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Separating State Dependence, Experience, and Heterogeneity in a Model of Youth Crime and Education

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Abstract

We study the determinants of youth crime using a dynamic discrete choice model of crime and education. We allow past education and criminal activities to affect current crime and educational decisions. We take advantage of a rich panel dataset on serious juvenile offenders, the Pathways to Desistance. Using a series of psychometric tests, we estimate a model of cognitive and social/ emotional skills that feeds into the crime and education model. This allows us to separately identify the roles of state dependence, returns to experience, and heterogeneity in driving crime and enrollment decisions among youth. We find small effects of experience and stronger evidence of state dependence for crime and schooling. We provide evidence that, as a consequence, policies that affect individual heterogeneity (like social/emotional skills), and those that temporarily keep youth away from crime, can have important and lasting effects even if criminal experience has already accumulated.

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  • Maria Antonella Mancino & Salvador Navarro & David A. Rivers, 2015. "Separating State Dependence, Experience, and Heterogeneity in a Model of Youth Crime and Education," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20151, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    • Handle: RePEc:uwo:hcuwoc:20151
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    1. 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.
    2. H. Naci Mocan & Daniel I. Rees, 2005. "Economic Conditions, Deterrence and Juvenile Crime: Evidence from Micro Data," American Law and Economics Review, American Law and Economics Association, vol. 7(2), pages 319-349.
    3. Matthew Rabin & Ted O'Donoghue, 1999. "Doing It Now or Later," American Economic Review, American Economic Association, vol. 89(1), pages 103-124, March.
    4. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
    5. Stephen Machin & Olivier Marie & Sunčica Vujić, 2011. "The Crime Reducing Effect of Education," Economic Journal, Royal Economic Society, vol. 121(552), pages 463-484, May.
    6. Merlo, Antonio & Wolpin, Kenneth I., 2015. "The transition from school to jail: Youth crime and high school completion among black males," European Economic Review, Elsevier, vol. 79(C), pages 234-251.
    7. Cobb-Clark, Deborah A. & Tan, Michelle, 2011. "Noncognitive skills, occupational attainment, and relative wages," Labour Economics, Elsevier, vol. 18(1), pages 1-13, January.
    8. Steven D. Levitt, 1998. "Juvenile Crime and Punishment," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1156-1185, December.
    9. Jane Cooley Fruehwirth & Salvador Navarro & Yuya Takahashi, 2016. "How the Timing of Grade Retention Affects Outcomes: Identification and Estimation of Time-Varying Treatment Effects," Journal of Labor Economics, University of Chicago Press, vol. 34(4), pages 979-1021.
    10. Gary S. Becker & Casey B. Mulligan, 1997. "The Endogenous Determination of Time Preference," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 729-758.
    11. Amanda Geller & Irwin Garfinkel & Carey E. Cooper & Ronald B. Mincy, 2009. "Parental Incarceration and Child Well‐Being: Implications for Urban Families," Social Science Quarterly, Southwestern Social Science Association, vol. 90(5), pages 1186-1202, December.
    12. Waldfogel, Joel, 1994. "Does conviction have a persistent effect on income and employment?," International Review of Law and Economics, Elsevier, vol. 14(1), pages 103-119, March.
    13. Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," IZA Discussion Papers 767, Institute of Labor Economics (IZA).
    14. James Heckman, 2011. "Policies to foster human capital," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 3, pages 73-137.
    15. Jeffrey Grogger, 1995. "The Effect of Arrests on the Employment and Earnings of Young Men," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(1), pages 51-71.
    16. Arthur Lewbel, 2007. "Coherency And Completeness Of Structural Models Containing A Dummy Endogenous Variable," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(4), pages 1379-1392, November.
    17. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    18. 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.
    19. Ignacio Munyo, 2015. "The Juvenile Crime Dilemma," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 18(2), pages 201-211, April.
