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Shooting up liquidity: the effect of crime on real estate

Author

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  • Alexander Dentler
  • Dr. Enzo Rossi

Abstract

We combine real estate data with various types of crime data using time and geospatial information to detect discontinuities in transaction densities and pricing around crime events in Rochester, NY. Discontinuities in transaction densities invalidate causal inference for price responses implied by the regression discontinuity design (RDD) approach. However, these discontinuities also capture the liquidity response to crimes and, together with the commonly emphasized price response, provide a richer picture of how crime affects housing valuation. A calibrated match-and-bargain model reveals that house valuations decrease between 6% and 25% after a crime, depending on the type of crime. These predictions are manifolds of the estimated effect on prices documented in this paper and in the literature. The welfare effects of crime are not uniform across market participants and can elicit considerable disappointment to uninformed buyers that move into a high-crime neighborhood.

Suggested Citation

  • Alexander Dentler & Dr. Enzo Rossi, 2021. "Shooting up liquidity: the effect of crime on real estate," Working Papers 2021-20, Swiss National Bank.
  • Handle: RePEc:snb:snbwpa:2021-20
    as

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    File URL: https://www.snb.ch/en/publications/research/working-papers/2021/working_paper_2021_20
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    References listed on IDEAS

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    1. Steven D. Levitt, 2004. "Understanding Why Crime Fell in the 1990s: Four Factors that Explain the Decline and Six that Do Not," Journal of Economic Perspectives, American Economic Association, vol. 18(1), pages 163-190, Winter.
    2. Jens Ludwig & Greg J. Duncan & Paul Hirschfield, 2001. "Urban Poverty and Juvenile Crime: Evidence from a Randomized Housing-Mobility Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 655-679.
    3. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    4. Lippman, Steven A & McCall, John J, 1986. "An Operational Measure of Liquidity," American Economic Review, American Economic Association, vol. 76(1), pages 43-55, March.
    5. Bowes, David R. & Ihlanfeldt, Keith R., 2001. "Identifying the Impacts of Rail Transit Stations on Residential Property Values," Journal of Urban Economics, Elsevier, vol. 50(1), pages 1-25, July.
    6. Thaler, Richard, 1978. "A note on the value of crime control: Evidence from the property market," Journal of Urban Economics, Elsevier, vol. 5(1), pages 137-145, January.
    7. Jens Ludwig & Jeffrey R. Kling, 2007. "Is Crime Contagious?," Journal of Law and Economics, University of Chicago Press, vol. 50(3), pages 491-518.
    8. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    9. Richard B. Freeman, 1996. "Why Do So Many Young American Men Commit Crimes and What Might We Do about It?," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 25-42, Winter.
    10. Angela K. Dills & Jeffrey A. Miron & Garrett Summers, 2010. "What Do Economists Know about Crime?," NBER Chapters, in: The Economics of Crime: Lessons For and From Latin America, pages 269-302, National Bureau of Economic Research, Inc.
    11. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    12. Pope, Jaren C., 2008. "Fear of crime and housing prices: Household reactions to sex offender registries," Journal of Urban Economics, Elsevier, vol. 64(3), pages 601-614, November.
    13. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    14. Jeff Grogger & Michael Willis, 2000. "The Emergence Of Crack Cocaine And The Rise In Urban Crime Rates," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 519-529, November.
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    More about this item

    Keywords

    Crime; real estate; liquidity effects; density discontinuity;
    All these keywords.

    JEL classification:

    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General

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