IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp13280.html
   My bibliography  Save this paper

The Effect of Job Loss and Unemployment Insurance on Crime in Brazil

Author

Listed:
  • Britto, Diogo

    (University of Milan Bicocca)

  • Pinotti, Paolo

    (Bocconi University)

  • Sampaio, Breno

    (Universidade Federal de Pernambuco)

Abstract

We investigate the effect of job loss and unemployment benefits on criminal behavior, exploiting individual-level data on the universe of workers and criminal cases in Brazil over the 2009-2017 period. We match workers displaced upon plausibly exogenous mass layoffs with observationally-equivalent control groups to identify dynamic treatment effects of job loss while allowing for treatment effect heterogeneity. In our preferred specification, the probability of criminal prosecution increases by 23% upon job loss and remains approximately constant during the following years. Our unusually large dataset allows us to precisely estimate increases in almost all types of crimes - including offenses with no economic motivation - as well as spillover effects on other household members. The estimated effects remain robust when restricting to arrests "in flagrante", which are less subject to differential reporting by employment status. We then evaluate the mitigating effect of unemployment benefits leveraging on discontinuous changes in eligibility. Regression discontinuity estimates suggest that unemployment benefits covering 3 to 5 months after displacement completely offset potential crime increases upon job loss, especially for liquidity-constrained individuals, although this effect completely vanishes upon benefit expiration. Our findings point at liquidity constraints and psychological stress as main drivers of criminal behavior upon job loss, while substitution between time on the job and leisure does not seem to play an important role.

