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Understanding discontinuance among California’s electric vehicle owners


For the market share of plug-in electric vehicles (PEVs) to continue to grow and reach 100% of new vehicle sales, adopters of the technology, who initially buy PEVs, will need to continue choosing them in subsequent purchases. Although much research has focused on the reasons for, and barriers to, initial PEV purchase, less has been devoted to the reasons for discontinuance—abandoning a new technology after first purchasing it. Here, on the basis of results from five questionnaire surveys, we find that PEV discontinuance in California occurs at a rate of 20% for plug-in hybrid electric vehicle owners and 18% for battery electric vehicle owners. We show that discontinuance is related to dissatisfaction with the convenience of charging, having other vehicles in the household that are less efficient, not having level 2 (240-volt) charging at home, having fewer household vehicles and not being male.

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Fig. 1: Percent of PHEV and BEV owners who discontinued ownership.
Fig. 2: Percent of PEV owners who discontinued ownership by make of original PEV owned.
Fig. 3: Satisfaction with previous PEV.
Fig. 4: Usage of different charging types.

Data availability

The questionnaire survey data used in this study can be obtained from The Dryad Digital Repository: More information on the data, the variables included, and a description of each variable are available in DRYAD.


  1. 1.

    Plötz, P., Axsen, J., Funke, S. A. & Gnann, T. Designing car bans for sustainable transportation. Nat. Sustain. 2, 534–536 (2019).

    Article  Google Scholar 

  2. 2.

    Rogers, E. M. Diffusion of Innovations 5th edn (Free Press, 2003).

    Google Scholar 

  3. 3.

    US electric vehicle loyalty and volumes reach record highs, according to IHS Markit. IHS Markit (15 April 2019);

  4. 4.

    Egbue, O. & Long, S. Barriers to widespread adoption of electric vehicles: an analysis of consumer attitudes and perceptions. Energy Pol. 48, 717–729 (2012).

    Article  Google Scholar 

  5. 5.

    Schneidereit, T., Franke, T., Günther, M. & Krems, J. F. Does range matter? Exploring perceptions of electric vehicles with and without a range extender among potential early adopters in Germany. Energy Res Soc. Sci. 8, 198–206 (2015).

    Article  Google Scholar 

  6. 6.

    Kurani, K. S., Turrentine, T. & Sperling, D. Demand for electric vehicles in hybrid households: an exploratory analysis. Transp. Pol. 1, 244–256 (1994).

    Article  Google Scholar 

  7. 7.

    Hidrue, M., Parsons, G., Kempton, W. & Gardner, M. Willingness to pay for electric vehicles and their attributes. Resour. Energy Econ. 33, 686–705 (2011).

    Article  Google Scholar 

  8. 8.

    Graham-Rowe, E. et al. Mainstream consumers driving plug-in battery-electric and plug-in hybrid electric cars: a qualitative analysis of responses and evaluations. Transp. Res. A 46, 140–153 (2012).

    Google Scholar 

  9. 9.

    Helveston, J. P. et al. Will subsidies drive electric vehicle adoption? Measuring consumer preferences in the U.S. and China. Transp. Res. A 73, 96–112 (2015).

    Google Scholar 

  10. 10.

    Axsen, J. & Kurani, K. S. Hybrid, plug-in hybrid, or electric—what do car buyers want? Energy Pol. 61, 532–543 (2013).

    Article  Google Scholar 

  11. 11.

    Plötz, P. & Gnann, T. Who Should Buy Electric Vehicles?The Potential Early Adopter from an Economical Perspective 1073–1080 (ECEEE, 2011).

  12. 12.

    Skippon, S. & Garwood, M. Responses to battery electric vehicles: UK consumer attitudes and attributions of symbolic meaning following direct experience to reduce psychological distance. Transp. Res. D 16, 525–531 (2011).

    Article  Google Scholar 

  13. 13.

    Adamson, K. An examination of consumer demand in the secondary niche market for fuel cell vehicles in Europe. Int J. Hydrog. Energy 28, 771–780 (2003).

    Article  Google Scholar 

  14. 14.

    Westin, K., Jansson, J. & Nordlund, A. The importance of socio-demographic characteristics, geographic setting, and attitudes for adoption of electric vehicles in Sweden. Travel Behav. Soc. 13, 118–127 (2018).

    Article  Google Scholar 

  15. 15.

