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Do Remote Workers Deter Neighborhood Crime? Evidence from the Rise of Working from Home

Author

Listed:
  • Jesse Matheson

    (Department of Economics, University of Sheffield, Sheffield S1 4DT, UK)

  • Brendon McConnell

    (University of Southampton, UK)

  • James Rockey

    (University of Birmingham, UK)

  • Argyris Sakalis

    (Department of Economics, University of Sheffield, Sheffield S1 4DT, UK)

Abstract

We examine the impact of the working from home (WFH) shift on neighborhood-level burglary rates, employing detailed street-level crime data and a neighborhood WFH measure. We find a one standard deviation increase in WFH (9.5pp) leads to a persistent 4% drop in burglaries. A spatial search model identifies two deterrence channels: occupancy, as burglars avoid occupied houses, and “eyes on the street”. We provide evidence supporting both channels. Despite crime displacement to low WFH areas offseting 30% of the burglary reduction, a hedonic pricing model reveals significant willingness to pay for high WFH areas, especially those with high ex-ante burglary risk.

Suggested Citation

  • Jesse Matheson & Brendon McConnell & James Rockey & Argyris Sakalis, 2023. "Do Remote Workers Deter Neighborhood Crime? Evidence from the Rise of Working from Home," Working Papers 2023020, The University of Sheffield, Department of Economics.
  • Handle: RePEc:shf:wpaper:2023020
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    File URL: https://www.sheffield.ac.uk/economics/research/serps
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    1. Mirko Draca & Stephen Machin & Robert Witt, 2011. "Panic on the Streets of London: Police, Crime, and the July 2005 Terror Attacks," American Economic Review, American Economic Association, vol. 101(5), pages 2157-2181, August.
    2. Barrero, Jose Maria & Bloom, Nick & Davis, Steven J., 2020. "Why Working From Home Will Stick," SocArXiv wfdbe, Center for Open Science.
    3. Sandra E. Black, 1999. "Do Better Schools Matter? Parental Valuation of Elementary Education," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 577-599.
    4. Cevat Giray Aksoy & Jose Maria Barrero & Nicholas Bloom & Steven J. Davis & Mathias Dolls & Pablo Zarate, 2022. "Working from Home Around the World," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 53(2 (Fall)), pages 281-360.
    5. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    6. Marco Gonzalez-Navarro, 2013. "Deterrence and Geographical Externalities in Auto Theft," American Economic Journal: Applied Economics, American Economic Association, vol. 5(4), pages 92-110, October.
    7. Paul Heaton & Priscillia Hunt & John MacDonald & Jessica Saunders, 2016. "The Short- and Long-Run Effects of Private Law Enforcement: Evidence from University Police," Journal of Law and Economics, University of Chicago Press, vol. 59(4), pages 889-912.
    8. Dingel, Jonathan I. & Neiman, Brent, 2020. "How many jobs can be done at home?," Journal of Public Economics, Elsevier, vol. 189(C).
    9. Klick, Jonathan & Tabarrok, Alexander, 2005. "Using Terror Alert Levels to Estimate the Effect of Police on Crime," Journal of Law and Economics, University of Chicago Press, vol. 48(1), pages 267-279, April.
    10. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    11. Aaron Chalfin & Justin McCrary, 2017. "Criminal Deterrence: A Review of the Literature," Journal of Economic Literature, American Economic Association, vol. 55(1), pages 5-48, March.
    12. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jan 2024.
    13. H. Spencer Banzhaf, 2021. "Difference-in-Differences Hedonics," Journal of Political Economy, University of Chicago Press, vol. 129(8), pages 2385-2414.
    14. Blesse, Sebastian & Diegmann, André, 2022. "The place-based effects of police stations on crime: Evidence from station closures," Journal of Public Economics, Elsevier, vol. 207(C).
