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Using data to evaluate the equity of EV policies

The state of New York has passed a budget that includes a new EV purchase incentive that will provide up to $2,000 for eligible buyers of an all-electric vehicle, a plug-in hybrid EV, or a hydrogen fuel cell vehicle. Meanwhile in Minnesota, legislators have been considering an EV purchase incentive.

The CEO of the Freedom Foundation of Minnesota criticized EV purchase incentives as “a reverse Robin Hood scheme,” without the green tights, that takes money from the many (taxpayers) and subsidizes the purchases of the few (elites who buy EVs). How accurate is the assertion that the wealthy benefit the most from purchase incentives?

A free EV data tool from the New York State Energy Research and Development Authority can provide some insight. Developed with support from C2ES, EValuateNY gives users access to wide-ranging data sources from New York State’s EV market and allows easy comparisons of the factors that affect EV sales. You can find more about the tool in a previous blog post.

Our initial assessment, examining the period before the purchase incentive program has been implemented, shows that the EV market extends well beyond New York’s wealthiest counties.

Using the U.S. Census Bureau’s data on median household income by county, we established three income brackets to compare wealth between counties. Next, we broke down EV registrations by county and income bracket from the beginning of the EV market (2010) to the most recent data in EValuateNY (2014). The results show that counties with high median incomes account for slightly less than half the state’s total EV registrations.

Therefore, EVs are not solely purchased in high-income counties, though households with high incomes are found in each county. However, EV registrations in three high-income counties (Suffolk, Nassau, and Westchester) account for more than 43 percent of the state’s total registrations, but only about 22 percent of the population. Clearly, these high-income counties have a higher rate of EV registrations. To dive deeper, we used EValuateNY to plot the rate of EV purchases per 1,000 vehicle registrations by county and income level, shown in Figure 2. Using a rate of EV purchases helps eliminate other factors that may affect the data, such as population or the rate of vehicle ownership. We also added the total number of EV registrations as the size of the bubble representing each county.

Figure 1: Distribution of EVs by Income Bracket and County (2010-2014)

 

Therefore, EVs are not solely purchased in high-income counties, though households with high incomes are found in each county. However, EV registrations in three high-income counties (Suffolk, Nassau, and Westchester) account for more than 43 percent of the state’s total registrations, but only about 22 percent of the population. Clearly, these high-income counties have a higher rate of EV registrations. To dive deeper, we used EValuateNY to plot the rate of EV purchases per 1,000 vehicle registrations by county and income level, shown in Figure 2. Using a rate of EV purchases helps eliminate other factors that may affect the data, such as population or the rate of vehicle ownership. We also added the total number of EV registrations as the size of the bubble representing each county.

This chart indicates that income may have a positive effect on the rate of EV registrations. High-income counties’ rate of EV purchases per 1,000 vehicles is higher than the range of low-income counties. With some notable exceptions, it’s also higher than the range of medium-income counties.

EValuateNY helped establish two findings1 about the effect of income in New York State’s EV market:

1.      Counties with low and medium median incomes make up more than half of the market; and

2.      Residents of high-income counties may be more likely to purchase an EV than residents of low- and medium-income counties.

So, would New York’s forthcoming purchase incentive rob from the poor and give to the rich? This could not be entirely true, since more than half of all registered EVs are in low- and middle-income counties, and residents in these counties would arguably benefit more from $2,000 than residents from high-income communities. However, there may be some validity to the argument that on an individual basis, residents of high-income counties would benefit more from the purchase incentive because they may be more likely to buy an EV.

From a policy perspective, the purchase incentive is designed to promote EV deployment, reduce greenhouse gas emissions, and invest in the state’s economy. The program is not designed with any specific social equity goals, but New York legislators could address any potential wealth disparity by instituting an income cap, as California recently did.

The value of purchase incentives in spurring the EV market should not be lost in the discussion of income, though. A recent report by the Stockholm Environment Institute highlights the need to reduce EV price premiums as a means of encouraging consumer adoption. The effect of purchase incentives on state EV markets has been demonstrated over the past year after Georgia eliminated its $5,000 all-electric vehicle tax credit, and EV sales fell sharply.

New York State’s purchase incentive is a helpful tool for putting more electric vehicles on the roads. All New Yorkers, not only the wealthy, benefit from the reduced greenhouse gas emissions from having EVs using some of the least carbon-intensive electricity in the nation.

References

  1. The strength of any correlation is difficult to establish, as EValuateNY’s user interfaces are designed to provide high-level insights. A regression analysis that provides confidence intervals may be required to better understand the significance of income on counties’ rate of EV uptake. Users may conduct advanced analyses by directly accessing EValuateNY’s databases.