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Methods for forecasting the market penetration of electric drivetrains in the passenger car market

Author

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  • Patrick Jochem
  • Jonatan J. Gómez Vilchez
  • Axel Ensslen
  • Johannes Schäuble
  • Wolf Fichtner

Abstract

Current car technologies will not solve upcoming challenges of mitigating greenhouse gas emissions in road transport. Projections of the market penetration by alternative drive train technologies are controversial regarding both forecast market shares and applied scientific methods. Accepting this latter challenge, we provide a (so far missing) overview of methods applied in this field and give some recommendations for further work. Our focus is to classify the applied methods into a convenient pattern and to analyse models from the recent scientific literature which consider the electrification of light-duty vehicles. We differentiate the following bottom-up approaches: Econometric models with disaggregated data (such as discrete choice), and agent-based simulation models. The group of top-down models are subdivided into econometric models with aggregated data (e.g. vehicle stock data), system dynamics, as well as integrated assessment models with general equilibrium models. It becomes obvious that some methods have a stronger methodological background whereas others require comprehensive data sets or can be combined more flexibly with other methods. Even though there is no dominant method, we can identify a trend in the literature towards data-driven hybrid approaches, which considers micro and macro aspects influencing the market penetration of electric vehicles.

Suggested Citation

  • Patrick Jochem & Jonatan J. Gómez Vilchez & Axel Ensslen & Johannes Schäuble & Wolf Fichtner, 2018. "Methods for forecasting the market penetration of electric drivetrains in the passenger car market," Transport Reviews, Taylor & Francis Journals, vol. 38(3), pages 322-348, May.
  • Handle: RePEc:taf:transr:v:38:y:2018:i:3:p:322-348
    DOI: 10.1080/01441647.2017.1326538
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    Citations

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    Cited by:

    1. Jonatan J. Gómez Vilchez & Austin Smyth & Luke Kelleher & Hui Lu & Charlene Rohr & Gillian Harrison & Christian Thiel, 2019. "Electric Car Purchase Price as a Factor Determining Consumers’ Choice and their Views on Incentives in Europe," Sustainability, MDPI, vol. 11(22), pages 1-14, November.
    2. Oda, Hiromu & Noguchi, Hiroki & Fuse, Masaaki, 2022. "Review of life cycle assessment for automobiles: A meta-analysis-based approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    3. Esteban Lopez-Arboleda & Alfonso T. Sarmiento & Laura M. Cardenas, 2019. "Systematic Review of Integrated Sustainable Transportation Models for Electric Passenger Vehicle Diffusion," Sustainability, MDPI, vol. 11(9), pages 1-19, April.
    4. Leonardo Bitencourt & Tiago Abud & Rachel Santos & Bruno Borba, 2021. "Bass Diffusion Model Adaptation Considering Public Policies to Improve Electric Vehicle Sales—A Brazilian Case Study," Energies, MDPI, vol. 14(17), pages 1-19, September.
    5. Austmann, Leonhard M., 2021. "Drivers of the electric vehicle market: A systematic literature review of empirical studies," Finance Research Letters, Elsevier, vol. 41(C).
    6. Wang, Zhuowei & Yu, Jiangbo (Gabe) & Chen, Anthony & Fu, Xiaowen, 2024. "Subsidy policies towards zero-emission bus fleets: A systematic technical-economic analysis," Transport Policy, Elsevier, vol. 150(C), pages 1-13.
    7. Gnann, T. & Speth, D. & Seddig, K. & Stich, M. & Schade, W. & Gómez Vilchez, J.J., 2022. "How to integrate real-world user behavior into models of the market diffusion of alternative fuels in passenger cars - An in-depth comparison of three models for Germany," Renewable and Sustainable Energy Reviews, Elsevier, vol. 158(C).
    8. Blanco, Herib & Gómez Vilchez, Jonatan J. & Nijs, Wouter & Thiel, Christian & Faaij, André, 2019. "Soft-linking of a behavioral model for transport with energy system cost optimization applied to hydrogen in EU," Renewable and Sustainable Energy Reviews, Elsevier, vol. 115(C).
    9. Gómez Vilchez, Jonatan J. & Jochem, Patrick & Fichtner, Wolf, 2020. "Interlinking major markets to explore electric car uptake," Energy Policy, Elsevier, vol. 144(C).
    10. Kumar, Rajeev Ranjan & Guha, Pritha & Chakraborty, Abhishek, 2022. "Comparative assessment and selection of electric vehicle diffusion models: A global outlook," Energy, Elsevier, vol. 238(PC).
    11. Manel Arribas-Ibar & Petra A. Nylund & Alexander Brem, 2021. "The Risk of Dissolution of Sustainable Innovation Ecosystems in Times of Crisis: The Electric Vehicle during the COVID-19 Pandemic," Sustainability, MDPI, vol. 13(3), pages 1-14, January.
    12. Eachempati, Prajwal & Srivastava, Praveen Ranjan & Kumar, Ajay & Muñoz de Prat, Javier & Delen, Dursun, 2022. "Can customer sentiment impact firm value? An integrated text mining approach," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    13. Chakraborty, Debapriya & Bunch, David S. & Brownstone, David & Xu, Bingzheng & Tal, Gil, 2022. "Plug-in electric vehicle diffusion in California: Role of exposure to new technology at home and work," Transportation Research Part A: Policy and Practice, Elsevier, vol. 156(C), pages 133-151.
    14. Guido Ala & Ilhami Colak & Gabriella Di Filippo & Rosario Miceli & Pietro Romano & Carla Silva & Stanimir Valtchev & Fabio Viola, 2021. "Electric Mobility in Portugal: Current Situation and Forecasts for Fuel Cell Vehicles," Energies, MDPI, vol. 14(23), pages 1-23, November.

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