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

Author

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  • 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 of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp7554
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    1. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    2. 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.
    3. 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, President and Fellows of Harvard College, vol. 121(4), pages 1311-1346.
    4. 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.
    5. 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, President and Fellows of Harvard College, vol. 121(2), pages 747-782.
    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. 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.
    8. Daniel S. Hamermesh, 1999. "Changing Inequality in Markets for Workplace Amenities," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1085-1123.
    9. 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.
    10. Daniel M. G. Raff & Manuel Trajtenberg, 1996. "Quality-Adjusted Prices for the American Automobile Industry: 1906-1940," NBER Chapters, in: The Economics of New Goods, pages 71-108, National Bureau of Economic Research, Inc.
    11. 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.
    12. 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.
    13. 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, President and Fellows of Harvard College, vol. 120(1), pages 87-130.
    14. 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.
    15. Jones, Larry E, 1984. "A Competitive Model of Commodity Differentiation," Econometrica, Econometric Society, vol. 52(2), pages 507-530, March.
    16. 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.
    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. 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.
    19. 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.
    20. 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.
    21. repec:dau:papers:123456789/6486 is not listed on IDEAS
    22. 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.
    23. Weichselbaumer, Doris, 2003. "Sexual orientation discrimination in hiring," Labour Economics, Elsevier, vol. 10(6), pages 629-642, December.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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..
    29. Racine, Jeffrey S., 2008. "Nonparametric Econometrics: A Primer," Foundations and Trends(R) in Econometrics, now publishers, vol. 3(1), pages 1-88, March.
    30. 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.
    31. 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.
    32. 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(3), pages 1-37, August.
    33. 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.
    34. P. C. Cheshire & E. S. Mills (ed.), 1999. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 3, number 3.
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. Christopher F. Parmeter & Jaren C. Pope, 2013. "Quasi-experiments and hedonic property value methods," Chapters, in: John A. List & Michael K. Price (ed.), Handbook on Experimental Economics and the Environment, chapter 1, pages 3-66, Edward Elgar Publishing.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. Tomas Philipson & Larry V. Hedges, 1998. "Subject Evaluation in Social Experiments," Econometrica, Econometric Society, vol. 66(2), pages 381-408, March.
    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. 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.
    47. 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.
    48. 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.
    49. 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.
    50. 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.
    51. 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.
    52. Brent R. Moulton, 2001. "The Expanding Role of Hedonic Methods in the Official Statistics of the United States," BEA Papers 0018, Bureau of Economic Analysis.
    53. 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.
    54. 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.
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    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.

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    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;
    All these keywords.

    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

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