IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp7554.html
   My bibliography  Save this paper

Hedonic Estimation under Very General Conditions Using Experimental and Quasi-Experimental Designs

Author

Listed:
  • Rohlfs, Chris

    () (Morgan Stanley)

  • Sullivan, Ryan

    () (Naval Postgraduate School)

  • Kniesner, Thomas J.

    () (Claremont Graduate University)

Abstract

This paper develops a generalized hedonic model in which an exogenous shock to a single product attribute can affect other attributes, the markets for the product's complements and substitutes, and aggregate quantity produced. These factors are shown to be empirically relevant and to cause bias in traditional approaches. Experimental and quasi-experimental estimators of attribute demand are introduced that address these biases, are transparent, and are straightforward to implement. One of these estimators is applied to measure the marginal military recruit's valuation of educational benefits, which is found to range across packages from -$0.024 to +$0.467 per dollar of benefits.

Suggested Citation

  • 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).
  • Handle: RePEc:iza:izadps:dp7554
    as

    Download full text from publisher

    File URL: http://ftp.iza.org/dp7554.pdf
    Download Restriction: no

    References listed on IDEAS

    as
    1. Jeffrey R. Kling & Jens Ludwig & Lawrence F. Katz, 2005. "Neighborhood Effects on Crime for Female and Male Youth: Evidence from a Randomized Housing Voucher Experiment," The Quarterly Journal of Economics, Oxford University Press, vol. 120(1), pages 87-130.
    2. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, Oxford University Press, vol. 114(2), pages 577-599.
    3. Zhao, Bo & Ondrich, Jan & Yinger, John, 2006. "Why do real estate brokers continue to discriminate? Evidence from the 2000 Housing Discrimination Study," Journal of Urban Economics, Elsevier, vol. 59(3), pages 394-419, May.
    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 60-109, February.
    5. H. Allen Klaiber & V. Kerry Smith, 2009. "Evaluating Rubin's Causal Model for Measuring the Capitalization of Environmental Amenities," NBER Working Papers 14957, National Bureau of Economic Research, Inc.
    6. Kiesel Kristin & Villas-Boas Sofia B, 2007. "Got Organic Milk? Consumer Valuations of Milk Labels after the Implementation of the USDA Organic Seal," Journal of Agricultural & Food Industrial Organization, De Gruyter, vol. 5(1), pages 1-40, April.
    7. James J. Heckman & Rosa L. Matzkin & Lars Nesheim, 2010. "Nonparametric Identification and Estimation of Nonadditive Hedonic Models," Econometrica, Econometric Society, vol. 78(5), pages 1569-1591, September.
    8. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-277, June.
    9. Esther Duflo & William Gale & Jeffrey Liebman & Peter Orszag & Emmanuel Saez, 2006. "Saving Incentives for Low- and Middle-Income Families: Evidence from a Field Experiment with H&R Block," The Quarterly Journal of Economics, Oxford University Press, vol. 121(4), pages 1311-1346.
    10. Glenn W. Harrison & Morten I. Lau & Melonie B. Williams, 2002. "Estimating Individual Discount Rates in Denmark: A Field Experiment," American Economic Review, American Economic Association, vol. 92(5), pages 1606-1617, December.
    11. Bengt Kristrom, 1990. "A Non-Parametric Approach to the Estimation of Welfare Measures in Discrete Response Valuation Studies," Land Economics, University of Wisconsin Press, vol. 66(2), pages 135-139.
    12. 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.
    13. Craig E. Landry & Andreas Lange & John A. List & Michael K. Price & Nicholas G. Rupp, 2006. "Toward an Understanding of the Economics of Charity: Evidence from a Field Experiment," The Quarterly Journal of Economics, Oxford University Press, vol. 121(2), pages 747-782.
    14. Viscusi, W Kip, 1993. "The Value of Risks to Life and Health," Journal of Economic Literature, American Economic Association, vol. 31(4), pages 1912-1946, December.
    15. Christopher F. Parmeter & Jaren C. Pope, 2013. "Quasi-experiments and hedonic property value methods," Chapters,in: Handbook on Experimental Economics and the Environment, chapter 1, pages 3-66 Edward Elgar Publishing.
    16. Woodbury, Stephen A & Spiegelman, Robert G, 1987. "Bonuses to Workers and Employers to Reduce Unemployment: Randomized Trials in Illinois," American Economic Review, American Economic Association, vol. 77(4), pages 513-530, September.
    17. Daniel S. Hamermesh, 1999. "Changing Inequality in Markets for Workplace Amenities," The Quarterly Journal of Economics, Oxford University Press, vol. 114(4), pages 1085-1123.
    18. Chris Rohlfs & Ryan Sullivan & Thomas Kniesner, 2015. "New Estimates of the Value of a Statistical Life Using Air Bag Regulations as a Quasi-experiment," American Economic Journal: Economic Policy, American Economic Association, vol. 7(1), pages 331-359, February.
    19. Li, Qi & Racine, Jeffrey S, 2008. "Nonparametric Estimation of Conditional CDF and Quantile Functions With Mixed Categorical and Continuous Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 423-434.
    20. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    21. Dean Karlan & John A. List, 2007. "Does Price Matter in Charitable Giving? Evidence from a Large-Scale Natural Field Experiment," American Economic Review, American Economic Association, vol. 97(5), pages 1774-1793, December.
    22. 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.
    23. Crooker, John R. & Herriges, Joseph A., 2004. "Parametric and Semi-Nonparametric Estimation of Willingness-To-Pay in a Contingent Valuation Framework," Staff General Research Papers Archive 11156, Iowa State University, Department of Economics.
    24. Susan Athey & Guido W. Imbens, 2007. "Discrete Choice Models With Multiple Unobserved Choice Characteristics," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1159-1192, November.
