Abstract
This paper examines the impact of local banking market frictions measured by bank failures on youth crime. Using a difference-in-differences framework, we find white and black youth violent crimes increase by 0.11 and 0.66 per 1000 people, respectively, following a bank failure. Further, we find white property crime, petty delinquency and drug crime increase by 0.29, 0.75 and 0.35 per 1000 people. Black youth see a rise in drug crimes by 0.88 per 1000 people. Results by gender reveal male drug crimes rise by 2.4 and female property crimes by 0.66 per 1000 people, respectively. The economic effects are most persistent for petty delinquency crimes committed by white youths. Furthermore, we find evidence that bank failures worsen local labor markets conditions by increasing white youth unemployment and reduce employment in the limited-services restaurant industry; channels that likely alter the opportunity cost of youth crime.
Similar content being viewed by others
Notes
The term crime here is used interchangeably with arrests. The FBI UCR database reports numbers of arrests.
Further program information can be found here: https://www.bjs.gov/ucrdata/abouttheucr.cfm.
Violent crime aggregates murder and non-negligent manslaughter, manslaughter by negligence, robbery, and aggravated assault. Property crime captures burglary-breaking or entering, larceny-theft (not motor vehicles), motor vehicle theft, and arson. Petty delinquency captures vandalism, disorderly conduct, and curfew and loitering violations. Drug crimes is total drug abuse violation that encompassing sale or manufacturing and possession.
This is less restrictive than the two standard deviations approach of Anderson (2014). We stick to this because there are good examples of counties with growth profiles that could justify growth in reporting agencies above this level.
Between 1999-2016, 573 banks failed. The majority (332) were FDIC insured state chartered Federal Reserve non-member banks with operations across states and supervised by the FDIC. The others, 97 were FDIC insured national banks with branches throughout the country and supervised by the OCC; 65 were FDIC insured state chartered savings bank supervised by the FDIC; 6 were FDIC insured state or federal charter savings association supervised by the Office of Thrift Supervision; 58 were state chartered Fed member commercial banks supervised by the Federal Reserve and 15 were FDIC insured Stock and Mutual Savings Bank.
We also used interactions terms of the mortgage delinquency rate and share of subprime population with the post-treatment variable to control for the effects of other forms of financial frictions on youth crime. Even after accounting for the effects that mortgage delinquencies or the share of subprime population had in the post-treatment period our mainline results of the effect of bank failures hold. These results are available on request.
Saiz (2010) restricts sample to MSAs with over half a million observations. This severely reduces our sample to a quarter of the full sample. We use US Census Bureau crosswalk to match counties that are author’s MSAs.
Fougere et al. (2009), for example, finds that an increase in youth unemployment affects property and violent crimes in France.
We use limited-service restaurants NAICS codes 722211 and 722513.
References
Abadie A, Imbens GW (2016) Matching on the Estimated Propensity Score. Econometr 84(2):781–807
Agnew R (2001) Types of strain most likely to lead to crime and delinquency. J Res Crime and Delinq 38(4):319–361
Agnew R (1992) Foundation for a general strain theory. Criminol 30:47–87
Anari A, Kolari J, Mason J (2005) Bank Asset Liquidation and the Propagation of the U.S. Great Depression. J Money Credit Bank 37:753–773
Anderson M (2014) In School and Out of Trouble? The Minimum Dropout Age and Juvenile Crime. Rev. Econ. Stat 96(2):318–331
Arnio AN, Baumer EP, Wolff KT (2012) Assessing the implications of the contemporary foreclosure crisis on U.S. crime rates: A county-level analysis. Soc Sci Res 41:1598–1614