    20. Lance Lochner, 2007. "Individual Perceptions of the Criminal Justice System," American Economic Review, American Economic Association, vol. 97(1), pages 444-460, March.
    21. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "2001 Lawrence R. Klein Lecture Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(2), pages 361-422, May.
    22. Nagin, Daniel & Waldfogel, Joel, 1995. "The effects of criminality and conviction on the labor market status of young British offenders," International Review of Law and Economics, Elsevier, vol. 15(1), pages 109-126, January.
    23. Dan Usher, 1997. "Education as a Deterrent to Crime," Canadian Journal of Economics, Canadian Economics Association, vol. 30(2), pages 367-384, May.
    24. 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.
    25. 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.
    26. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    27. Antonio Merlo & Kenneth I. Wolpin, 2008. "The Transition from School to Jail: Youth Crime and High School Completion Among Black Males, Second Version," PIER Working Paper Archive 09-002, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 16 Jan 2009.
    28. Tauchen, Helen & Witte, Ann Dryden & Griesinger, Harriet, 1994. "Criminal Deterrence: Revisiting the Issue with a Birth Cohort," The Review of Economics and Statistics, MIT Press, vol. 76(3), pages 399-412, August.
    29. Philip Cook & Jens Ludwig & Justin McCrary, 2011. "Controlling Crime: Strategies and Tradeoffs," NBER Books, National Bureau of Economic Research, Inc, number cook10-1.
    30. Randi Hjalmarsson & Helena Holmlund & Matthew J. Lindquist, 2015. "The Effect of Education on Criminal Convictions and Incarceration: Causal Evidence from Micro‐data," Economic Journal, Royal Economic Society, vol. 125(587), pages 1290-1326, September.
    31. Fajnzylber, Pablo & Lederman, Daniel & Loayza, Norman, 2002. "Inequality and Violent Crime," Journal of Law and Economics, University of Chicago Press, vol. 45(1), pages 1-40, April.
    32. Julian R. Betts & Laurel L. McFarland, 1995. "Safe Port in a Storm: The Impact of Labor Market Conditions on Community College Enrollments," Journal of Human Resources, University of Wisconsin Press, vol. 30(4), pages 741-765.
    33. Ann Dryden Witte & Helen Tauchen, 1994. "Work and Crime: An Exploration Using Panel Data," NBER Working Papers 4794, National Bureau of Economic Research, Inc.
    34. Harris Dellas & Plutarchos Sakellaris, 2003. "On the cyclicality of schooling: theory and evidence," Oxford Economic Papers, Oxford University Press, vol. 55(1), pages 148-172, January.
    35. 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.
    36. Susumu Imai & Kala Krishna, 2004. "Employment, Deterrence, And Crime In A Dynamic Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(3), pages 845-872, August.
    37. Davis, Michael L, 1988. "Time and Punishment: An Intertemporal Model of Crime," Journal of Political Economy, University of Chicago Press, vol. 96(2), pages 383-390, April.
    38. Murnane, Richard J & Willett, John B & Levy, Frank, 1995. "The Growing Importance of Cognitive Skills in Wage Determination," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 251-266, May.
    39. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    40. Mastrobuoni, Giovanni & Rivers, David A., 2016. "Criminal Discount Factors and Deterrence," IZA Discussion Papers 9769, Institute for the Study of Labor (IZA).
    41. Elie Tamer, 2003. "Incomplete Simultaneous Discrete Response Model with Multiple Equilibria," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 147-165.
    42. Brian A. Jacob & Lars Lefgren, 2003. "Are Idle Hands the Devil's Workshop? Incapacitation, Concentration, and Juvenile Crime," American Economic Review, American Economic Association, vol. 93(5), pages 1560-1577, December.
    43. Jeffrey R. Kling, 2006. "Incarceration Length, Employment, and Earnings," American Economic Review, American Economic Association, vol. 96(3), pages 863-876, June.
    44. Cunha, Flavio & Heckman, James J. & Lochner, Lance, 2006. "Interpreting the Evidence on Life Cycle Skill Formation," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 12, pages 697-812, Elsevier.
    45. 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.
    46. Durlauf, Steven N. & Navarro, Salvador & Rivers, David A., 2010. "Understanding aggregate crime regressions," Journal of Econometrics, Elsevier, vol. 158(2), pages 306-317, October.
    47. Rosen, Sherwin, 2007. "Studies in Labor Markets," National Bureau of Economic Research Books, University of Chicago Press, number 9780226726304, April.