    25. Jonah B. Gelbach, 2004. "Migration, the Life Cycle, and State Benefits: How Low Is the Bottom?," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 1091-1130, October.
    26. 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..
    27. Carrington, William J, 1996. "The Alaskan Labor Market during the Pipeline Era," Journal of Political Economy, University of Chicago Press, vol. 104(1), pages 186-218, February.
    28. Weichselbaumer, Doris, 2003. "Sexual orientation discrimination in hiring," Labour Economics, Elsevier, vol. 10(6), pages 629-642, December.
    29. Lewbel, Arthur, 2000. "Semiparametric qualitative response model estimation with unknown heteroscedasticity or instrumental variables," Journal of Econometrics, Elsevier, vol. 97(1), pages 145-177, July.
    30. Susan M. Dynarski, 2003. "Does Aid Matter? Measuring the Effect of Student Aid on College Attendance and Completion," American Economic Review, American Economic Association, vol. 93(1), pages 279-288, March.
    31. Thomas Lemieux & David Card, 2001. "Going to College to Avoid the Draft: The Unintended Legacy of the Vietnam War," American Economic Review, American Economic Association, vol. 91(2), pages 97-102, May.
    32. Racine, Jeffrey S., 2008. "Nonparametric Econometrics: A Primer," Foundations and Trends(R) in Econometrics, now publishers, vol. 3(1), pages 1-88, March.
    33. Ostroy, Joseph M., 1984. "On the existence of walrasian equilibrium in large-square economies," Journal of Mathematical Economics, Elsevier, vol. 13(2), pages 143-163, October.
    34. Tomas Philipson & Larry V. Hedges, 1998. "Subject Evaluation in Social Experiments," Econometrica, Econometric Society, vol. 66(2), pages 381-408, March.
    35. Jones, Larry E, 1984. "A Competitive Model of Commodity Differentiation," Econometrica, Econometric Society, vol. 52(2), pages 507-530, March.
    36. Rohlfs Chris, 2012. "The Economic Cost of Conscription and an Upper Bound on the Value of a Statistical Life: Hedonic Estimates from Two Margins of Response to the Vietnam Draft," Journal of Benefit-Cost Analysis, De Gruyter, vol. 3(3), pages 1-37, August.
    37. James M. Sallee, 2011. "The Surprising Incidence of Tax Credits for the Toyota Prius," American Economic Journal: Economic Policy, American Economic Association, vol. 3(2), pages 189-219, May.
    38. W. Kip Viscusi, 1996. "Economic Foundations of the Current Regulatory Reform Efforts," Journal of Economic Perspectives, American Economic Association, vol. 10(3), pages 119-134, Summer.
    39. 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.
    40. Rohlfs, Chris, 2012. "The Economic Cost of Conscription and an Upper Bound on the Value of a Statistical Life: Hedonic Estimates from Two Margins of Response to the Vietnam Draft," Journal of Benefit-Cost Analysis, Cambridge University Press, vol. 3(03), pages 1-37, August.
    41. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    42. 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.
    43. Creel, Michael & Loomis, John, 1997. "Semi-nonparametric Distribution-Free Dichotomous Choice Contingent Valuation," Journal of Environmental Economics and Management, Elsevier, vol. 32(3), pages 341-358, March.
    44. 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.
    45. Saul Pleeter & John T. Warner, 2001. "The Personal Discount Rate: Evidence from Military Downsizing Programs," American Economic Review, American Economic Association, vol. 91(1), pages 33-53, March.
    46. repec:dau:papers:123456789/6486 is not listed on IDEAS
    47. David S. Abrams & Chris Rohlfs, 2011. "Optimal Bail And The Value Of Freedom: Evidence From The Philadelphia Bail Experiment," Economic Inquiry, Western Economic Association International, vol. 49(3), pages 750-770, July.
    48. Kiesel Kristin & Villas-Boas Sofia B, 2007. "Got Organic Milk? Consumer Valuations of Milk Labels after the Implementation of the USDA Organic Seal," Journal of Agricultural & Food Industrial Organization, De Gruyter, vol. 5(1), pages 1-40, April.
    49. McKinnish, Terra, 2007. "Welfare-induced migration at state borders: New evidence from micro-data," Journal of Public Economics, Elsevier, vol. 91(3-4), pages 437-450, April.
    50. John Crooker & Joseph Herriges, 2004. "Parametric and Semi-Nonparametric Estimation of Willingness-to-Pay in the Dichotomous Choice Contingent Valuation Framework," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 27(4), pages 451-480, April.
    51. Clauretie, Terrence M & Neill, Helen R, 2000. "Year-Round School Schedules and Residential Property Values," The Journal of Real Estate Finance and Economics, Springer, vol. 20(3), pages 311-322, May.
    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. Chris Rohlfs & Ryan Sullivan & Thomas Kniesner, 2015. "New Estimates of the Value of a Statistical Life Using Air Bag Regulations as a Quasi-experiment," American Economic Journal: Economic Policy, American Economic Association, vol. 7(1), pages 331-359, February.

    More about this item

    Keywords

    generalized; heterogeneous goods; amenity; attribute demand; marginal willingness to pay; quasi-experiment; experiment; identification; discrete choice; hedonic; endogenous attributes; complement; substitute;

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • D61 - Microeconomics - - Welfare Economics - - - Allocative Efficiency; Cost-Benefit Analysis
    • C9 - Mathematical and Quantitative Methods - - Design of Experiments

    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:iza:izadps:dp7554. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Mark Fallak). General contact details of provider: http://www.iza.org .

    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 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.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.