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Formal Employment and Organized Crime: Regression Discontinuity Evidence from Colombia

Author

Listed:
  • Gaurav Khanna

    (University of California San Diego)

  • Carlos Medina

    (Banco de la Republica de Colombia)

  • Anant Nyshadham,

    (Boston College & NBER)

  • Jorge Tamayo

    (Harvard University. Harvard Business School,)

Abstract

Canonical models of crime emphasize economic incentives. Yet, causal evidence of sorting into criminal occupations in response to individual-level variation in incentives is limited. We link administrative socioeconomic microdata with the universe of arrests in Medellίn over a decade. We exploit exogenous variation in formal-sector employment around a socioeconomic-score cutoff, below which individuals receive benefits if not formally employed, to test whether a higher cost to formal-sector employment induces crime. Regression discontinuity estimates show this policy generated reductions in formal-sector employment and a corresponding spike in organized crime, but no effects on crimes of impulse or opportunity.

Suggested Citation

  • Gaurav Khanna & Carlos Medina & Anant Nyshadham, & Jorge Tamayo, 2019. "Formal Employment and Organized Crime: Regression Discontinuity Evidence from Colombia," Empirical Studies of Conflict Project (ESOC) Working Papers 14, Empirical Studies of Conflict Project.
  • Handle: RePEc:pri:esocpu:14
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    1. Bart H.H. Golsteyn & Hans Grönqvist & Lena Lindahl, 2014. "Adolescent Time Preferences Predict Lifetime Outcomes," Economic Journal, Royal Economic Society, vol. 124(580), pages 739-761, November.
    2. Joseph J. Doyle Jr., 2007. "Child Protection and Child Outcomes: Measuring the Effects of Foster Care," American Economic Review, American Economic Association, vol. 97(5), pages 1583-1610, December.
    3. Manudeep Bhuller & Gordon B. Dahl & Katrine V. Løken & Magne Mogstad, 2020. "Incarceration, Recidivism, and Employment," Journal of Political Economy, University of Chicago Press, vol. 128(4), pages 1269-1324.
    4. Leo Feler & Mine Z. Senses, 2017. "Trade Shocks and the Provision of Local Public Goods," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 101-143, November.
    5. Ariaster B. Chimeli & Rodrigo R. Soares, 2017. "The Use of Violence in Illegal Markets: Evidence from Mahogany Trade in the Brazilian Amazon," American Economic Journal: Applied Economics, American Economic Association, vol. 9(4), pages 30-57, October.
    6. Carlos Medina & Jorge Andrés Tamayo, 2011. "An Assessment of How Urban Crime and Victimization Affects Life Satisfaction," Borradores de Economia 640, Banco de la Republica de Colombia.
    7. 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.
    8. Adriana Kugler & Maurice Kugler & Luis Omar Herrera Prada, 2017. "Do Payroll Tax Breaks Stimulate Formality? Evidence from Colombia’s Reform," NBER Working Papers 23308, National Bureau of Economic Research, Inc.
    9. Benjamin A. Olken & Rohini Pande, 2012. "Corruption in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 479-509, July.
    10. 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.
    11. Paolo Pinotti, 2017. "Clicking on Heaven's Door: The Effect of Immigrant Legalization on Crime," American Economic Review, American Economic Association, vol. 107(1), pages 138-168, January.
    12. Rafael Di Tella & Ernesto Schargrodsky, 2013. "Criminal Recidivism after Prison and Electronic Monitoring," Journal of Political Economy, University of Chicago Press, vol. 121(1), pages 28-73.
    13. Christopher Blattman & Donald Green & Daniel Ortega & Santiago Tobón, 2017. "Place-Based Interventions at Scale: The Direct and Spillover Effects of Policing and City Services on Crime," NBER Working Papers 23941, National Bureau of Economic Research, Inc.
    14. Giulio Fella & Giovanni Gallipoli, 2014. "Education and Crime over the Life Cycle," Review of Economic Studies, Oxford University Press, vol. 81(4), pages 1484-1517.
    15. repec:eee:labchp:v:3:y:1999:i:pc:p:3529-3571 is not listed on IDEAS
    16. Julie Berry Cullen & Brian A Jacob & Steven Levitt, 2006. "The Effect of School Choice on Participants: Evidence from Randomized Lotteries," Econometrica, Econometric Society, vol. 74(5), pages 1191-1230, September.
    17. 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.
    18. Amanda Y. Agan & Michael D. Makowsky, 2018. "The Minimum Wage, EITC, and Criminal Recidivism," NBER Working Papers 25116, National Bureau of Economic Research, Inc.
