Fiscally regressive subsidies and the spatial diffusion of electric vehicles in French cities
研究了2018年法国电动汽车补贴政策调整对不同收入城镇的差异化影响，发现统一削减补贴对低收入社区更不利，加剧了清洁能源转型中的不平等。
This paper investigates the equity implications of the 2018 policy change regarding France’s electric vehicle (EV) subsidies, focusing on its differential impact across French municipalities (i.e., communes) with varying income levels. Using a synthetic event study and a synthetic difference-in-differences approach, a significant and disproportionately lower rate of EV fleet growth is identified in communes with higher shares of non-taxable (i.e., lower-income) households. Although the nominal subsidy reduction for new EV purchases was the same (€1,500), the proportional financial burden was larger for lower-income households, thus inhibiting EV uptake in communes with larger shares of non-taxable households. Robustness checks—including placebo tests, alternative treatment definitions, and the exclusion of outlier years and regions—support the validity of the causal inference. Additionally, the results show that the €1,000 additional benefit for non-taxable households on secondhand vehicles did not sufficiently offset the impact of the reduction in new EVs. These findings underscore the regressive effects of uniform subsidy cuts across communes with different income levels, which may hinder lower-income households from participating equally in the clean energy transition. This work contributes to the literature on environmental equity of financial incentive policies and offers policy-relevant insights for designing socially inclusive decarbonization strategies amid declining public subsidies across Europe.