies the identification and estimation of preferences and technologies in equilibrium hedonic models. In it, we identify nonparametric structural relationships with nonadditive heterogeneity. We determine what features of hedonic models can be identified from equilibrium observations in a single market under weak assumptions about the available information. We then consider use of additional information about structural functions and heterogeneity distributions. Separability conditions facilitate identification of consumer marginal utility and firm marginal product functions. We also consider how identification is facilitated using multimarket data. Copyright 2010 The Econometric Society.

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Bibliographic Info

Article provided by Econometric Society in its journal Econometrica.

Volume (Year): 78 (2010)
Issue (Month): 5 (09)
Pages: 1569-1591

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Handle: RePEc:ecm:emetrp:v:78:y:2010:i:5:p:1569-1591

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  1. Kahn, Shulamit & Lang, Kevin, 1988. "Efficient Estimation of Structural Hedonic Systems," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 29(1), pages 157-66, February.
  2. Lewbel, Arthur, 1989. "Identification and Estimation of Equivalence Scales under Weak Separability," Review of Economic Studies, Wiley Blackwell, vol. 56(2), pages 311-16, April.
  3. 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..
  4. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 70 Elsevier.
  5. Kanemoto, Yoshitsugu, 1988. "Hedonic Prices and the Benefits of Public Projects," Econometrica, Econometric Society, vol. 56(4), pages 981-89, July.
  6. 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.
  7. Ivar Ekeland & James J. Heckman & Lars P. Nesheim, 2003. "Identification and Estimation of Hedonic Models," NBER Working Papers 9910, National Bureau of Economic Research, Inc.
  8. 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.
  9. Rosa L. Matzkin, 2008. "Identification in Nonparametric Simultaneous Equations Models," Econometrica, Econometric Society, vol. 76(5), pages 945-978, 09.
  10. 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.
  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.
  12. 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.
  13. Pierre-André Chiappori & Robert McCann & Lars Nesheim, 2010. "Hedonic price equilibria, stable matching, and optimal transport: equivalence, topology, and uniqueness," Economic Theory, Springer, vol. 42(2), pages 317-354, February.
  14. Rosa L. Matzkin, 1999. "Nonparametric Estimation of Nonadditive Random Functions," Working Papers 38, Universidad de San Andres, Departamento de Economia, revised Sep 2001.
  15. Matzkin, Rosa L., 2007. "Nonparametric identification," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 73 Elsevier.
  16. Rachel Griffith & Lars Nesheim, 2008. "Household willingness to pay for organic products," CeMMAP working papers CWP18/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  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. Leeth, John D & Ruser, John, 2003. " Compensating Wage Differentials for Fatal and Nonfatal Injury Risk by Gender and Race," Journal of Risk and Uncertainty, Springer, vol. 27(3), pages 257-77, December.
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Citations

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Cited by:
  1. Arnaud Dupuy & Alfred Galicho & Marc Henry, 2014. "Entropy methods for identifying hedonic models," Working Papers 2014/21, Maastricht School of Management.
  2. Rachel Griffith & Lars Nesheim, 2010. "Estimating households' willingness to pay," CeMMAP working papers CWP24/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  3. Muehlenbachs, Lucija & Spiller, Elisheba & Timmins, Christopher, . "The Housing Market Impacts of Shale Gas Development," Discussion Papers dp-13-39-rev, Resources For the Future.
  4. Yao Luo, 2011. "Nonlinear Pricing with Product Customization in Mobile Service Industry," Working Papers 11-28, NET Institute.
  5. Taisuke Otsu & Luke Taylor, 2014. "Estimation of Nonseparable Models with Censored Dependent Variables and Endogenous Regressors," STICERD - Econometrics Paper Series /2014/575, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
  6. Tumen, Semih, 2012. "Fertility decisions and endogenous residential sorting," Regional Science and Urban Economics, Elsevier, vol. 42(1-2), pages 78-87.
  7. Vickner, Steven S., 2012. "Measuring the Value of Convenience: A Hedonic Pricing Model Approach in the Market for Breakfast Sausages," 2012 Annual Meeting, August 12-14, 2012, Seattle, Washington 124902, Agricultural and Applied Economics Association.
  8. Arnaud Dupuy, 2012. "Sorting on Skills and Preferences: Tinbergen Meets Sattinger," Working Papers 2012/13, Maastricht School of Management.
  9. Frank Limehouse & Robert McCormick, 2011. "Impacts of Central Business District Location: A Hedonic Analysis of Legal Service Establishments," Working Papers 11-21, Center for Economic Studies, U.S. Census Bureau.
  10. Daniel L. McFadden, 2013. "The New Science of Pleasure," NBER Working Papers 18687, National Bureau of Economic Research, Inc.
  11. Daniel J. Henderson & Qi Li & Christopher F. Parmeter, 2013. "Gradient Based Smoothing Parameter Selection for Nonparametric Regression Estimation," Working Papers 2014-01, University of Miami, Department of Economics.
  12. Nguyen-Hoang, Phuong & Yinger, John, 2011. "The capitalization of school quality into house values: A review," Journal of Housing Economics, Elsevier, vol. 20(1), pages 30-48, March.
  13. Wong, Maisy, 2010. "The Relationship between Marginal Willingness-to-Pay in the Hedonic and Discrete Choice Models," MPRA Paper 51218, University Library of Munich, Germany.
  14. Rohlfs, Chris & Sullivan, Ryan & Kniesner, Thomas J., 2013. "Hedonic Estimation under Very General Conditions Using Experimental and Quasi-Experimental Designs," IZA Discussion Papers 7554, Institute for the Study of Labor (IZA).
  15. Lucija Muehlenbachs & Elisheba Spiller & Christopher Timmins, 2014. "The Housing Market Impacts of Shale Gas Development," NBER Working Papers 19796, National Bureau of Economic Research, Inc.

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