    19. Jeffrey Grogger, 1995. "The Effect of Arrests on the Employment and Earnings of Young Men," The Quarterly Journal of Economics, Oxford University Press, vol. 110(1), pages 51-71.
    20. Robert T. Greenbaum & George E. Tita, 2004. "The Impact of Violence Surges on Neighbourhood Business Activity," Urban Studies, Urban Studies Journal Limited, vol. 41(13), pages 2495-2514, December.
    21. Anna Piil Damm & Christian Dustmann, 2014. "Does Growing Up in a High Crime Neighborhood Affect Youth Criminal Behavior?," American Economic Review, American Economic Association, vol. 104(6), pages 1806-1832, June.
    22. Lott, John R, Jr, 1992. "An Attempt at Measuring the Total Monetary Penalty from Drug Convictions: The Importance of an Individual's Reputation," The Journal of Legal Studies, University of Chicago Press, vol. 21(1), pages 159-187, January.
    23. Mauricio Santa María S. & Fabián García A. & Ana Virgina Mujica P., 2009. "Los costos no laborales y el mercado laboral : impacto de la reforma de salud en Colombia," Working Papers Series. Documentos de Trabajo 009186, Fedesarrollo.
    24. Jeffrey R. Kling & Jens Ludwig & Lawrence F. Katz, 2005. "Neighborhood Effects on Crime for Female and Male Youth: Evidence from a Randomized Housing Voucher Experiment," The Quarterly Journal of Economics, Oxford University Press, vol. 120(1), pages 87-130.
    25. Lance Lochner & Enrico Moretti, 2004. "The Effect of Education on Crime: Evidence from Prison Inmates, Arrests, and Self-Reports," American Economic Review, American Economic Association, vol. 94(1), pages 155-189, March.
    26. Adriana Camacho & Emily Conover & Alejandro Hoyos, 2014. "Effects of Colombia's Social Protection System on Workers' Choice between Formal and Informal Employment," World Bank Economic Review, World Bank Group, vol. 28(3), pages 446-466.
    27. Cullen, Julie Berry & Jacob, Brian A. & Levitt, Steven D., 2005. "The impact of school choice on student outcomes: an analysis of the Chicago Public Schools," Journal of Public Economics, Elsevier, vol. 89(5-6), pages 729-760, June.
    28. Keith R. Ihlanfeldt, 2007. "Neighborhood Drug Crime and Young Males' Job Accessibility," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 151-164, February.
    29. 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.
    30. repec:gam:jlawss:v:5:y:2016:i:1:p:-:d:63819 is not listed on IDEAS
    31. repec:gam:jlawss:v:5:y:2016:i:1:p:3:d:63819 is not listed on IDEAS
    32. C. Fritz Foley, 2011. "Welfare Payments and Crime," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 97-112, February.
    33. Lance Lochner, 2004. "Education, Work, And Crime: A Human Capital Approach," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(3), pages 811-843, August.
    34. 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.
    35. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, vol. 75(1), pages 83-119, January.
    36. repec:mpr:mprres:6097 is not listed on IDEAS
    37. Nikita Melnikov & Carlos Schmidt-Padilla & Maria Micaela Sviatschi, 2020. "Gangs, Labor Mobility and Development," NBER Working Papers 27832, National Bureau of Economic Research, Inc.
    38. Entorf, Horst & Spengler, Hannes, 2000. "Socioeconomic and demographic factors of crime in Germany: Evidence from panel data of the German states," International Review of Law and Economics, Elsevier, vol. 20(1), pages 75-106, March.
    39. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," Review of Economic Studies, Oxford University Press, vol. 79(3), pages 933-959.
    40. Claudio Ferraz & Frederico Finan, 2008. "Exposing Corrupt Politicians: The Effects of Brazil's Publicly Released Audits on Electoral Outcomes," The Quarterly Journal of Economics, Oxford University Press, vol. 123(2), pages 703-745.
    41. Stefano DellaVigna & M. Daniele Paserman, 2005. "Job Search and Impatience," Journal of Labor Economics, University of Chicago Press, vol. 23(3), pages 527-588, July.
    42. Julie Berry Cullen & Steven D. Levitt, 1999. "Crime, Urban Flight, And The Consequences For Cities," The Review of Economics and Statistics, MIT Press, vol. 81(2), pages 159-169, May.
    43. Eric D. Gould & Bruce A. Weinberg & David B. Mustard, 2002. "Crime Rates And Local Labor Market Opportunities In The United States: 1979-1997," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 45-61, February.
    44. Dean Yang, 2008. "Can Enforcement Backfire? Crime Displacement in the Context of Customs Reform in the Philippines," The Review of Economics and Statistics, MIT Press, vol. 90(1), pages 1-14, February.
    45. Mustard, David B., 2010. "How Do Labor Markets Affect Crime? New Evidence on an Old Puzzle," IZA Discussion Papers 4856, Institute of Labor Economics (IZA).
