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The Economics of Spatial Mobility: Theory and Evidence Using Smartphone Data

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  • Yuhei Miyauchi
  • Kentaro Nakajima
  • Stephen J. Redding

Abstract

Using smartphone geographical positioning systems (GPS) data for Japan, we show that travel within urban areas frequently occurs along trip chains, involving multiple stops as part of a single journey. Motivated by these empirical findings, we develop a tractable theoretical model of travel itineraries, in which agents choose a set and sequence of locations to visit each day. To overcome the resulting high-dimensionality of the choice set, we develop an approach based on importance sampling. We show that trip chains introduce consumption externalities across locations. We show that these consumption externalities are central to explaining the collapse in foot traffic in downtown areas following the shift to remote working during the Covid-19 pandemic.

Suggested Citation

  • Yuhei Miyauchi & Kentaro Nakajima & Stephen J. Redding, 2021. "The Economics of Spatial Mobility: Theory and Evidence Using Smartphone Data," NBER Working Papers 28497, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:28497
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    1. Stephan Heblich & Stephen J Redding & Daniel M Sturm, 2020. "The Making of the Modern Metropolis: Evidence from London," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 2059-2133.
    2. Stephen J. Redding & Esteban Rossi-Hansberg, 2017. "Quantitative Spatial Economics," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 21-58, September.
    3. Giannone, Elisa & Paixão, Nuno & Pang, Xinle, 2022. "JUE Insight: The geography of pandemic containment," Journal of Urban Economics, Elsevier, vol. 127(C).
    4. Barrero, Jose Maria & Bloom, Nick & Davis, Steven J., 2020. "Why Working From Home Will Stick," SocArXiv wfdbe, Center for Open Science.
    5. Susan Athey & Billy Ferguson & Matthew Gentzkow & Tobias Schmidt, 2021. "Estimating experienced racial segregation in US cities using large-scale GPS data," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(46), pages 2026160118-, November.
    6. Edward L. Glaeser & Caitlin S. Gorback & Stephen J. Redding, 2020. "How Much Does COVID-19 Increase with Mobility? Evidence from New York and Four Other U.S. Cities," Working Papers 2020-22, Princeton University. Economics Department..
    7. Albert Saiz, 2010. "The Geographic Determinants of Housing Supply," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1253-1296.
    8. Gabriel M. Ahlfeldt & Stephen J. Redding & Daniel M. Sturm & Nikolaus Wolf, 2015. "The Economics of Density: Evidence From the Berlin Wall," Econometrica, Econometric Society, vol. 83, pages 2127-2189, November.
    9. David Atkin & M. Keith Chen & Anton Popov, 2022. "The Returns to Face-to-Face Interactions: Knowledge Spillovers in Silicon Valley," NBER Working Papers 30147, National Bureau of Economic Research, Inc.
    10. Ezra Oberfield & Esteban Rossi-Hansberg & Pierre-Daniel Sarte & Nicholas Trachter, 2024. "Plants in Space," Journal of Political Economy, University of Chicago Press, vol. 132(3), pages 867-909.
      • Ezra Oberfield & Esteban Rossi-Hansberg & Nicholas Trachter & Pierre-Daniel Sarte, 2019. "Plants in Space," 2019 Meeting Papers 1507, Society for Economic Dynamics.
      • Rossi-Hansberg, Esteban & Oberfield, Ezra & Sarte, Pierre-Daniel & Trachter, Nicholas, 2020. "Plants in Space," CEPR Discussion Papers 14823, C.E.P.R. Discussion Papers.
      • Ezra Oberfield & Esteban Rossi-Hansberg & Pierre-Daniel Sarte & Nicholas Trachter, 2020. "Plants in Space," NBER Working Papers 27303, National Bureau of Economic Research, Inc.
      • Ezra Oberfield & Esteban Rossi-Hansberg & Pierre-Daniel G. Sarte & Nicholas Trachter, 2020. "Plants in Space," Working Paper 20-05, Federal Reserve Bank of Richmond.
