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Exponential effects of public purchasing subsidies: a full-sample analysis of electric vehicle adoption in Germany

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  • Creutzburg, Carsten
  • Doerr, Leo M.
  • Maennig, Wolfgang

Abstract

This is a first study to employ a national full sample dataset for a socioeconomic analysis of the adoption of electric vehicles (EVs). We use the most recent vehicle registration dataset from the Federal Motor Transport Authority of Germany, which includes the complete underlying population of German vehicle owners. Combining web-scraped data covering all vehicles available in the German market with actual registration data allows a unique analysis of the individual decisions to purchase an EV. While most studies on EV adoption rely on surveys assessing a few hundred to several thousand respondents, our novel approach introduces a method to transform the official German vehicle registration database into a choice experiment format comprising five million observations representing ex-post revealed vehicle choice preferences. We confirm results of earlier studies finding that financial incentives are a most relevant factor for EV adoption, but innovate by finding exponential effects. An average subsidy of approximately €7700 resulted in EVs accounting for 12% of newly registered private vehicles. We estimate that this share would be 1.2% in the absence of subsidies. However, adoption rates would have increased exponentially to 20% if a uniform maximum subsidy of €9000 had been implemented over the entire observation period from 2011 to 2023.

Suggested Citation

  • Creutzburg, Carsten & Doerr, Leo M. & Maennig, Wolfgang, 2025. "Exponential effects of public purchasing subsidies: a full-sample analysis of electric vehicle adoption in Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 201(C).
  • Handle: RePEc:eee:transa:v:201:y:2025:i:c:s0965856425002964
    DOI: 10.1016/j.tra.2025.104668
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    References listed on IDEAS

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    1. Gupta, Rajesh & Anand, Arjun, 2025. "Is mobility transition driven by wealth inequality? Evidence from analysis of the electric two-wheelers adoption in India," Transportation Research Part A: Policy and Practice, Elsevier, vol. 193(C).
    2. Olivier De Groote & Frank Verboven, 2019. "Subsidies and Time Discounting in New Technology Adoption: Evidence from Solar Photovoltaic Systems," American Economic Review, American Economic Association, vol. 109(6), pages 2137-2172, June.
    3. Egbue, Ona & Long, Suzanna, 2012. "Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions," Energy Policy, Elsevier, vol. 48(C), pages 717-729.
    4. Langbroek, Joram H.M. & Franklin, Joel P. & Susilo, Yusak O., 2016. "The effect of policy incentives on electric vehicle adoption," Energy Policy, Elsevier, vol. 94(C), pages 94-103.
    5. Liu, Yiran & Zhao, Xiaolei & Lu, Dan & Li, Xiaomin, 2023. "Impact of policy incentives on the adoption of electric vehicle in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 176(C).
    6. Larson, Paul D. & Viáfara, Jairo & Parsons, Robert V. & Elias, Arne, 2014. "Consumer attitudes about electric cars: Pricing analysis and policy implications," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 299-314.
    7. Peter Haan & Adrián Santonja & Aleksandar Zaklan, 2025. "Effectiveness and Heterogeneous Effects of Purchase Grants for Electric Vehicles," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 88(1), pages 185-223, January.
    8. Javid, Roxana J. & Nejat, Ali, 2017. "A comprehensive model of regional electric vehicle adoption and penetration," Transport Policy, Elsevier, vol. 54(C), pages 30-42.
    9. Qian, Lixian & Huang, Youlin & Tyfield, David & Soopramanien, Didier, 2023. "Dynamic consumer preferences for electric vehicles in China: A longitudinal approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 176(C).
    10. Rotaris, Lucia & Giansoldati, Marco & Scorrano, Mariangela, 2021. "The slow uptake of electric cars in Italy and Slovenia. Evidence from a stated-preference survey and the role of knowledge and environmental awareness," Transportation Research Part A: Policy and Practice, Elsevier, vol. 144(C), pages 1-18.
    11. Li, Yan & Hu, Lu & Li, Haobin & Chew, Ek Peng & Li, Hao & Zhu, Juanxiu, 2025. "Are electric vehicles greener than hybrid electric vehicles in carsharing? Insights from large-scale multi-objective simulation-optimization," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 198(C).
    12. Axsen, Jonn & Bailey, Joseph & Castro, Marisol Andrea, 2015. "Preference and lifestyle heterogeneity among potential plug-in electric vehicle buyers," Energy Economics, Elsevier, vol. 50(C), pages 190-201.
    13. McFadden, Daniel, 1974. "The measurement of urban travel demand," Journal of Public Economics, Elsevier, vol. 3(4), pages 303-328, November.
    14. Yangsheng Jiang & Hao Li & Lu Hu & Yun Pu, 2024. "One-way station-based electric carsharing service design considering route selection based on road congestion," Journal of Simulation, Taylor & Francis Journals, vol. 18(5), pages 766-788, September.
    15. Jia, Wenjian & Chen, T. Donna, 2023. "Investigating heterogeneous preferences for plug-in electric vehicles: Policy implications from different choice models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 173(C).
    16. Li, Guodong & Walls, W.D. & Zheng, Xiaoli, 2023. "Differential license plate pricing and electric vehicle adoption in Shanghai, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 172(C).
    17. Schuitema, Geertje & Anable, Jillian & Skippon, Stephen & Kinnear, Neale, 2013. "The role of instrumental, hedonic and symbolic attributes in the intention to adopt electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 48(C), pages 39-49.
    18. DeShazo, J.R. & Sheldon, Tamara L. & Carson, Richard T., 2017. "Designing policy incentives for cleaner technologies: Lessons from California's plug-in electric vehicle rebate program," Journal of Environmental Economics and Management, Elsevier, vol. 84(C), pages 18-43.
    19. Archsmith, James & Kendall, Alissa & Rapson, David, 2015. "From Cradle to Junkyard: Assessing the Life Cycle Greenhouse Gas Benefits of Electric Vehicles," Research in Transportation Economics, Elsevier, vol. 52(C), pages 72-90.
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    Keywords

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    JEL classification:

    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources
    • R41 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Transportation: Demand, Supply, and Congestion; Travel Time; Safety and Accidents; Transportation Noise
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions

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