    48. Lex Borghans & Huub Meijers & Bas Ter Weel, 2008. "The Role Of Noncognitive Skills In Explaining Cognitive Test Scores," Economic Inquiry, Western Economic Association International, vol. 46(1), pages 2-12, January.
    49. Akerlund, David & Golsteyn, Bart H.H. & Grönqvist, Hans & Lindahl, Lena, 2014. "Time Preferences and Criminal Behavior," IZA Discussion Papers 8168, Institute of Labor Economics (IZA).
    50. Ngina Chiteji, 2010. "Time Preference, Noncognitive Skills and Well Being across the Life Course: Do Noncognitive Skills Encourage Healthy Behavior?," American Economic Review, American Economic Association, vol. 100(2), pages 200-204, May.
    51. D. Mark Anderson, 2014. "In School and Out of Trouble? The Minimum Dropout Age and Juvenile Crime," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 318-331, May.
    52. David A. Jaeger & Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde & Holger Bonin, 2010. "Direct Evidence on Risk Attitudes and Migration," The Review of Economics and Statistics, MIT Press, vol. 92(3), pages 684-689, August.
    53. M. Keith Chen, 2011. "The Effect of Language on Economic Behavior: Evidence from Savings Rates, Health Behaviors, and Retirement Assets," Cowles Foundation Discussion Papers 1820, Cowles Foundation for Research in Economics, Yale University, revised Dec 2012.
    54. Grogger, Jeff, 1998. "Market Wages and Youth Crime," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 756-791, October.
    55. Lance Lochner, 2010. "Non-Production Benefits of Education: Crime, Health and Good Citizenship," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20107, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    56. Yaron Zelekha & Ohad Bar-Efrat, 2011. "Crime, Terror and Corruption and Their Effect on Private Investment in Israel," Open Economies Review, Springer, vol. 22(4), pages 635-648, September.
    57. Lance Lochner, 2010. "Education Policy and Crime," NBER Chapters, in: Controlling Crime: Strategies and Tradeoffs, pages 465-515, National Bureau of Economic Research, Inc.
    58. Patrick L. Hill & Brent W. Roberts & Jeffrey T. Grogger & Jonathan Guryan & Karen Sixkiller, 2010. "Decreasing Delinquency, Criminal Behavior, and Recidivism by Intervening on Psychological Factors Other Than Cognitive Ability: A Review of the Intervention Literature," NBER Chapters, in: Controlling Crime: Strategies and Tradeoffs, pages 367-406, National Bureau of Economic Research, Inc.
    59. Witte, Ann D & Tauchen, Helen, 1994. "Work and Crime: An Exploration Using Panel Data," Public Finance = Finances publiques, , vol. 49(Supplemen), pages 155-167.
    60. M. Keith Chen, 2013. "The Effect of Language on Economic Behavior: Evidence from Savings Rates, Health Behaviors, and Retirement Assets," American Economic Review, American Economic Association, vol. 103(2), pages 690-731, April.
    61. Luallen, Jeremy, 2006. "School's out... forever: A study of juvenile crime, at-risk youths and teacher strikes," Journal of Urban Economics, Elsevier, vol. 59(1), pages 75-103, January.
    62. Susumu Imai & Hajime Katayama & Kala Krishna, 2006. "Crime and Young Men: The Role of Arrest, Criminal Experience, and Heterogeneity," NBER Working Papers 12221, National Bureau of Economic Research, Inc.
    63. James J. Heckman, 1981. "Heterogeneity and State Dependence," NBER Chapters, in: Studies in Labor Markets, pages 91-140, National Bureau of Economic Research, Inc.
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    4. Giovanni Mastrobuoni & David A Rivers, 2019. "Optimising Criminal Behaviour and the Disutility of Prison," The Economic Journal, Royal Economic Society, vol. 129(619), pages 1364-1399.
    5. Mastrobuoni, Giovanni & Rivers, David A., 2016. "Criminal Discount Factors and Deterrence," IZA Discussion Papers 9769, Institute for the Study of Labor (IZA).
    6. Dasgupta, Kabir & Diegmann, André & Kirchmaier, Tom & Plum, Alexander, 2022. "The gender reveal: The effect of sons on young fathers’ criminal behavior and labor market activities," Labour Economics, Elsevier, vol. 78(C).
    7. M. Antonella Mancino, 2022. "A Search Model Of Early Employment Careers And Youth Crime," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(1), pages 329-390, February.
    8. Stabridis, Omar & van Gameren, Edwin, 2018. "Exposure to firewood: Consequences for health and labor force participation in Mexico," World Development, Elsevier, vol. 107(C), pages 382-395.

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    More about this item

    Keywords

    Crime; Education; Youth;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law

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