    11. Ahlfeldt, Gabriel M. & Pietrostefani, Elisabetta, 2019. "The economic effects of density: A synthesis," Journal of Urban Economics, Elsevier, vol. 111(C), pages 93-107.
    12. Su, Yichen, 2022. "Measuring the Value of Urban Consumption Amenities: A Time-Use Approach," Journal of Urban Economics, Elsevier, vol. 132(C).
    13. Pablo D. Fajgelbaum & Amit Khandelwal & Wookun Kim & Cristiano Mantovani & Edouard Schaal, 2021. "Optimal Lockdown in a Commuting Network," American Economic Review: Insights, American Economic Association, vol. 3(4), pages 503-522, December.
    14. Pol Antràs & Teresa C. Fort & Felix Tintelnot, 2017. "The Margins of Global Sourcing: Theory and Evidence from US Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2514-2564, September.
    15. Ferdinando Monte & Stephen J. Redding & Esteban Rossi-Hansberg, 2018. "Commuting, Migration, and Local Employment Elasticities," American Economic Review, American Economic Association, vol. 108(12), pages 3855-3890, December.
    16. Pol Antràs & Stephen J. Redding & Esteban Rossi-Hansberg, 2023. "Globalization and Pandemics," American Economic Review, American Economic Association, vol. 113(4), pages 939-981, April.
    17. Eaton, B Curtis & Lipsey, Richard G, 1982. "An Economic Theory of Central Places," Economic Journal, Royal Economic Society, vol. 92(365), pages 56-72, March.
    18. David Atkin & Benjamin Faber & Marco Gonzalez-Navarro, 2018. "Retail Globalization and Household Welfare: Evidence from Mexico," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 1-73.
    19. Daniel Shoag & Stan Veuger, 2018. "Shops and the City: Evidence on Local Externalities and Local Government Policy from Big-Box Bankruptcies," The Review of Economics and Statistics, MIT Press, vol. 100(3), pages 440-453, July.
    20. Dennis Epple & Brett Gordon & Holger Sieg, 2010. "A New Approach to Estimating the Production Function for Housing," American Economic Review, American Economic Association, vol. 100(3), pages 905-924, June.
    21. Su, Yichen, 2022. "Measuring the Value of Urban Consumption Amenities: A Time-Use Approach," MPRA Paper 113158, University Library of Munich, Germany.
    22. Gupta, Arpit & Van Nieuwerburgh, Stijn & Kontokosta, Constantine, 2022. "Take the Q train: Value capture of public infrastructure projects," Journal of Urban Economics, Elsevier, vol. 129(C).
    23. Couture, Victor & Dingel, Jonathan I. & Green, Allison & Handbury, Jessie & Williams, Kevin R., 2022. "JUE Insight: Measuring movement and social contact with smartphone data: a real-time application to COVID-19," Journal of Urban Economics, Elsevier, vol. 127(C).
    24. Øyvind Thomassen & Howard Smith & Stephan Seiler & Pasquale Schiraldi, 2017. "Multi-category Competition and Market Power: A Model of Supermarket Pricing," American Economic Review, American Economic Association, vol. 107(8), pages 2308-2351, August.
    25. Koster, Hans R.A. & Pasidis, Ilias & van Ommeren, Jos, 2019. "Shopping externalities and retail concentration: Evidence from dutch shopping streets," Journal of Urban Economics, Elsevier, vol. 114(C).
    26. Lindsay E. Relihan, 2022. "Is online retail killing coffee shops? Estimating the winners and losers of online retail using customer transaction microdata," CEP Discussion Papers dp1836, Centre for Economic Performance, LSE.
    27. Donald R. Davis & Jonathan I. Dingel & Joan Monras & Eduardo Morales, 2019. "How Segregated Is Urban Consumption?," Journal of Political Economy, University of Chicago Press, vol. 127(4), pages 1684-1738.
    28. Daniel Ackerberg, 2009. "A new use of importance sampling to reduce computational burden in simulation estimation," Quantitative Marketing and Economics (QME), Springer, vol. 7(4), pages 343-376, December.
    29. Büchel, Konstantin & Ehrlich, Maximilian V. & Puga, Diego & Viladecans-Marsal, Elisabet, 2020. "Calling from the outside: The role of networks in residential mobility," Journal of Urban Economics, Elsevier, vol. 119(C).