Arvanites TM, Robert HD (2006) Business cycles and street crime. Criminol 44(1):139–164
Ashcraft AB (2005) Are Banks Really Special? New Evidence from the FDIC-Induced Failure of Healthy Banks. Am Econ Rev 95:1712–1730
Autor DH (2003) Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing. J Lab Econ 21(1):1–42
Beck T, Levine R (2004) Stock markets, banks, and growth: Panel evidence. J Bank Financ. 28(3):423–442
Becker G (1968) Crime and punishment: An economic approach. J Pol Econo 76(2):169–217
Bernanke B (1983) Nonmonetary Effects of the Financial Crisis in the Propagation of the Great Depression. Am Econ Rev 73:257–276
Calomiris CW, Mason J (2003) Consequences of Bank Distress during the Great Depression. Am Econ Rev 93:937–947
Cantor D, Land KC (1985) Unemployment and crime rates in the post-World War II United States: a theoretical and empirical analysis. Amer Sociol Rev 50(3):317–332
Contessi S, Johanna F (2013) U.S. Commercial Bank Lending through 2008: Q4 New Evidence from Gross Credit Flows. Econo Inq 51(1):428–444
Cook S, Duncan W, Louise P (2014) New evidence on the impact of gender and asymmetry in the crime-unemployment relationship. App Econ 46(2):119–126
Corman H, Dhaval D, Ariel K, Nancy ER (2017) The effect of maternal work incentives on youth crime. Lab Econ 49:128–144
Cornwell C, William T (1994) Estimating the economic model of crime with panel data. Rev Econ Stat 76(2):360–366
Costantini M, Iris M, Paradiso A (2018) Do Inequality, Unemployment and Deterrence Affect Crime over the Long Run? Reg Stud 52(4):558–571
DiSalvo JV (1999) Federal Reserve geographic banking market definitions. Unpublished working paper, Federal Reserve Bank of Philadelphia
Edmark K (2005) Unemployment and Crime: Is There a Connection? Scand J Econ 107(2):353–373
Ehrlich I (1973) Participation in illegitimate activities: A theoretical and empirical investigation. J.Pol. Econo 81(3):521–565
Federal Reserve Board (2016) Consumers and Mobile Financial Services. Accessed at http://www.federalreserve.gov/econresdata/consumers-and-mobile-financial-services-report-201603.pdf
Fougère D, Kramarz F, Pugeut J (2009) Youth Unemployment and Crime in France. J Euro Econ Assoc 7(5):909–938
Freeman R (1999) The economics of crime. In: Ashenfelter O, Card D (eds) Handbook of Labor Economics, vol 3. North Holland Publishers, Amsterdam, pp 3529–3571
Garmaise JM, Moskowitz JT (2006) Bank Mergers and Crime: The Real and Social Effects of Credit Market Competition. J Financ 61(2):495–538
Ghosh A (2017) Do bank failures still matter in affecting regional economic activity. J Econ Bus 90(C):1–16
Gilbert A, Kochin L (1989) Local Economic Effects of Bank Failures. J Financ Serv Res 14(3):333–345
Glaeser EL, Gyourko J, Saiz A (2008) Housing supply and housing bubbles. J Urb Econ 198-217.
Gove WR, Hughes M, Geerken M (1985) Are Uniform Crime Reports a valid indicator of the index crimes? an affirmative answer with minor qualifications. Criminology 23(3):451–502
Graham S, Lowery B (2004) Priming Unconscious Racial Stereotypes About Adolescent Offenders. Law Human Behav 28(5):483–504
Hamzah SNZ, Lau E (2013) The role of social factors in explaining crime. Theor. Appl. Econ 583(6):99–118
Huang R (2008) Evaluating the real effect of bank branching deregulation: Comparing contiguous counties across US state border. J Finan Econ 87(3):678–705
Ivashina V, Scharfstein D (2010) Bank lending during the financial crisis of 2008. J Financ Econ 97(3):319–338
Janko Z, Popli G (2015) Examining the Link between Crime and Unemployment: A Time-Series Analysis for Canada. Appl Econ 47(37-39):4007–4039
Jawadi F, Mallick SK, Cheffou A, Augustine A (2020) Does higher unemployment lead to greater criminality? Revisiting the debate over the business cycle. J Econ Beh and Org doi. https://doi.org/10.1016/j.jebo.2019.03.025
Kang A, Lowery R, Wardlaw M (2015) The Costs of Failed Banks: A Structural Estimation of Regulatory Incentives. Rev Financ Stud 28(4):1060–1102
