background-image: url("images/blue.jpg") background-size: cover class: inverse <br><br><br><br> ## Battery-Powered Bargains? Assessing Electric Vehicle Resale Value in the United States Laura Roberson, George Washington University<br> Saurav Pantha, George Washington University<br> **.white[John Paul Helveston]**, George Washington University August 07, 2024 --- background-color: #fff class: center ## The vehicle resale market is critically important -- .leftcol[ ## 70% of sales are<br>used vehicles <center> <img src="images/resale-sales.png" width=100%> </center> ] -- .rightcol[ ## Used vehicles are more affordable (pre-covid) <center> <img src="images/resale-prices.png" width=100%> </center> ] --- # .center[We really need to understand PEV resale value] -- <br> ### - Depreciation is a key component in "Total Cost of Ownership" (TCO) models, e.g. [ANL's TCO Study](https://publications.anl.gov/anlpubs/2021/05/167399.pdf) -- ### - "Resale anxiety" a potential obstacle to electric vehicle adoption [Brückmann et al. (2021)](https://doi.org/10.1088/1748-9326/ac3531) -- ### - BEV buyers nervous about depreciation tend to lease rather than buy [Dua et al. (2019)](https://www.sciencedirect.com/science/article/pii/S235248471930068X) --- background-color: #fff ## Prior research suggests PEVs depreciate faster than CVs <center> <img src="images/pev-resale-lit.png" width=100%> </center> --- background-color: #fff ### .center[**Data**: ~9M used vehicle listings from 60k dealerships (2016 - 2020)] <center> <img src="images/table-data-summary.png" width=900> </center> --- # .center[Two Studies, One Dataset] .leftcol[ ### Measuring Electric Vehicle<br>**Mileage** in the United States Zhao, L., Ottinger, E., Yip, A., & Helveston, J.P. (2023) ["Quantifying electric vehicle mileage in the United States"](https://www.sciencedirect.com/science/article/abs/pii/S254243512300404X) _Joule_. 7, 1–15. <center> <img src="images/qr-joule.png" width=30%> </center> ] .rightcol[ ### Measuring Electric Vehicle<br>**Resale Value** in the United States Roberson, Laura A., Pantha, S., & Helveston, J.P. (2024) “[Battery-Powered Bargains? Assessing Electric Vehicle Resale Value in the United States](https://iopscience.iop.org/article/10.1088/1748-9326/ad3fce)” _Environmental Research Letters_. <center> <img src="images/qr-erl.png" width=30%> </center> ] --- class: middle, center background-color: #fff # Value Retention Rate: # `\(r = \frac{Listing Price}{MSRP}\)` --- class: center background-color: #fff ## BEVs & PHEVs are depreciating worse than CVs and HEVs ### (Except .blue[Tesla]) <center> <img src="images/rr-all.png" width=100%> </center> Data: All listings between 2016 - 2019 (inclusive) --- # Modeling retention rate as exponential decay <center> <img src="images/rr.png" width=55%> </center> --- background-color: #fff <center> <img src="images/depreciation.png" width=100%> </center> --- background-color: #fff class:center ## Newer PEVs are holding value better than older PEVs<br>(except Tesla) <center> <img src="images/rr-time.png" width=100%> </center> --- background-color: #fff class:center ## Newer PEVs are holding value better than older PEVs<br>(except Tesla) <center> <img src="images/rr-by-model-pev.png" width=900> </center> --- background-color: #fff class:center .leftcol25[ <br> ## Longer-range BEVs hold value better (w/diminishing returns at 200+ miles) ] .rightcol75[ <center> <img src="images/range.png" width=100%> </center> ] --- class: center ## PEV subsidies for new cars should impact used car pricing -- .leftcol[ ### New Market (MSRP - Subsidy = Price)<br> $30,000 - $7,500 = **$22,500** <center> <img src="images/nissan-leaf.png" width=100%> </center> <br><br> .font70[.left[Image source: https://www.pngwing.com/en/free-png-yaftj]] ] -- .rightcol[ ### Used Market (Assuming adequate supply)<br> Max Price = **$22,500** <center> <img src="images/nissan-leaf.png" width=100%> </center> ] --- background-color: #fff class:center .leftcol25[ <br> ## Used EVs gain additional benefit from new vehicle subsidies with no additional cost to gov’t ] .rightcol75[ <center> <img src="images/subsidy.png" width=100%> </center> ] --- background-color: #fff class:center .leftcol80[ <center> <img src="images/covid.png" width=100%> </center> ] .rightcol20[ ### COVID-19 had substantial impact on used vehicle pricing ] --- ## Key takeaways -- ### - BEVs have depreciated faster than CVs, but this is changing! -- ### - Newer model BEVs with higher ranges are holding their value more similarly to CVs. -- ### - Subsidies for new BEVs pass ~3% lower prices in used market -- ### - Post COVID19 pandemic used prices are up ~40% --- class: inverse background-image: url("images/blue.jpg") background-size: cover <br><br><br><br><br><br><br><br><br><br> # Thanks! ### Slides: ### https://slides.jhelvy.com/2024-btr6/ .footer-large[.white[.right[ @jhelvy@fediscience.org
<br> @JohnHelveston
<br> @jhelvy
<br> jhelvy.com
<br> jph@gwu.edu
]]] --- class: center, middle, inverse # Extra slides --- class: middle, center background-color: #fff ### How you compute retention rate matters -- .leftcol[ ### We omit subsidies: `\(\frac{Price}{MSRP}\)` <center> <img src="images/rr-bev.png" width=100%> </center> ] -- .rightcol[ ### Others: `\(\frac{Price}{MSRP - Subsidy}\)` <center> <img src="images/arr-bev.png" width=100%> </center> ] --- background-color: #fff ### .center[**Data**: ~9M used vehicle listings from 60k dealerships (2016 - 2020)] <center> <img src="images/table-data-summary-my.png" width=1000> </center> --- background-color: #fff class:center ## Newer BEVs are holding value better than older BEVs <center> <img src="images/rr-by-model.png" width=100%> </center>