Nonparametric estimation of a heterogeneous demand function under the Slutsky inequality restriction
Economic theory rarely provides a parametric specification for a model, but it often provides shape restrictions. We consider nonparametric estimation of the heterogeneous demand for gasoline in the U.S. subject to the Slutsky inequality restriction of consumer choice theory. We derive conditions under which the demand function can be estimated consistently by nonparametric quantile regression subject to the Slutsky restriction. The estimated function reveals systematic variation in price responsiveness across the income distribution. A new method for estimating quantile instrumental variables models is also developed to allow for the endogeneity of prices. In our application, shape-constrained quantile IV estimates show similar patterns of demand as shape-constrained estimates under exogeneity. The results illustrate the improvements in the finite-sample performance of a nonparametric estimator that can be achieved by imposing shape restrictions based on economic theory.
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- Stefan Hoderlein & Jörg Stoye, 2014.
"Revealed Preferences in a Heterogeneous Population,"
The Review of Economics and Statistics,
MIT Press, vol. 96(2), pages 197-213, May.
- Stefan Hoderlein & Jörg Stoye, 2009. "Revealed Preferences in a Heterogeneous Population," Boston College Working Papers in Economics 745, Boston College Department of Economics.
- Richard Blundell & Joel L. Horowitz & Matthias Parey, 2012.
"Measuring the price responsiveness of gasoline demand: Economic shape restrictions and nonparametric demand estimation,"
Econometric Society, vol. 3(1), pages 29-51, 03.
- Richard Blundell & Joel Horowitz & Matthias Parey, 2011. "Measuring the price responsiveness of gasoline demand: economic shape restrictions and nonparametric demand estimation," CeMMAP working papers CWP24/11, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Manning, Willard G. & Blumberg, Linda & Moulton, Lawrence H., 1995. "The demand for alcohol: The differential response to price," Journal of Health Economics, Elsevier, vol. 14(2), pages 123-148, June.
- Manuel Frondel & Nolan Ritter & Colin Vance, 2010.
"Heterogeneity in the Rebound Eff ect – Further Evidence for Germany,"
Ruhr Economic Papers
0227, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
- Frondel, Manuel & Ritter, Nolan & Vance, Colin, 2012. "Heterogeneity in the rebound effect: Further evidence for Germany," Energy Economics, Elsevier, vol. 34(2), pages 461-467.
- Stefan Hoderlein & Anne Vanhems, 2011. "Welfare analysis using nonseparable models," CeMMAP working papers CWP01/11, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Guido W. Imbens & Whitney K. Newey, 2002.
"Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity,"
NBER Technical Working Papers
0285, National Bureau of Economic Research, Inc.
- Guido W. Imbens & Whitney K. Newey, 2009. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," Econometrica, Econometric Society, vol. 77(5), pages 1481-1512, 09.
- Whitney Newey & Guido Imbens, 2004. "Identification and Estimation of Triangular Simultaneous Equations Models without Additivity," Econometric Society 2004 North American Summer Meetings 594, Econometric Society.
- Richard Blundell, 2005. "Presidential Address: How Revealing Is Revealed Preference?," Journal of the European Economic Association, MIT Press, vol. 3(2-3), pages 211-235, 04/05.
- Mas-Colell, Andreu & Whinston, Michael D. & Green, Jerry R., 1995. "Microeconomic Theory," OUP Catalogue, Oxford University Press, number 9780195102680, March.
- Brown, Bryan W & Walker, Mary Beth, 1989. "The Random Utility Hypothesis and Inference in Demand Systems," Econometrica, Econometric Society, vol. 57(4), pages 815-29, July.
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