Suggested Citation

  • Britto, Diogo & Pinotti, Paolo & Sampaio, Breno, 2020. "The Effect of Job Loss and Unemployment Insurance on Crime in Brazil," IZA Discussion Papers 13280, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp13280
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp13280.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Ichino, Andrea & Schwerdt, Guido & Winter-Ebmer, Rudolf & Zweimüller, Josef, 2017. "Too old to work, too young to retire?," The Journal of the Economics of Ageing, Elsevier, vol. 9(C), pages 14-29.
    2. Raphael, Steven & Winter-Ember, Rudolf, 2001. "Identifying the Effect of Unemployment on Crime," Journal of Law and Economics, University of Chicago Press, vol. 44(1), pages 259-283, April.
    3. 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.
    4. Gary S. Becker, 1974. "Crime and Punishment: An Economic Approach," NBER Chapters, in: Essays in the Economics of Crime and Punishment, pages 1-54, National Bureau of Economic Research, Inc.
    5. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    6. François Gerard & Joana Naritomi, 2021. "Job Displacement Insurance and (the Lack of) Consumption-Smoothing," American Economic Review, American Economic Association, vol. 111(3), pages 899-942, March.
    7. Matias D. Cattaneo & Michael Jansson & Xinwei Ma, 2020. "Simple Local Polynomial Density Estimators," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 115(531), pages 1449-1455, July.
    8. Zimmer, David M., 2021. "The effect of job displacement on mental health, when mental health feeds back to future job displacement," The Quarterly Review of Economics and Finance, Elsevier, vol. 79(C), pages 360-366.
    9. Giovanni Mastrobuoni & Paolo Pinotti, 2015. "Legal Status and the Criminal Activity of Immigrants," American Economic Journal: Applied Economics, American Economic Association, vol. 7(2), pages 175-206, April.
    10. Peter Ganong & Pascal Noel, 2019. "Consumer Spending during Unemployment: Positive and Normative Implications," American Economic Review, American Economic Association, vol. 109(7), pages 2383-2424, July.
    11. Schmidt, Peter & Witte, Ann Dryden, 1989. "Predicting criminal recidivism using 'split population' survival time models," Journal of Econometrics, Elsevier, vol. 40(1), pages 141-159, January.
    12. Stefan Wager & Susan Athey, 2018. "Estimation and Inference of Heterogeneous Treatment Effects using Random Forests," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(523), pages 1228-1242, July.
    13. Soares, Rodrigo R., 2004. "Development, crime and punishment: accounting for the international differences in crime rates," Journal of Development Economics, Elsevier, vol. 73(1), pages 155-184, February.
    14. Claudio Ferraz & Frederico Finan & Dimitri Szerman, 2015. "Procuring Firm Growth: The Effects of Government Purchases on Firm Dynamics," NBER Working Papers 21219, National Bureau of Economic Research, Inc.
    15. Denis Fougère & Francis Kramarz & Julien Pouget, 2009. "Youth Unemployment and Crime in France," Journal of the European Economic Association, MIT Press, vol. 7(5), pages 909-938, September.
    16. Kuhn, Andreas & Lalive, Rafael & Zweimüller, Josef, 2009. "The public health costs of job loss," Journal of Health Economics, Elsevier, vol. 28(6), pages 1099-1115, December.
    17. Munyo, Ignacio & Rossi, Martín A., 2015. "First-day criminal recidivism," Journal of Public Economics, Elsevier, vol. 124(C), pages 81-90.
    18. Rafael Dix-Carneiro & Rodrigo R. Soares & Gabriel Ulyssea, 2018. "Economic Shocks and Crime: Evidence from the Brazilian Trade Liberalization," American Economic Journal: Applied Economics, American Economic Association, vol. 10(4), pages 158-195, October.
    19. Charles, Kerwin Kofi & DeCicca, Philip, 2008. "Local labor market fluctuations and health: Is there a connection and for whom?," Journal of Health Economics, Elsevier, vol. 27(6), pages 1532-1550, December.
    20. Katz, Lawrence F. & Meyer, Bruce D., 1990. "The impact of the potential duration of unemployment benefits on the duration of unemployment," Journal of Public Economics, Elsevier, vol. 41(1), pages 45-72, February.
    21. Daniel Sullivan & Till von Wachter, 2009. "Job Displacement and Mortality: An Analysis Using Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1265-1306.
    22. Rege, Mari & Skardhamar, Torbjørn & Telle, Kjetil & Votruba, Mark, 2019. "Job displacement and crime: Evidence from Norwegian register data," Labour Economics, Elsevier, vol. 61(C).
    23. Chioda, Laura & De Mello, João M.P. & Soares, Rodrigo R., 2016. "Spillovers from conditional cash transfer programs: Bolsa Família and crime in urban Brazil," Economics of Education Review, Elsevier, vol. 54(C), pages 306-320.
    24. Christina Gathmann & Ines Helm & Uta Schönberg, 2020. "Spillover Effects of Mass Layoffs," Journal of the European Economic Association, European Economic Association, vol. 18(1), pages 427-468.
