Electric vehicle (EV) battery costs have declined by more than 90% over the past decade. This study investigates the role of learning-by-doing (LBD) in driving this reduction and its interaction with two major government policies – consumer EV subsidies and local content requirements. Leveraging rich data on EV models and battery suppliers, we develop and estimate a structural model of the global EV industry that incorporates heterogeneous consumer choices and strategic pricing behaviors of EV producers and battery suppliers. The model allows us to recover battery costs for each EV model and quantify the extent of LBD in battery production. The learning rate is estimated to be 7.5% during our sample period after controlling for industry technological progress, economies of scale, input costs, and EV assembly experience. LBD magnifies the effectiveness of consumer EV subsidies and drives cross-country spillovers from these subsidies. Upstream battery suppliers capture only a minor share of LBD’s economic benefits, and consumer EV subsidies correct for the under-provision of learning and improve social welfare. China’s local content requirement helps domestic suppliers gain a competitive advantage at the cost of consumers and foreign suppliers but would have harmed domestic welfare if delayed by five years.

More on this topic

BFI Working Paper·Jan 13, 2025

The Cost of Species Protection: The Land Market Impacts of the Endangered Species Act

Eyal Frank, Maximilian Auffhammer, David W. McLaughlin, and Elisheba Spiller
Topics: Energy & Environment
BFI Working Paper·Jan 9, 2025

Emission Prices, Biomass, and Biodiversity in Tropical Forests

Lars Peter Hansen and José Scheinkman
Topics: Energy & Environment
BFI Working Paper·Dec 10, 2024

Learning Fundamentals from Text

Alex G. Kim, Maximilian Muhn, Valeri Nikolaev, and Yijing Zhang
Topics: Technology & Innovation