Conditional-logit Bayes estimators for consumer valuation of electric vehicle driving range

被引:54
作者
Daziano, Ricardo A. [1 ]
机构
[1] Cornell Univ, Sch Civil & Environm Engn, Ithaca, NY 14853 USA
基金
美国国家科学基金会;
关键词
Bayesian discrete choice; Battery electric vehicles; Range anxiety; Heterogeneity distributions; FUEL VEHICLES; CHOICE; DEMAND; MODELS; CONJUGATE; CAR;
D O I
10.1016/j.reseneeco.2013.05.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
Range anxiety consumers' concerns about limited driving range - is generally considered an important barrier to the adoption of electric vehicles. If consumers cannot overcome these fears it is unlikely that they will consider purchasing an electric car. Hence, a successful introduction of low emission vehicles in the market requires a full understanding of consumer valuation of driving range. By analyzing experimental data on vehicle purchase decisions in California, I derive and study the statistical behavior of Bayes estimates that summarize consumer concerns toward limited driving range. These estimates are superior to marginal utilities as parameters of interest in a discrete demand model of vehicle choice. One of the empirical results is the posterior distribution of the willingness to pay for electric vehicles with improved batteries offering better driving range. Credible intervals for this willingness to pay, as well as both parametric and nonparametric heterogeneity distributions, are also analyzed. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:429 / 450
页数:22
相关论文
共 44 条
[1]   German car buyers' willingness to pay to reduce CO2 emissions [J].
Achtnicht, Martin .
CLIMATIC CHANGE, 2012, 113 (3-4) :679-697
[2]  
[Anonymous], 1992, Stat. Sci., DOI DOI 10.1214/SS/1177011143
[3]  
[Anonymous], 2005, Bayesian statistics and marketing
[4]   ASSESSING THE POTENTIAL DEMAND FOR ELECTRIC CARS [J].
BEGGS, S ;
CARDELL, S ;
HAUSMAN, J .
JOURNAL OF ECONOMETRICS, 1981, 17 (01) :1-19
[5]   CHOICE OF SMALLEST CAR BY MULTI-VEHICLE HOUSEHOLDS AND THE DEMAND FOR ELECTRIC VEHICLES [J].
BEGGS, SD ;
CARDELL, NS .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 1980, 14 (5-6) :389-404
[6]   Identification robust confidence set methods for inference on parameter ratios with application to discrete choice models [J].
Boduc, Denis ;
Khalaf, Lynda ;
Yelou, Clement .
JOURNAL OF ECONOMETRICS, 2010, 157 (02) :317-327
[7]   Joint mixed logit models of stated and revealed preferences for alternative-fuel vehicles [J].
Brownstone, D ;
Bunch, DS ;
Train, K .
TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2000, 34 (05) :315-338
[8]   DEMAND FOR CLEAN-FUEL VEHICLES IN CALIFORNIA - A DISCRETE-CHOICE STATED PREFERENCE PILOT PROJECT [J].
BUNCH, DS ;
BRADLEY, M ;
GOLOB, TF ;
KITAMURA, R ;
OCCHIUZZO, GP .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 1993, 27 (03) :237-253
[9]   A Bayesian mixed logit-probit model for multinomial choice [J].
Burda, Martin ;
Harding, Matthew ;
Hausman, Jerry .
JOURNAL OF ECONOMETRICS, 2008, 147 (02) :232-246