    15. Jérôme Adda & Brendon McConnell & Imran Rasul, 2014. "Crime and the Depenalization of Cannabis Possession: Evidence from a Policing Experiment," Journal of Political Economy, University of Chicago Press, vol. 122(5), pages 1130-1202.
    16. Vikram Maheshri & Giovanni Mastrobuoni, 2021. "The Race Between Deterrence and Displacement: Theory and Evidence from Bank Robberies," The Review of Economics and Statistics, MIT Press, vol. 103(3), pages 547-562, July.
    17. Steve Gibbons, 2004. "The Costs of Urban Property Crime," Economic Journal, Royal Economic Society, vol. 114(499), pages 441-463, November.
    18. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    19. Grogger, Jeffrey & Ridgeway, Greg, 2006. "Testing for Racial Profiling in Traffic Stops From Behind a Veil of Darkness," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 878-887, September.
    20. Bamieh, Omar & Ziegler, Lennart, 2022. "Are remote work options the new standard? Evidence from vacancy postings during the COVID-19 crisis," Labour Economics, Elsevier, vol. 76(C).
    21. Gianni De Fraja & Jesse Matheson & James Rockey, 2020. "Zoomshock: The geography and local labour market consequences of working from home," Discussion Papers 20-31, Department of Economics, University of Birmingham.
    22. John M. MacDonald & Jonathan Klick & Ben Grunwald, 2016. "The effect of private police on crime: evidence from a geographic regression discontinuity design," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(3), pages 831-846, June.
    23. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    24. Delventhal, Matthew J. & Kwon, Eunjee & Parkhomenko, Andrii, 2022. "JUE Insight: How do cities change when we work from home?," Journal of Urban Economics, Elsevier, vol. 127(C).
    25. Abrams, David S., 2021. "COVID and crime: An early empirical look," Journal of Public Economics, Elsevier, vol. 194(C).
    26. Rafael Di Tella & Ernesto Schargrodsky, 2004. "Do Police Reduce Crime? Estimates Using the Allocation of Police Forces After a Terrorist Attack," American Economic Review, American Economic Association, vol. 94(1), pages 115-133, March.
    27. Gibbons, Steve & Machin, Stephen, 2003. "Valuing English primary schools," Journal of Urban Economics, Elsevier, vol. 53(2), pages 197-219, March.
    28. Adda, Jérôme & McConnell, Brendon & Rasul, Imran, 2014. "Crime and the depenalization of cannabis possession: evidence," Economics Working Papers ECO2014/05, European University Institute.
    29. Brendon McConnell, 2023. "What's Logs Got to do With it: On the Perils of log Dependent Variables and Difference-in-Differences," Papers 2308.00167, arXiv.org, revised Aug 2023.
    30. Tom Kirchmaier & Carmen Villa-Llera, 2020. "Covid-19 and changing crime trends in England and Wales," CEP Covid-19 Analyses cepcovid-19-013, Centre for Economic Performance, LSE.
    31. Kuminoff, Nicolai V. & Parmeter, Christopher F. & Pope, Jaren C., 2010. "Which hedonic models can we trust to recover the marginal willingness to pay for environmental amenities?," Journal of Environmental Economics and Management, Elsevier, vol. 60(3), pages 145-160, November.
    32. Lucas W. Davis, 2004. "The Effect of Health Risk on Housing Values: Evidence from a Cancer Cluster," American Economic Review, American Economic Association, vol. 94(5), pages 1693-1704, December.
    33. Philip J. Cook & John MacDonald, 2011. "Public Safety through Private Action: an Economic Assessment of BIDS," Economic Journal, Royal Economic Society, vol. 121(552), pages 445-462, May.
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    More about this item

    Keywords

    Working From Home; Property Crime; Spatial Spillovers; Hedonic House Price Models;
    All these keywords.

    JEL classification:

    • H75 - Public Economics - - State and Local Government; Intergovernmental Relations - - - State and Local Government: Health, Education, and Welfare
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law
    • R20 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - General

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