    Figenbaum, E. & Kolbenstvedt, M. Learning from Norwegian Battery Electric and Plug-in Hybrid Vehicle Users (Institute of Transport Economics Norwegian Centre for Transport Research, 2016).

  16. 16.

    Hardman, S., Shiu, E. & Steinberger-Wilckens, R. Comparing high-end and low-end early adopters of battery electric vehicles. Transp. Res. A 88, 40–57 2016).

    Google Scholar 

  17. 17.

    Hardman, S. & Tal, G. Exploring the decision to adopt a high-end battery electric vehicle: the role of financial and non-financial motivations. Transp. Res. Rec. J. Transp. Res. Board. (2016).

  18. 18.

    Axsen, J., Cairns, J., Dusyk, N. & Goldberg, S. What drives the Pioneers? Applying lifestyle theory to early electric vehicle buyers in Canada. Energy Res. Soc. Sci. 44, 17–30 (2018).

    Article  Google Scholar 

  19. 19.

    Axsen, J., Bailey, J. & Andrea, M. Preference and lifestyle heterogeneity among potential plug-in electric vehicle buyers. Energy Econ. 50, 190–201 (2015).

    Article  Google Scholar 

  20. 20.

    Gnann, T., Plötz, P., Funke, S. & Wietschel, M. What is the market potential of plug-in electric vehicles as commercial passenger cars? A case study from Germany. Transp. Res. D 37, 171–187 (2015).

    Article  Google Scholar 

  21. 21.

    Carley, S., Krause, R. M., Lane, B. W. & Graham, J. D. Intent to purchase a plug-in electric vehicle: a survey of early impressions in large US cites. Transp. Res. D 18, 39–45 (2013).

    Article  Google Scholar 

  22. 22.

    Schuitema, G., Anable, J., Skippon, S. & Kinnear, N. The role of instrumental, hedonic and symbolic attributes in the intention to adopt electric vehicles. Transp. Res. A 48, 39–49 (2013).

    Google Scholar 

  23. 23.

    White, L. V. & Sintov, N. D. You are what you drive: environmentalist and social innovator symbolism drives electric vehicle adoption intentions. Transp. Res. A 99, 94–113 (2017).

    Google Scholar 

  24. 24.

    Bunch, D. S., Bradley, M., Golob, T. F., Kitamura, R. & Occhiuzzo, G. P. Demand for clean-fuel vehicles in California: a discrete-choice stated preference pilot project. Transp. Res. A 27, 237–253 (1993).

    Article  Google Scholar 

  25. 25.

    Higueras-Castillo, E., Molinillo, S., Coca-Stefaniak, J. A. & Li, F. Perceived value and customer adoption of electric and hybrid vehicles. Sustainability 11, 4956 (2019).

  26. 26.

    Choi, D. & Johnson, K. K. P. Influences of environmental and hedonic motivations on intention to purchase green products: an extension of the theory of planned behavior. Sustain Prod. Consum. 18, 145–155 (2019).

    Article  Google Scholar 

  27. 27.

    Huang, X. & Ge, J. Electric vehicle development in Beijing: an analysis of consumer purchase intention. J. Clean. Prod. 216, 361–372 (2019).

    Article  Google Scholar 

  28. 28.

    Liu, Y., Ouyang, Z. & Cheng, P. Predicting consumers’ adoption of electric vehicles during the city smog crisis: an application of the protective action decision model. J. Environ. Psychol. 64, 30–38 (2019).

    Article  Google Scholar 

  29. 29.

    Rezvani, Z., Jansson, J. & Bodin, J. Advances in consumer electric vehicle adoption research: a review and research agenda. Transp. Res. D 34, 122–136 (2015).

    Article  Google Scholar 

  30. 30.

    Hardman, S. & Tal, G. Exploring the decision to adopt a high-end battery electric vehicle role of financial and nonfinancial motivations. Transp. Res. Rec. J. Transp. Res. Board (2016).

  31. 31.

    Lane, B. et al. Beyond Early Adopters of Plug-in Electric Vehicles? Evidence from Fleet and Household Users in Indianapolis 1–18 (Transportation Research Board, 2014).

  32. 32.

    Caperello, N., TyreeHageman, J. & Davies, J. I Am Not an Environmental Wacko! Getting from Early Plug-in Vehicle Owners to Potential Later Buyers Working Paper – UCD-ITS-WP-14-05 (Institute of Transportation Studies, 2015).

  33. 33.

    Egbue, O. & Long, S. Barriers to widespread adoption of electric vehicles: an analysis of consumer attitudes and perceptions. Energy Pol. 48, 717–729 (2012).

