Fosgerau, Mogens and Hjort, Katrine and Vincent Lyk-Jensen, Stéphanie (2007): An approach to the estimation of the distribution of marginal valuations from discrete choice data.
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Abstract
Models such as the mixed logit are often used to measure the distribution of the marginal value of a good based on discrete choice panel data. There are however serious specification and identification issues that are rarely addressed. The consequences for results may be dramatic. This paper points out the issues and presents an approach to dealing with them that may be applied under some circumstances. The issues and the approach are illustrated using a dataset designed to measure the value of travel time.
Item Type: | MPRA Paper |
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Institution: | Technical University of Denmark |
Original Title: | An approach to the estimation of the distribution of marginal valuations from discrete choice data |
Language: | English |
Keywords: | Discrete choice; valuation; mixed logit |
Subjects: | C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C35 - Discrete Regression and Qualitative Choice Models ; Discrete Regressors ; Proportions R - Urban, Rural, Regional, Real Estate, and Transportation Economics > R4 - Transportation Economics > R41 - Transportation: Demand, Supply, and Congestion ; Travel Time ; Safety and Accidents ; Transportation Noise C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General Q - Agricultural and Natural Resource Economics ; Environmental and Ecological Economics > Q5 - Environmental Economics > Q51 - Valuation of Environmental Effects |
Item ID: | 3907 |
Depositing User: | Prof. Mogens Fosgerau |
Date Deposited: | 09 Jul 2007 |
Last Modified: | 27 Sep 2019 05:24 |
References: | Bateman, I. J., Carson, R. T., Day, B., Hanemann, M., Hanley, N., Hett, T., Jones-Lee, M., Loomes, G., Mourato, S., zdemiroglu, E., Pearce, D. W., Sugden, R. and Swanson, J. (2002) Economic Valuation with Stated Preference Techniques Edward Elgar Cheltenham,UK. Bateman, I., Munro, A., Rhodes, B., Starmer, C. and Sugden, R. (1997) A Test of the Theory of Reference-Dependent Preferences. The Quarterly Journal of Economics 112(2), 479-505. Bierens, H. J. (2007) Semi-Nonparametric Interval-Censored Mixed Proportional Hazard Models: Identification and Consistency Results. Econometric Theory Forthcoming. Bierlaire, M. (2003) BIOGEME: a free package for the estimation of discrete choice models. Proceedings of the 3rd Swiss Transport Research Conference Monte Verit, Ascona, Switzerland. Bierlaire, M. (2005) An introduction to Biogeme www.ep.ch/biogeme. Cameron, T. A. (1988) A New Paradigm for Valuing Non-Market Goods using Referendum Data: Maximum Likelihood Estimation by Censored Logistic Regression. Journal of Environmental Economics and Management 15, 335-379. Cameron, T. A. and James, M. D. (1987) Efficient Estimation Methods for "Closed-Ended" Contingent Valuation Surveys. Review of Economics and Statistics 69(2), 269-276. De Borger, B. and Fosgerau, M. (2006) Another test of the theory of reference-dependent preferences: the trade-off between money and time. Working paper. Fosgerau, M. (2006) Investigating the distribution of the value of travel time savings Transportation Research Part B: Methodological 40(8), 688-707. Fosgerau, M. (2007) Using nonparametrics to specify a model to measure the value of travel time Transportation Research Part A: Policy and Practice Forthcoming. Fosgerau, M. and Bierlaire, M. (2007) A practical test for the choice of mixing distribution in discrete choice models. Transportation Research Part B: Methodological, Volume 41, Issue 7, August 2007, Pages 784-794. Fosgerau, M., Hjort, K. and Lyk-Jensen, S. V. (2007) The Danish Value of Time Study - Final Report www.dtf.dk. Fosgerau, M. and Nielsen, S. F. (2005) Deconvoluting preferences and errors: a semi-nonparametric model for binomial data. Econometric Society European Meeting 2006 . Gunn, H. (2000) An Introduction to the Valuation of Travel-Time Savings and Losses. Handbook of Transport Modelling Elsevier Science Ltd. chapter 26. Hess, S., Rose, J. and Hensher, D. (2007) Asymmetrical Preference Formation in Willingness to Pay Estimates in Discrete Choice Models. Working Paper ITLS-WP-06-12. Kahneman, D. and Tversky, A. (1979) Prospect Theory: An Analysis of Decision under Risk Econometrica 47(2), 263-292. Lewbel, A., Linton, O. and McFadden, D. (2002) Estimating features of a distribution from binomial data. unpublished work. McFadden, D. and Train, K. (2000) Mixed MNL Models for discrete response. Journal of Applied Econometrics 15, 447-470. Train, K. (2003) Discrete Choice Methods with Simulation. Cambridge University Press Cambridge, MA. Train, K. and Weeks, M. (2004) Discrete Choice Models in Preference Space and Willingness-to-Pay Space, in A. Alberini and R. Scarpa (eds), Applications of Simulation Methods in Environmental Resource Economics, Kluwer Academic Publishers. Tversky, A. and Kahneman, D. (1991) Loss Aversion in Riskless Choice: A Reference-Dependent Model. The Quarterly Journal of Economics 106(4), 1039-1061. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/3907 |