    46. Cortés, Darwin & Santamaría, Julieth & Vargas, Juan F., 2016. "Economic shocks and crime: Evidence from the crash of Ponzi schemes," Journal of Economic Behavior & Organization, Elsevier, vol. 131(PA), pages 263-275.
    47. Leonardo Fabio Morales & Carlos Medina, 2017. "Assessing the Effect of Payroll Taxes on Formal Employment: The Case of the 2012 Tax Reform in Colombia," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2017), pages 75-124, November.
    48. Rafael Di Tella & Sebastian Edwards & Ernesto Schargrodsky, 2010. "The Economics of Crime: Lessons for and from Latin America," NBER Books, National Bureau of Economic Research, Inc, number dite09-1, September.
    49. 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.
    50. Ming-Jen Lin, 2008. "Does Unemployment Increase Crime?: Evidence from U.S. Data 1974–2000," Journal of Human Resources, University of Wisconsin Press, vol. 43(2), pages 413-436.
    51. Claudio Ferraz & Frederico Finan, 2011. "Electoral Accountability and Corruption: Evidence from the Audits of Local Governments," American Economic Review, American Economic Association, vol. 101(4), pages 1274-1311, June.
    52. Mirko Draca & Stephen Machin, 2015. "Crime and Economic Incentives," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 389-408, August.
    53. Orazio Attanasio & Arlen Guarín & Carlos Medina & Costas Meghir, 2017. "Vocational Training for Disadvantaged Youth in Colombia: A Long-Term Follow-Up," American Economic Journal: Applied Economics, American Economic Association, vol. 9(2), pages 131-143, April.
    54. Cristina Fernandez & Leonardo Villar, 2017. "The Impact of Lowering the Payroll Tax on Informality in Colombia," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2017), pages 125-155, November.
    55. Grogger, Jeff, 1998. "Market Wages and Youth Crime," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 756-791, October.
    56. Caroline Doyle, 2016. "Explaining Patterns of Urban Violence in Medellin, Colombia," Laws, MDPI, Open Access Journal, vol. 5(1), pages 1-17, February.
    57. 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.
    58. Peter Z. Schochet & John Burghardt & Sheena McConnell, 2008. "Does Job Corps Work? Impact Findings from the National Job Corps Study," American Economic Review, American Economic Association, vol. 98(5), pages 1864-1886, December.
    59. Adriana D. Kugler & Maurice D. Kugler & Luis O. Herrera-Prada, 2017. "Do Payroll Tax Breaks Stimulate Formality? Evidence from Colombia’s Reform," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2017), pages 3-40, November.
    60. Cornwell, Christopher & Trumbull, William N, 1994. "Estimating the Economic Model of Crime with Panel Data," The Review of Economics and Statistics, MIT Press, vol. 76(2), pages 360-366, May.
    61. Paolo Pinotti, 2015. "The Economic Costs of Organised Crime: Evidence from Southern Italy," Economic Journal, Royal Economic Society, vol. 125(586), pages 203-232, August.
    62. 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.
    63. 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.
    64. Bennett, Patrick & Ouazad, Amine, 2018. "Job Displacement, Unemployment, and Crime: Evidence from Danish Microdata and Reforms," Discussion Paper Series in Economics 32/2018, Norwegian School of Economics, Department of Economics, revised 21 Dec 2018.
    65. Christopher Blattman & Jeannie Annan, 2015. "Can Employment Reduce Lawlessness and Rebellion? A Field Experiment with High-Risk Men in a Fragile State," NBER Working Papers 21289, National Bureau of Economic Research, Inc.
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    Cited by:

    1. 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.
    2. Roxana Manea & Patrizio Piraino & Martina Viarengo, 2021. "Crime, Inequality and Subsidized Housing: Evidence from South Africa," CESifo Working Paper Series 8914, CESifo.
    3. Blattman, Christopher & Lessing, Benjamin & Tobon, Santiago & Duncan, Gustavo, 2021. "Gang rule: Understanding and Countering Criminal Governance," SocArXiv 5nyqs, Center for Open Science.

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    More about this item

    Keywords

    Colombia; organized crime; informality; occupational choice; gangs; Medellίn;
    All these keywords.

    JEL classification:

    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law
    • J46 - Labor and Demographic Economics - - Particular Labor Markets - - - Informal Labor Market
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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