    30. Anas, Alex, 2007. "A unified theory of consumption, travel and trip chaining," Journal of Urban Economics, Elsevier, vol. 62(2), pages 162-186, September.
    31. Rebecca Diamond, 2016. "The Determinants and Welfare Implications of US Workers' Diverging Location Choices by Skill: 1980-2000," American Economic Review, American Economic Association, vol. 106(3), pages 479-524, March.
    32. Kloek, Tuen & van Dijk, Herman K, 1978. "Bayesian Estimates of Equation System Parameters: An Application of Integration by Monte Carlo," Econometrica, Econometric Society, vol. 46(1), pages 1-19, January.
    33. Dingel, Jonathan & Tintelnot, Felix, 2020. "Spatial Economics for Granular Settings," CEPR Discussion Papers 14819, C.E.P.R. Discussion Papers.
    34. Fernando Alvarez & David Argente & Francesco Lippi, 2021. "A Simple Planning Problem for COVID-19 Lock-down, Testing, and Tracing," American Economic Review: Insights, American Economic Association, vol. 3(3), pages 367-382, September.
    35. Bowman, J. L. & Ben-Akiva, M. E., 2001. "Activity-based disaggregate travel demand model system with activity schedules," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(1), pages 1-28, January.
    36. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    37. Fujita, Masahisa & Ogawa, Hideaki, 1982. "Multiple equilibria and structural transition of non-monocentric urban configurations," Regional Science and Urban Economics, Elsevier, vol. 12(2), pages 161-196, May.
    38. Robert E. Lucas & Esteban Rossi-Hansberg, 2002. "On the Internal Structure of Cities," Econometrica, Econometric Society, vol. 70(4), pages 1445-1476, July.
    39. Claycombe, Richard J., 1991. "Spatial retail markets," International Journal of Industrial Organization, Elsevier, vol. 9(2), pages 303-313, June.
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    2. Paul Blanchard & Douglas Gollin & Martina Kirchberger, 2023. "Perpetual Motion: High-Frequency Human Mobility in Three African Countries," Trinity Economics Papers tep0823, Trinity College Dublin, Department of Economics.
    3. Stijn Van Nieuwerburgh, 2023. "The remote work revolution: Impact on real estate values and the urban environment: 2023 AREUEA Presidential Address," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(1), pages 7-48, January.
    4. Pierre Magontier, Maximilian v. Ehrlich, Markus Schl pfer, 2022. "The Fragility of Urban Social Networks - Mobility as a City Glue -," Diskussionsschriften credresearchpaper38, Universitaet Bern, Departement Volkswirtschaft - CRED.
    5. KIKUCHI Shinnosuke & Daniel G. O'CONNOR, 2024. "The Granular Origins of Agglomeration," Discussion papers 24005, Research Institute of Economy, Trade and Industry (RIETI).
    6. Daiji Kawaguchi & Keisuke Kawata & Chigusa Okamoto, 2024. "Urban Redevelopment Program and Demand Externality," CIRJE F-Series CIRJE-F-1227, CIRJE, Faculty of Economics, University of Tokyo.
    7. Akesaka, Mika & Shigeoka, Hitoshi, 2023. ""Invisible Killer": Seasonal Allergies and Accidents," IZA Discussion Papers 16403, Institute of Labor Economics (IZA).
    8. Eugenia Go & Kentaro Nakajima & Yasuyuki Sawada & Kiyoshi Taniguchi, 2023. "Satellite-Based Vehicle Flow Data to Assess Local Economic Activities," CIRJE F-Series CIRJE-F-1209, CIRJE, Faculty of Economics, University of Tokyo.
    9. Chun, Hyunbae & Kwon, Eunjee & Yang, Dongyun, 2024. "The rise of e-commerce and generational consumption inequality: Evidence from COVID-19 in South Korea," Regional Science and Urban Economics, Elsevier, vol. 104(C).

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    More about this item

    JEL classification:

    • R2 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis
    • R3 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location
    • R41 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Transportation: Demand, Supply, and Congestion; Travel Time; Safety and Accidents; Transportation Noise

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