Recharging Retail: Estimating Consumer Demand Spillovers from Electric Vehicle Charging Stations

References

• Arlt ML, Astier N (2023) Do retail businesses have efficient incentives to invest in public charging stations for electric vehicles? Energy Econom. 124:106777.Crossref, Google Scholar
• Athey S, Bayati M, Doudchenko N, Imbens G, Khosravi K (2021) Matrix completion methods for causal panel data models. J. Amer. Statist. Assoc. 116(536):1716–1730.Crossref, Google Scholar
• Automative Market Research (2022) Tesla model 3 demographics: Who buys model 3s by age, income. Accessed November 29, 2023, https://hedgescompany.com/blog/2019/03/tesla-model-3-demographics-income/.Google Scholar
• Boehm J, Bhargava HK, Parker GG (2020) The business of electric vehicles: A platform perspective. Foundations Trends Tech. Inform. Oper. Management 14(3):203–323.Crossref, Google Scholar
• Borusyak K, Jaravel X, Spiess J (2021) Revisiting event study designs: Robust and efficient estimation. Preprint, submitted August 27, https://arxiv.org/abs/2108.12419.Google Scholar
• Brelsford C, Moehl J, Weber E, Sparks K, Tuccillo JV, Rose A (2022) Spatial and temporal characterization of activity in public space, 2019–2020. Sci. Data 9(1):379.Crossref, Google Scholar
• Butts K, Gardner J (2021) did2s: Two-stage difference-in-differences. Preprint, submitted September 10, https://arxiv.org/abs/2109.05913.Google Scholar
• Callaway B, Sant’Anna PH (2021) Difference-in-differences with multiple time periods. J. Econometrics 225(2):200–230.Crossref, Google Scholar
• Constantinides P, Henfridsson O, Parker GG (2018) Introduction—platforms and infrastructures in the digital age. Inform. Systems Res. 29(2):381–400.Google Scholar
• ElectrifyAmerica (2021) Electrify america announces its “boost plan” to more than double its current ev charging network by end of 2025. Accessed November 29, 2023, https://media.electrifyamerica.com/en-us/.Google Scholar
• FHA (2022) President Biden, USDOT and USDOE announce $5 billion over five years for national ev charging network, made possible by bipartisan infrastructure law. Accessed November 29, 2023, https://highways.dot.gov/newsroom/president-biden-usdot-and-usdoe-announce-5-billion-over-five-years-national-ev-charging.Google Scholar
• Gardner J (2022) Two-stage differences in differences. Preprint, submitted July 13, https://arxiv.org/abs/2207.05943.Google Scholar
• Gilleran M, Bonnema E, Woods J, Mishra P, Doebber I, Hunter C, Mitchell M, et al. (2021) Impact of electric vehicle charging on the power demand of retail buildings. Adv. Appl. Energy 4:100062.Crossref, Google Scholar
• Goodman-Bacon A (2021) Difference-in-differences with variation in treatment timing. J. Econometrics 225(2):254–277.Crossref, Google Scholar
• Ho DE, Imai K, King G, Stuart EA (2007) Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference. Political Anal. 15(3):199–236.Crossref, Google Scholar
• Holtz D, Zhao M, Benzell SG, Cao CY, Rahimian MA, Yang J, Allen J, et al. (2020) Interdependence and the cost of uncoordinated responses to covid-19. Proc. Natl. Acad. Sci. USA 117(33):19837–19843.Crossref, Google Scholar
• Imai K, Ratkovic M (2014) Covariate balancing propensity score. J. Roy. Statist. Soc. Ser. B Statist. Methodology 76(1):243–263.Crossref, Google Scholar
• Katz ML, Shapiro C (1994) Systems competition and network effects. J. Econom. Perspective 8(2):93–115.Crossref, Google Scholar
• Kohl’s (2021) Kohl’s to expand electric vehicle charging stations for additional customer convenience in support of sustainability goals. Accessed November 29, 2023, https://corporate.kohls.com/news/archive-/2021/april/kohl-s-to-expand-electric-vehicle-charging-stations-for-addition.Google Scholar
• Lambert F (2017) Tesla unveils new ‘urban’ supercharger with a slower dedicated charge rate. Accessed November 29, 2023, https://electrek.co/2017/09/11/tesla-unveils-new-urban-supercharger-with-slower-charge-rate/.Google Scholar
• Lambert F (2022) Tesla (TSLA) still owns 75% of the US’s electric car market so far this year. Accessed November 29, 2023, https://electrek.co/2022/04/26/tesla-tsla-owns-75-percent-us-electric-car-market-so-far-this-year/.Google Scholar
• Ma G, Lim MK, Mak HY, Wan Z (2019) Promoting clean technology adoption: To subsidize products or service infrastructure? Service Sci. 11(2):75–95.Link, Google Scholar
• Roth J, Sant’Anna PHC, Bilinski A, Poe J (2022) What’s trending in difference-in-differences? A synthesis of the recent econometrics literature. Preprint, submitted January 2, https://arxiv.org/abs/2201.01194.Google Scholar
• Smith MS, Butcher TA (2008) How far should parkers have to walk? Parking 47(4):28–31.Google Scholar
• Woody M, Vaishnav P, Keoleian GA, De Kleine R, Kim HC, Anderson JE, Wallington TJ (2022) The role of pickup truck electrification in the decarbonization of light-duty vehicles. Environment. Res. Lett. 17(3):034031.Crossref, Google Scholar
• Woodyard C (2022) The dash for power: As electric vehicle sales surge, public charging stations in the U.S. lag. Accessed November 29, 2023, https://www.usatoday.com/story/money/cars/2022/04/30/electric-vehicle-charging-station-demand/7449847001/?gnt-cfr=1.Google Scholar
• Yu Z, Li S, Tong L (2016) Market dynamics and indirect network effects in electric vehicle diffusion. Transportation Res. Part D Transportation Environment 47:336–356.Crossref, Google Scholar
• Yu JJ, Tang CS, Li MK, Shen ZJM (2022) Coordinating installation of electric vehicle charging stations between governments and automakers. Production Oper. Management 31(2):681–696.Crossref, Google Scholar
• Zhang W, Dou Y (2022) Coping with spatial mismatch: Subsidy design for electric vehicle and charging markets. Manufacturing Service Oper. Management 24(3):1595–1610.Link, Google Scholar
• Zhang Y, Qian ZS, Sprei F, Li B (2016) The impact of car specifications, prices and incentives for battery electric vehicles in norway: Choices of heterogeneous consumers. Transportation Res. Part C Emerging Tech. 69:386–401.Crossref, Google Scholar