IDEAS home Printed from https://ideas.repec.org/p/snb/snbwpa/2021-20.html
   My bibliography  Save this paper

Shooting up liquidity: the effect of crime on real estate

Author

Listed:
  • 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

    Download full text from publisher

    File URL: https://www.snb.ch/en/publications/research/working-papers/2021/working_paper_2021_20
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ivan A Canay & Vishal Kamat, 2018. "Approximate Permutation Tests and Induced Order Statistics in the Regression Discontinuity Design," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(3), pages 1577-1608.
    2. Frederik von Waldow & Heike Link, 2024. "Spatial Competition and Pass-through of Fuel Taxes: Evidence from a Quasi-natural Experiment in Germany," Discussion Papers of DIW Berlin 2086, DIW Berlin, German Institute for Economic Research.
    3. Volker Schöer & Debra Shepherd, 2013. "Compulsory tutorial programmes and performance in undergraduate microeconomics: A regression discontinuity design," Working Papers 27/2013, Stellenbosch University, Department of Economics.
    4. Ari Hyytinen & Jaakko Meriläinen & Tuukka Saarimaa & Otto Toivanen & Janne Tukiainen, 2018. "When does regression discontinuity design work? Evidence from random election outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 1019-1051, July.
    5. Catherine Hausman & David S. Rapson, 2018. "Regression Discontinuity in Time: Considerations for Empirical Applications," Annual Review of Resource Economics, Annual Reviews, vol. 10(1), pages 533-552, October.
    6. Legge, Stefan & Schmid, Lukas, 2013. "Rankings, Random Successes, and Individual Performance," Economics Working Paper Series 1340, University of St. Gallen, School of Economics and Political Science.
    7. Erasmo Giambona & Rafael P. Ribas, 2023. "Unveiling the Price of Obscenity: Evidence From Closing Prostitution Windows in Amsterdam," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(3), pages 677-705, June.
    8. Takuya Ishihara & Masayuki Sawada, 2020. "Manipulation-Robust Regression Discontinuity Designs," Papers 2009.07551, arXiv.org, revised Sep 2024.
    9. Yao Pan & Stephen C Smith & Munshi Sulaiman, 2018. "Agricultural Extension and Technology Adoption for Food Security: Evidence from Uganda," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(4), pages 1012-1031.
    10. Montoya, Ana Maria & Noton, Carlos & Solis, Alex, 2018. "The Returns to College Choice: Loans, Scholarships and Labor Outcomes," Working Paper Series 2018:12, Uppsala University, Department of Economics.
    11. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    12. Decio Coviello & Andrea Guglielmo & Giancarlo Spagnolo, 2015. "The Effect of Discretion on Procurement Performance," CEIS Research Paper 361, Tor Vergata University, CEIS, revised 17 Nov 2015.
    13. Jerch, Rhiannon & Kahn, Matthew E. & Li, Shanjun, 2017. "The efficiency of local government: The role of privatization and public sector unions," Journal of Public Economics, Elsevier, vol. 154(C), pages 95-121.
    14. Steven F. Koch & Jeffrey S. Racine, 2016. "Healthcare facility choice and user fee abolition: regression discontinuity in a multinomial choice setting," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(4), pages 927-950, October.
    15. Jiang, Wei & Lu, Yi & Xie, Huihua, 2020. "Education and mental health: Evidence and mechanisms," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 407-437.
    16. Rebecca Allen, 2013. "Measuring foundation school effectiveness using English administrative data, survey data and a regression discontinuity design," Education Economics, Taylor & Francis Journals, vol. 21(5), pages 431-446, December.
    17. Mauricio Villamizar‐Villegas & Freddy A. Pinzon‐Puerto & Maria Alejandra Ruiz‐Sanchez, 2022. "A comprehensive history of regression discontinuity designs: An empirical survey of the last 60 years," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1130-1178, September.
    18. Porter, Jack & Yu, Ping, 2015. "Regression discontinuity designs with unknown discontinuity points: Testing and estimation," Journal of Econometrics, Elsevier, vol. 189(1), pages 132-147.
    19. Bugni, Federico A. & Canay, Ivan A., 2021. "Testing continuity of a density via g-order statistics in the regression discontinuity design," Journal of Econometrics, Elsevier, vol. 221(1), pages 138-159.
    20. Prakash, Nishith & Rockmore, Marc & Uppal, Yogesh, 2019. "Do criminally accused politicians affect economic outcomes? Evidence from India," Journal of Development Economics, Elsevier, vol. 141(C).

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:snb:snbwpa:2021-20. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Enzo Rossi (email available below). General contact details of provider: https://edirc.repec.org/data/snbgvch.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.