    25. Ziggy MacDonald, 2002. "Official Crime Statistics: Their Use and Interpretation," Economic Journal, Royal Economic Society, vol. 112(477), pages 85-106, February.
    26. Gaurav Khanna & Carlos Medina & Anant Nyshadham & Christian Posso & Jorge Tamayo, 2021. "Job Loss, Credit, and Crime in Colombia," American Economic Review: Insights, American Economic Association, vol. 3(1), pages 97-114, March.
    27. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2015. "Losing Heart? The Effect of Job Displacement on Health," ILR Review, Cornell University, ILR School, vol. 68(4), pages 833-861, August.
    28. Mirko Draca & Stephen Machin, 2015. "Crime and Economic Incentives," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 389-408, August.
    29. Grogger, Jeff, 1998. "Market Wages and Youth Crime," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 756-791, October.
    30. 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.
    31. John A. List & Azeem M. Shaikh & Yang Xu, 2019. "Multiple hypothesis testing in experimental economics," Experimental Economics, Springer;Economic Science Association, vol. 22(4), pages 773-793, December.
    32. Gabriel Ulyssea, 2018. "Firms, Informality, and Development: Theory and Evidence from Brazil," American Economic Review, American Economic Association, vol. 108(8), pages 2015-2047, August.
    33. Isaac Ehrlich, 1996. "Crime, Punishment, and the Market for Offenses," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 43-67, Winter.
    34. Lalive, Rafael, 2008. "How do extended benefits affect unemployment duration A regression discontinuity approach," Journal of Econometrics, Elsevier, vol. 142(2), pages 785-806, February.
    35. Freeman, Richard B., 1999. "The economics of crime," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 52, pages 3529-3571, Elsevier.
    36. Anna Öster & Jonas Agell, 2007. "Crime and Unemployment in Turbulent Times," Journal of the European Economic Association, MIT Press, vol. 5(4), pages 752-775, June.
    37. Matias D. Cattaneo & Michael Jansson & Xinwei Ma, 2018. "Manipulation testing based on density discontinuity," Stata Journal, StataCorp LP, vol. 18(1), pages 234-261, March.
    38. Athey, Susan & Imbens, Guido W., 2022. "Design-based analysis in Difference-In-Differences settings with staggered adoption," Journal of Econometrics, Elsevier, vol. 226(1), pages 62-79.
    39. Kenneth A. Couch & Dana W. Placzek, 2010. "Earnings Losses of Displaced Workers Revisited," American Economic Review, American Economic Association, vol. 100(1), pages 572-589, March.
    40. François Gerard & Miikka Rokkanen & Christoph Rothe, 2020. "Bounds on treatment effects in regression discontinuity designs with a manipulated running variable," Quantitative Economics, Econometric Society, vol. 11(3), pages 839-870, July.
    41. Schaller, Jessamyn & Stevens, Ann Huff, 2015. "Short-run effects of job loss on health conditions, health insurance, and health care utilization," Journal of Health Economics, Elsevier, vol. 43(C), pages 190-203.
    42. Brett Watson & Mouhcine Guettabi & Matthew Reimer, 2020. "Universal Cash and Crime," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 678-689, October.
    43. Crystal S. Yang, 2017. "Does Public Assistance Reduce Recidivism?," American Economic Review, American Economic Association, vol. 107(5), pages 551-555, May.
    44. Andrew Goodman-Bacon, 2018. "Difference-in-Differences with Variation in Treatment Timing," NBER Working Papers 25018, National Bureau of Economic Research, Inc.
    45. Melissa Dell & Benjamin Feigenberg & Kensuke Teshima, 2019. "The Violent Consequences of Trade-Induced Worker Displacement in Mexico," American Economic Review: Insights, American Economic Association, vol. 1(1), pages 43-58, June.
    46. Ann Dryden Witte, 1980. "Estimating the Economic Model of Crime With Individual Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 94(1), pages 57-84.
    47. C. Fritz Foley, 2011. "Welfare Payments and Crime," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 97-112, February.
    48. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    49. Jonathan M.V. Davis & Sara B. Heller, 2017. "Using Causal Forests to Predict Treatment Heterogeneity: An Application to Summer Jobs," American Economic Review, American Economic Association, vol. 107(5), pages 546-550, May.
    50. Price V. Fishback & Ryan S. Johnson & Shawn Kantor, 2010. "Striking at the Roots of Crime: The Impact of Welfare Spending on Crime during the Great Depression," Journal of Law and Economics, University of Chicago Press, vol. 53(4), pages 715-740.
    51. Cody Tuttle, 2019. "Snapping Back: Food Stamp Bans and Criminal Recidivism," American Economic Journal: Economic Policy, American Economic Association, vol. 11(2), pages 301-327, May.
    52. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, September.
    53. Ehrlich, Isaac, 1973. "Participation in Illegitimate Activities: A Theoretical and Empirical Investigation," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 521-565, May-June.
