What if autonomous vehicles had been introduced into cities? A counterfactual analysis

The impact of autonomous vehicles on the spatial size of cities remains ambiguous, as the future is highly uncertain. This paper uses counterfactual analysis techniques to examine the effects of autonomous vehicles on urban expansion for metropolitan areas in the United States if autonomous vehicles had been introduced before. We argue that distance cost and congestion cost, which are the two components of transportation cost with different effects on urban expansion, should be addressed in autonomous vehicle research. By coupling historical data with hypothetical scenarios of introducing autonomous vehicles to cities, we find that urban expansion, rather than urban densification, would have been the dominant effect if autonomous vehicles had been introduced into cities. The finding indicates that if autonomous vehicles are widely adopted in the future, they are likely to have similar, or even larger, effects on future urban expansion than in the counterfactual past.

[1]  Yoram Shiftan,et al.  What do we (Not) know about our future with automated vehicles? , 2021 .

[2]  Carey Curtis,et al.  Knowledge for policy-making in times of uncertainty: the case of autonomous vehicle model results , 2020, Transport Reviews.

[3]  Paul Pfaffenbichler,et al.  The potential impacts of automated cars on urban transport: An exploratory analysis , 2020, Transport Policy.

[4]  Guohui Zhang,et al.  The shapes of US cities: Revisiting the classic population density functions using crowdsourced geospatial data , 2020, Urban Studies.

[5]  E. Guerra,et al.  Compact cities and economic productivity in Mexico , 2020, Urban Studies.

[6]  Aidan While,et al.  Urban robotic experimentation: San Francisco, Tokyo and Dubai , 2020, Urban Studies.

[7]  M. Burris,et al.  Will autonomous vehicles change auto commuters’ value of travel time? , 2020 .

[8]  W. Larson,et al.  Self-driving cars and the city: Effects on sprawl, energy consumption, and housing affordability , 2020 .

[9]  Sergio Maria Patella,et al.  A preliminary study of the potential impact of autonomous vehicles on residential location in Rome , 2019, Research in Transportation Economics.

[10]  Rico Krueger,et al.  Autonomous driving and residential location preferences: Evidence from a stated choice survey , 2019, Transportation Research Part C: Emerging Technologies.

[11]  Jinhuan Zhao,et al.  Are Cities Prepared for Autonomous Vehicles? , 2019, Journal of the American Planning Association.

[12]  Eva Fraedrich,et al.  Autonomous driving, the built environment and policy implications , 2019, Transportation Research Part A: Policy and Practice.

[13]  Adam Millard-Ball,et al.  The autonomous vehicle parking problem , 2019, Transport Policy.

[14]  Francesco Ciari,et al.  Impacts of automated vehicles on travel behaviour and land use: an international review of modelling studies , 2018, Transport Reviews.

[15]  Wenwen Zhang,et al.  Residential Location Choice in the Era of Shared Autonomous Vehicles , 2018, Journal of Planning Education and Research.

[16]  Barbara Lenz,et al.  How Autonomous Driving May Affect the Value of Travel Time Savings for Commuting , 2018 .

[17]  Mehdi Nourinejad,et al.  Designing parking facilities for autonomous vehicles , 2018 .

[18]  Jacques-François Thisse,et al.  What Can Be Learned from Spatial Economics? , 2017, Journal of Economic Literature.

[19]  Masao Kuwahara,et al.  Bottleneck congestion and residential location of heterogeneous commuters , 2017 .

[20]  Bart van Arem,et al.  Policy and society related implications of automated driving: A review of literature and directions for future research , 2017, J. Intell. Transp. Syst..

[21]  Kara M. Kockelman,et al.  Optimal policies in cities with congestion and agglomeration externalities: Congestion tolls, labor subsidies, and place-based strategies , 2016 .

[22]  E. Rossi-Hansberg,et al.  Quantitative Spatial Economics , 2016 .

[23]  K. Kockelman,et al.  Congestion pricing effects on firm and household location choices in monocentric and polycentric cities , 2016 .