Kandrac J (2014) Bank Failure, Relationship Lending, and Local Economic Performance. Working Paper, Federal Reserve Board
Lee K (2018) Unemployment and crime: the role of apprehension. Europ J Law Econ 45(1):59–80
Levitt S (1997) Using electoral cycles in police hiring to estimate the effect of police on crime. Am Econ Rev 87(3):270–290
Levitt S (2001) Alternative strategies for identifying the link between unemployment and crime. J Quant Crimino 17(4):377–390
Levitt S (2004) Understanding why crime fell in the 1990s: four factors that explain the decline and six that do not. J Econ Persp 18(1):163–190
Lin MJ (2008) Does unemployment increase crime? Evidence from US Data 1974-2000. J Hum Resour 43(2):413–436
Mian A, Sufi A (2009) The Consequences of Mortgage credit expansion: evidence from the U.S. mortgage default crisis. Q J Econ 124(4):1449–1496
Miyoshi K (2011) Crime and local labor market opportunities for low-skilled workers: evidence using Japanese prefectural panel data. Pac Econ Rev 16(5):565–576
Mocan N, Bali T (2010) Asymmetric crime cycles. Rev Econ Stat 92(4):899–911
Morgan SL, Harding DJ (2006) Matching estimators of causal effects prospects and pitfalls in theory and practice. Sociolo Meth Res 35(1):3–60
Mustard D (2010) How do labor markets affect crime? New evidence on an old puzzle. In: Zimmerman BB (ed) Handbook on the economics of crime. Edward Elgar Publishing, Cheltenham, pp 342–358
Narayan PK, Smyth R (2004) Crime rates, male youth unemployment and real income in Australia: evidence from granger causality tests. Appl Econ 36(18):2079–2095
Ng J, Roychowdhury S (2014) Do loan loss reserves behave like capital? Evidence from recent bank failures. Rev Acct Stud 19(3):1234–1279
Nordin M, Almen D (2017) Long-Term Unemployment and Violent Crime. Emp Econ 52(1):1–29
Ogura Y, Uchida H (2014) Bank Consolidation and Soft Information Acquisition in Small Business Lending. J Financ Serv Res 45:173–200
Piquero AR (2008) Disproportionate minority contact. The Future of Children. 18(2):59–79
Raphael S, Winter-Ebmer R (2001) Identifying the effect of unemployment on crime. J Law Econ 44(1):259–283
Sachsida A, Cardoso de Mendonca MJ, Loureiro PRA, Sarmiento Gutierrez MB (2010) Inequality and criminality revisited: further evidence from. Brazil Empir Econ 39(1):93–109
Saiz (2010) The Geographic Determinants of Housing Supply. Q J Econ 125(3):1253–1296
Shaw CR, McKay HD (1942) Juvenile delinquency in urban areas. University of Chicago Press, Chicago, IL
Skogan WG (1990) Disorder and decline: Crime and the spiral decay in American neighborhoods. University of California Press, Berkeley
Smith D, Devine J, Sheley J (1992) Crime and Unemployment: Effects across Age and Race Categories. Sociolo Persp 35(4):551–572
Tang CF (2010) The effect of macroeconomic evils on property and violent crimes in Malaysia. Int J Bus Soc 11(2):35–50
Taylor RB (2001) Breaking Away From Broken Windows. Westview Press, Boulder, CO
Wilson J, Kelling G (1982) The police and neighborhood safety: broken windows. Atlantic Monthly. March:29–38
Wu D, Wu Z (2012) Crime, inequality and unemployment in England and Wales. Appl Econ 44(29):3765–3775
Ziebarth NL (2013) Identifying the effects of Bank Failures from a Natural Experiment in Mississippi during the Great Depression. Am Econ J Macro 5(1):81–101
Funding
The authors have no relevant funding resources to disclose.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflicts of interests/Competing interests
The authors also have no conflicting and competing interests to declare that are relevant to the content of this article.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Ghosh, A., Contreras, S. Local Banking Market Frictions and Youth Crime: Evidence from Bank Failures. J Financ Serv Res 61, 43–75 (2022). https://doi.org/10.1007/s10693-021-00370-z
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10693-021-00370-z
Keywords
- bank failures
- county-level analysis
- criminal motivational effect theory
- rational choice theory
- youth crime
- youth employment