10/22/2025 | Press release | Distributed by Public on 10/22/2025 09:10
This paper explores the extent to which existing electric tariffs can support lower costs of charging electric vehicles for customers while still incentivizing socially optimal charging behavior.
Date
Oct. 22, 2025
Authors
Beia Spiller, Roulin Zhang, Elizabeth Stein, Eleftheria Kontou, and Alexander Yoshizumi
Publication
Working PaperReading time
1 minuteThis paper employs an economics-engineering model to simulate the impact of various electric tariff structures and rate levels on the charging economics of six hypothetical medium- and heavy-duty vehicle fleets, including their total bills and peak demand without managed charging as well as their opportunity to save money and lower their peak demand by managing their charging. It uses real fleet data from a set of fossil-fueled fleets as the basis for modeling the duty cycle of hypothetical electric fleets; employs heuristics for how an operator would respond to a price signal; models charging behavior in the context of several thousand rates described in the National Renewable Energy Laboratory's Utility Rate Database; compares charging behavior depending on tariff features, including reliance on demand-based versus volumetric determinants, and the extent to which they are time-variant; and evaluates the potential for cost savings, peak demand mitigation, and the alignment between those outcomes. We find that managed charging can provide substantial cost savings for electric vehicle fleets while alleviating peak demand pressures on the grid. Among the tariff structures analyzed, those with time-of-use demand and volumetric components deliver the highest cost-saving opportunities compared with other tariffs, especially for fleets with adaptable charging schedules and significant daily mileage requirements. In contrast, tariffs with flat volumetric rates, or that do not include a demand component, may be straightforward but offer little incentive for cost optimization through load shifting.
PDF - 1.1 MB
Beia Spiller
Fellow; Director, Transportation Program
Beia Spiller is a fellow and the director for RFF's Transportation Program. Her recent research has focused around electric vehicles and environmental justice, exploring some of the most pressing issues around electric car, truck and bus adoption.
Roulin Zhang
Transportation Analyst at Kittelson & Associates
Elizabeth Stein
State Policy Director at the Institute for Policy Integrity
Eleftheria Kontou
Assistant Professor at the University of Illinois Urbana-Champaign
Alexander Yoshizumi
Program Manager of Systems Planning & Analysis at the Institute for Transportation Research and Education
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