[24]  J. Rappaport Productivity, Congested Commuting, and Metro Size , 2016 .

[25]  Wenwen Zhang,et al.  Exploring the impact of shared autonomous vehicles on urban parking demand: An agent-based simulation approach , 2015 .

[26]  R. Zakharenko Self-Driving Cars Will Change Cities , 2015 .

[27]  Matthew E. Kahn,et al.  Household carbon emissions from driving and center city quality of life , 2015 .

[28]  Matthew E. Kahn,et al.  Household Demand for Low Carbon Policies: Evidence from California , 2015, Journal of the Association of Environmental and Resource Economists.

[29]  Sofia F. Franco Downtown Parking Supply, Work-Trip Mode Choice and Urban Spatial Structure , 2015 .

[30]  Jeffrey C. Brinkman Congestion, Agglomeration, and the Structure of Cities , 2013 .

[31]  Kurt Paulsen,et al.  Yet even more evidence on the spatial size of cities: Urban spatial expansion in the US, 1980–2000 , 2012 .

[32]  M. Storper,et al.  The Sources of Urban Development: Wages, Housing, and Amenity Gaps Across American Cities , 2012 .

[33]  V. Chernozhukov,et al.  Inference on Counterfactual Distributions , 2009, 0904.0951.

[34]  C. Spivey,et al.  The Mills—Muth Model of Urban Spatial Structure: Surviving the Test of Time? , 2008 .

[35]  G. Galster,et al.  Testing the Conventional Wisdom about Land Use and Traffic Congestion: The More We Sprawl, the Less We Move? , 2006 .

[36]  Robert W. Wassmer The Influence of Local Urban Containment Policies and Statewide Growth Management on the Size of United States Urban Areas , 2006 .

[37]  D. McGrath More evidence on the spatial scale of cities , 2005 .

[38]  Matthew E. Kahn,et al.  Estimating Housing Demand With an Application to Explaining Racial Segregation in Cities , 2003 .

[39]  Edward L. Glaeser,et al.  Cities, regions and the decline of transport costs , 2003 .

[40]  Matthew E. Kahn,et al.  Sprawl and Urban Growth , 2003 .

[41]  Esteban Rossi-Hansberg,et al.  ON THE INTERNAL STRUCTURE OF CITIES , 2002 .

[42]  D. Schrank,et al.  2012 Urban Mobility Report , 2002 .

[43]  J. Brueckner,et al.  The Economics of Urban Sprawl: Theory and Evidence on the Spatial Sizes of Cities , 1983 .

[44]  Masahisa Fujita,et al.  Multiple equilibria and structural transition of non-monocentric urban configurations , 1982 .

[45]  W. Wheaton,et al.  A comparative static analysis of urban spatial structure , 1974 .

[46]  E. Mills Studies in the Structure of the Urban Economy , 1972 .

[47]  Yonah Freemark,et al.  Are Cities Prepared for Autonomous Vehicles? Planning for Technological Change by U.S. Local Governments , 2019 .

[48]  David R. Easterling,et al.  Impacts, Risks, and Adaptation in the United States: Fourth National Climate Assessment, Volume II , 2017 .

[49]  D. Heinrichs Autonomous Driving and Urban Land Use , 2016 .

[50]  Erick Guerra,et al.  Planning for cars that drive themselves: Metropolitan Planning Organizations, regional transportation plans, and autonomous vehicles , 2015 .

[51]  G. Yohe,et al.  Climate Change Impacts in the United States , 2014 .

[52]  Krista A. Karstensen,et al.  National climate assessment technical report on the impacts of climate and land use and land cover change , 2012 .

[53]  P. Gordon,et al.  Urban Spatial Structure and Economic Growth in US Metropolitan Areas , 2007 .

[54]  M. Cropper,et al.  The Effects of Urban Spatial Structure on Travel Demand in the United States , 2005, Review of Economics and Statistics.

[55]  R. Kirwan Location and Land Use: Toward a General Theory of Land Rent , 1966 .

[56]  W. Alonso Location And Land Use , 1964 .