    54. François Gerard & Gustavo Gonzaga, 2021. "Informal Labor and the Efficiency Cost of Social Programs: Evidence from Unemployment Insurance in Brazil," American Economic Journal: Economic Policy, American Economic Association, vol. 13(3), pages 167-206, August.
    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. Bhalotra, Sonia R. & Britto, Diogo & Pinotti, Paolo & Sampaio, Breno, 2021. "Job Displacement, Unemployment Benefits and Domestic Violence," IZA Discussion Papers 14543, Institute of Labor Economics (IZA).
    2. Gaurav Khanna & Carlos Medina & Anant Nyshadham & Jorge Tamayo & Nicolas Torres, 2023. "Formal Employment and Organised Crime: Regression Discontinuity Evidence from Colombia," The Economic Journal, Royal Economic Society, vol. 133(654), pages 2427-2448.
    3. Britto, Diogo & Melo, Caíque & Sampaio, Breno, 2022. "The Kids Aren't Alright: Parental Job Loss and Children's Outcomes within and beyond Schools," IZA Discussion Papers 15591, Institute of Labor Economics (IZA).
    4. Patrick Bennett & Amine Ouazad, 2020. "Job Displacement, Unemployment, and Crime: Evidence from Danish Microdata and Reforms [The Link between Human Capital, Mass Layoffs, and Firm Deaths]," Journal of the European Economic Association, European Economic Association, vol. 18(5), pages 2182-2220.
    5. Eduardo Ferraz & Rodrigo Soares & Juan Vargas, 2022. "Unbundling the relationship between economic shocks and crime," Chapters, in: Paolo Buonanno & Paolo Vanin & Juan Vargas (ed.), A Modern Guide to the Economics of Crime, chapter 8, pages 184-204, Edward Elgar Publishing.
    6. Kayaoglu, Aysegul, 2022. "Do refugees cause crime?," World Development, Elsevier, vol. 154(C).
    7. Gaurav Khanna & Carlos Medina & Anant Nyshadham & Christian Posso & Jorge Tamayo, 2021. "Job Loss, Credit, and Crime in Colombia," American Economic Review: Insights, American Economic Association, vol. 3(1), pages 97-114, March.
    8. Denis Fougère & Francis Kramarz & Julien Pouget, 2009. "Youth Unemployment and Crime in France," Journal of the European Economic Association, MIT Press, vol. 7(5), pages 909-938, September.
    9. Milo Bianchi & Paolo Buonanno & Paolo Pinotti, 2012. "Do Immigrants Cause Crime?," Journal of the European Economic Association, European Economic Association, vol. 10(6), pages 1318-1347, December.
    10. Altindag, Duha T., 2012. "Crime and unemployment: Evidence from Europe," International Review of Law and Economics, Elsevier, vol. 32(1), pages 145-157.
    11. Paolo Buonanno, 2003. "The Socioeconomic Determinants of Crime. A Review of the Literature," Working Papers 63, University of Milano-Bicocca, Department of Economics, revised Nov 2003.
    12. Povilas Lastauskas & Eirini Tatsi, 2017. "Spatial Nexus in Crime and Unemployement in Times of Crisis," Bank of Lithuania Working Paper Series 39, Bank of Lithuania.
    13. Rege, Mari & Skardhamar, Torbjørn & Telle, Kjetil & Votruba, Mark, 2019. "Job displacement and crime: Evidence from Norwegian register data," Labour Economics, Elsevier, vol. 61(C).
    14. Corvalan, Alejandro & Pazzona, Matteo, 2019. "Persistent commodity shocks and transitory crime effects," Journal of Economic Behavior & Organization, Elsevier, vol. 158(C), pages 110-127.
    15. Miele, Kai R., 2024. "Mental Health and Labor Market Effects of Anticipating Job Loss," CINCH Working Paper Series (since 2020) 82169, Duisburg-Essen University Library, DuEPublico.
    16. Satadru Das & Naci Mocan, 2020. "Analyzing The Impact Of The World'S Largest Public Works Project On Crime," Economic Inquiry, Western Economic Association International, vol. 58(3), pages 1167-1182, July.
    17. Mari Rege & Torbjørn Skardhamar & Kjetil Telle & Mark Votruba, 2009. "The effect of plant closure on crime," Discussion Papers 593, Statistics Norway, Research Department.
    18. Piopiunik, Marc & Ruhose, Jens, 2017. "Immigration, regional conditions, and crime: Evidence from an allocation policy in Germany," European Economic Review, Elsevier, vol. 92(C), pages 258-282.
    19. Bignon, Vincent & Caroli, Eve & Galbiati, Roberto, 2011. "Stealing to Survive: Crime and Income Shocks in 19th Century France," CEPREMAP Working Papers (Docweb) 1111, CEPREMAP, revised Feb 2013.
    20. Roberto Galbiati & Aurélie Ouss & Arnaud Philippe, 2021. "Jobs, News and Reoffending after Incarceration [Examining the generality of the unemployment–crime association]," The Economic Journal, Royal Economic Society, vol. 131(633), pages 247-270.

    More about this item

    Keywords

    unemployment insurance; unemployment; registry data; crime;
    All these keywords.

    JEL classification:

    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs
    • J65 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment Insurance; Severance Pay; Plant Closings

    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:iza:izadps:dp13280. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.