    Article  Google Scholar 

  34. 34.

    Hardman, S., Chandan, A., Tal, G. & Turrentine, T. The effectiveness of financial purchase incentives for battery electric vehicles—a review of the evidence. Renew. Sustain. Energy Rev. 80, 1100–1111 (2017).

    Article  Google Scholar 

  35. 35.

    Hardman, S. Understanding the impact of reoccurring and non-financial incentives on plug-in electric vehicle adoption—a review. Transp. Res. A 119, 1–14 (2019).

    Article  Google Scholar 

  36. 36.

    Jabbari, P., Chernicoff, W. & Mackenzie, D. Analysis of electric vehicle purchaser satisfaction and rejection reasons. Transp. Res. Rec. J. Transp. Res. Board (2017).

  37. 37.

    Adepetu, A. & Keshav, S. The relative importance of price and driving range on electric vehicle adoption: Los Angeles case study. Transportation 44, 353–373 (2017).

    Article  Google Scholar 

  38. 38.

    She, Z., Sun, Q., Ma, J. & Xie, B. What are the barriers to widespread adoption of battery electric vehicles? A survey of public perception in Tianjin, China. Transp. Pol. 56, 29–40 (2017).

    Article  Google Scholar 

  39. 39.

    Vassileva, I. & Campillo, J. Adoption barriers for electric vehicles: experiences from early adopters in Sweden. Energy 120, 632–641 (2017).

    Article  Google Scholar 

  40. 40.

    Franke, T., Neumann, I., Bühler, F., Cocron, P. & Krems, J. F. Experiencing range in an electric vehicle: understanding psychological barriers. Appl. Psychol. 61, 368–391 (2012).

    Article  Google Scholar 

  41. 41.

    Dumortier, J. et al. Effects of providing total cost of ownership information on consumers’ intent to purchase a hybrid or plug-in electric vehicle. Transp. Res. A 72, 71–86 (2015).

    Google Scholar 

  42. 42.

    Kim, S., Lee, J. & Lee, C. Does driving range of electric vehicles influence electric vehicle adoption? Sustainability 9, 1783 (2017).

  43. 43.

    Berkeley, N., Jarvis, D. & Jones, A. Analysing the take up of battery electric vehicles: an investigation of barriers amongst drivers in the UK. Transp. Res. D. 63, 466–481 (2018).

    Article  Google Scholar 

  44. 44.

    Kurani, K. S., Caperello, N. & TyreeHageman, J. Are we Hardwiring Gender Differences into the Market for Plug-in Electric Vehicles (Institute of Transportation Studies, 2018).

  45. 45.

    Jenn, A., Lee, J. H., Hardman, S. & Tal, G. An in-depth examination of electric vehicle incentives: consumer heterogeneity and changing response over time. Transp. Res. A 132, 97–109 (2020).

    Google Scholar 

  46. 46.

    Lee, J. H., Hardman, S. & Tal, G. Who is buying electric vehicles in California? Characterising early adopter heterogeneity and forecasting market diffusion. Energy Res. Soc. Sci. 55, 218–226 (2019).

  47. 47.

    Chakraborty, D., Bunch, D. S., Lee, J. H. & Tal, G. Demand drivers for charging infrastructure-charging behavior of plug-in electric vehicle commuters. Transp. Res. D 76, 255–272 (2019).

    Article  Google Scholar 

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We thank M. Favetti for programming and supporting the development of the questionnaire survey used in this study, S. Karten for proofreading and editing the paper before submission. The analysis conducted in this study was funded by a grant from the National Center for Sustainable Transportation (NCST), supported by USDOT through the University Transportation Centers programme (USDOT grant no. 69A3551747114). The questionnaire surveys were funded by the California Air Resources Board (CARB). We thank NCST, USDOT and CARB for their support of this project.

Author information




S.H. and G.T. were responsible for study design and conception, performed data collection, drafted and revised the manuscript, and approved the final version of the manuscript. S.H. performed the analysis.

Corresponding author

Correspondence to Scott Hardman.

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The authors declare no competing interests.

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Peer review information Nature Energy thanks Stefan Mabit and the other, anonymous, reviewer(s) for their contribution to the peer review of this work.

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Supplementary Tables 1–6 and Fig. 1.

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Hardman, S., Tal, G. Understanding discontinuance among California’s electric vehicle owners. Nat Energy (2021).

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