Predicting the Potential Market for Electric Vehicles

Forecasting the potential demand for electric vehicles is a challenging task. Because most studies for new technologies rely on stated preference (SP) data, market share predictions will reflect shares in the SP data and not in the real market. Moreover, typical disaggregate demand models are suitable to forecast demand in relatively stable markets, but show limitations in the case of innovations. When predicting the market for new products it is crucial to account for the role played by innovation and how it penetrates the new market over time through a diffusion process. However, typical diffusion models in marketing research use fairly simple demand models. In this paper we discuss the problem of predicting market shares for new products and suggest a method that combines advanced choice models with a diffusion model to take into account that new products often need time to gain a significant market share. We have the advantage of a relatively unique databank where respondents were submitted to the sam...

[1]  John K. Dagsvik,et al.  Potential demand for alternative fuel vehicles , 2002 .

[2]  David R. Keith Essays on the dynamics of alternative fuel vehicle adoption : insights from the market for hybrid-electric vehicles in the United States , 2012 .

[3]  Thomas Spengler,et al.  A Hybrid Simulation Approach for Estimating the Market Share Evolution of Electric Vehicles , 2014, Transp. Sci..

[4]  Thomas B. L. Kirkwood,et al.  Deciphering death: a commentary on Gompertz (1825) ‘On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies’ , 2015, Philosophical Transactions of the Royal Society B: Biological Sciences.

[5]  Martin Achtnicht,et al.  German Car Buyers' Willingness to Pay to Reduce Co2 Emissions , 2012 .

[6]  E. Rogers,et al.  Diffusion of innovations , 1964, Encyclopedia of Sport Management.

[7]  Randall Guensler,et al.  Electric vehicles: How much range is required for a day’s driving? , 2011 .

[8]  Shunsuke Managi,et al.  Willingness-to-pay for infrastructure investments for alternative fuel vehicles , 2013 .

[9]  Ryuichi Kitamura,et al.  Demand for clean-fuel vehicles in California: A discrete-choice stated preference pilot project , 1993 .

[10]  Reinhard Madlener,et al.  Consumer Preferences for Alternative Fuel Vehicles: A Discrete Choice Analysis , 2012 .

[11]  Elisabetta Cherchi,et al.  A long panel survey to elicit variation in preferences and attitudes in the choice of electric vehicles , 2014 .

[12]  Simon Shepherd,et al.  Factors affecting future demand for electric vehicles: A model based study , 2012 .

[13]  J. Sterman,et al.  Transition challenges for alternative fuel vehicle and transportation systems , 2006 .

[14]  D A Hensher,et al.  CHOOSING BETWEEN CONVENTIONAL ELECTRIC AND LPG/CNG VEHICLES IN SINGLE-VEHICLE HOUSEHOLDS. IN: TRAVEL BEHAVIOUR RESEARCH. THE LEADING EDGE , 2001 .

[15]  Mark D. Uncles,et al.  Discrete Choice Analysis: Theory and Application to Travel Demand , 1987 .

[16]  Duk Bin Jun,et al.  A Choice-Based Multi-Brand Diffusion Model Incorporating Replacement Demand , 2011 .

[17]  Stephen Greaves,et al.  An empirical assessment of the feasibility of battery electric vehicles for day-to-day driving , 2014 .

[18]  Dipak C. Jain,et al.  A Generalized Norton-Bass Model for Multigeneration Diffusion , 2009, Manag. Sci..

[19]  P. Goldberg,et al.  The Effects of the Corporate Average Fuel Efficiency Standards , 1996 .

[20]  G. Ewing,et al.  Assessing Consumer Preferences for Clean-Fuel Vehicles: A Discrete Choice Experiment , 2000 .

[21]  Duk Bin Jun,et al.  A Choice-Based Diffusion Model for Multiple Generations of Products , 1999 .

[22]  J. Thøgersen,et al.  Marketing of electric vehicles , 1999 .

[23]  Lidia P. Kostyniuk,et al.  Incentives for Alternate Fuel Vehicles: A Large-Scale Stated Preference Experiment , 2003 .

[24]  Elisabetta Cherchi,et al.  On the stability of preferences and attitudes before and after experiencing an electric vehicle , 2013 .

[25]  Michel Bierlaire,et al.  Forecasting the Demand for Electric Vehicles: Accounting for Attitudes and Perceptions , 2014, Transp. Sci..

[26]  Juan de Dios Ortúzar,et al.  On fitting mode specific constants in the presence of new options in RP/SP models , 2006 .

[27]  Jerry A. Hausman,et al.  Assessing the potential demand for electric cars , 1981 .

[28]  Pavlos S. Kanaroglou,et al.  Household demand and willingness to pay for clean vehicles , 2007 .

[29]  Frank M. Bass,et al.  A New Product Growth for Model Consumer Durables , 2004, Manag. Sci..

[30]  K. Train,et al.  Joint mixed logit models of stated and revealed preferences for alternative-fuel vehicles , 1999, Controlling Automobile Air Pollution.

[31]  John E. Calfee,et al.  ESTIMATING THE DEMAND FOR ELECTRIC AUTOMOBILES USING FULLY DISAGGREGATED PROBABILISTIC CHOICE ANALYSIS , 1985 .

[32]  Meryl P. Gardner,et al.  Willingness to pay for electric vehicles and their attributes , 2011 .

[33]  Gerard de Jong,et al.  A disaggregate model system of vehicle holding duration, type choice and use , 1996 .

[34]  Myoung Hwan Park,et al.  Forecasting telecommunication service subscribers in substitutive and competitive environments , 2002 .

[35]  Andrew Higgins,et al.  Combining choice modelling and multi-criteria analysis for technology diffusion: An application to the uptake of electric vehicles , 2012 .

[36]  F Ramjerdi,et al.  DEMAND FOR CLEAN FUEL CAR IN NORWAY , 2000 .

[37]  Margaret J. Eppstein,et al.  An agent-based model to study market penetration of plug-in hybrid electric vehicles , 2011 .

[38]  D. Sperling,et al.  Demand for Electric Vehicles in Hybrid Households: An Exploratory Analysis , 1994 .

[39]  J. P. Toner,et al.  A mixed logit model of U.K. household demand for alternative-fuel vehicles. , 2004 .

[40]  Stefan Lindhard Mabit,et al.  Demand for alternative-fuel vehicles when registration taxes are high , 2011 .

[41]  S. Mabit,et al.  The Market for electric vehicles – what do potential users want. , 2012 .

[42]  Juan de Dios Ortúzar,et al.  Modelling Transport: Ortúzar/Modelling Transport , 2011 .

[43]  Ricardo A. Daziano,et al.  Incorporating pro-environmental preferences towards green automobile technologies through a Bayesian hybrid choice model , 2013 .

[44]  S. R. Dalal,et al.  A Choice-Based Approach to the Diffusion of a Service: Forecasting Fax Penetration by Market Segments , 1992 .