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A Vicious Cycle of Regional Unemployment and Crime? - Evidence from German Counties

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  • Umbach, Tim

Abstract

Much research has been done showing that unemployment can cause crime, and that crime adversely impacts economic activity. However, very few authors have considered a simultaneous relationship. Using an IV-setup and regional panel-data, I find evidence for the possibility of a vicious cycle, with unemployment leading to higher crime rates and crime rates raising unemployment. I further find that especially employment in low-skill service jobs is adversely affected by crime, that many types of crime are impacted by unemployment differently and that both apartment rents and GDP-growth decrease if crime increases. The spatial dependencies found further raise the possibility that these vicious cycles could spill over into neighboring regions.

Suggested Citation

  • Umbach, Tim, 2020. "A Vicious Cycle of Regional Unemployment and Crime? - Evidence from German Counties," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224611, Verein für Socialpolitik / German Economic Association.
  • Handle: RePEc:zbw:vfsc20:224611
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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. 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.
    3. Maria Cracolici & Teodora Uberti, 2009. "Geographical distribution of crime in Italian provinces: a spatial econometric analysis," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 29(1), pages 1-28, February.
    4. Hector M. Nuñez & Dusan Paredes & Rafael Garduño-Rivera, 2017. "Is crime in Mexico a disamenity? Evidence from a hedonic valuation approach," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 59(1), pages 171-187, July.
    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. Jan Mutl & Michael Pfaffermayr, 2011. "The Hausman test in a Cliff and Ord panel model," Econometrics Journal, Royal Economic Society, vol. 14, pages 48-76, February.
    7. Ron Martin, 1997. "Regional Unemployment Disparities and their Dynamics," Regional Studies, Taylor & Francis Journals, vol. 31(3), pages 237-252.
    8. Anderson, David A, 1999. "The Aggregate Burden of Crime," Journal of Law and Economics, University of Chicago Press, vol. 42(2), pages 611-642, October.
    9. Entorf Horst, 2009. "Crime and the Labour Market: Evidence from a Survey of Inmates," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 229(2-3), pages 254-269, April.
    10. 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.
    11. Berger, Mark C. & Blomquist, Glenn C. & Sabirianova Peter, Klara, 2008. "Compensating differentials in emerging labor and housing markets: Estimates of quality of life in Russian cities," Journal of Urban Economics, Elsevier, vol. 63(1), pages 25-55, January.
    12. 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.
    13. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    14. Claudio Detotto & Manuela Pulina, 2013. "Does more crime mean fewer jobs and less economic growth?," European Journal of Law and Economics, Springer, vol. 36(1), pages 183-207, August.
    15. 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.
    16. Claudio Detotto & Marco Vannini, 2010. "Counting the cost of crime in Italy," Global Crime, Taylor & Francis Journals, vol. 11(4), pages 421-435, November.
    17. Norman Loayza & Pablo Fajnzylber & Daniel Lederman, 2000. "Crime and Victimization: An Economic Perspective," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2000), pages 219-302, August.
    18. 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.
    19. Anna Bindler & Nadine Ketel, 2022. "Scaring or Scarring? Labor Market Effects of Criminal Victimization," Journal of Labor Economics, University of Chicago Press, vol. 40(4), pages 939-970.
    20. Levitt, Steven D, 1997. "Using Electoral Cycles in Police Hiring to Estimate the Effect of Police on Crime," American Economic Review, American Economic Association, vol. 87(3), pages 270-290, June.
    21. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
    22. Edward L. Glaeser & Bruce Sacerdote, 1999. "Why Is There More Crime in Cities?," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 225-258, December.
    23. Jim Taylor & Steve Bradley, 1997. "Unemployment in Europe: A Comparative Analysis of Regional Disparities in Germany, Italy and the UK," Kyklos, Wiley Blackwell, vol. 50(2), pages 221-245, May.
    24. Keefer,Philip & Loayza,Norman (ed.), 2008. "Terrorism, Economic Development, and Political Openness," Cambridge Books, Cambridge University Press, number 9780521887588.
    25. Ha, Olivia K. & Andresen, Martin A., 2017. "Unemployment and the specialization of criminal activity: A neighborhood analysis," Journal of Criminal Justice, Elsevier, vol. 48(C), pages 1-8.
    26. Marlon G. Boarnet, 1994. "An Empirical Model Of Intrametropolitan Population And Employment Growth," Papers in Regional Science, Wiley Blackwell, vol. 73(2), pages 135-152, April.
    27. Bernard Fingleton & Julie Le Gallo, 2008. "Estimating spatial models with endogenous variables, a spatial lag and spatially dependent disturbances: Finite sample properties," Papers in Regional Science, Wiley Blackwell, vol. 87(3), pages 319-339, August.
    28. Julie Le Gallo & Bernard Fingleton, 2008. "Estimating spatial models with endogenous variables, a spatial lag and spatially dependent disturbances : finite sample properties," Post-Print hal-00485035, HAL.
    29. J. Paul Elhorst, 2003. "Specification and Estimation of Spatial Panel Data Models," International Regional Science Review, , vol. 26(3), pages 244-268, July.
    30. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    31. 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.
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    More about this item

    Keywords

    Crime; Unemployment; Amenities; spatial autregresssive model; SARAR; endogenous regessors.;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J32 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Nonwage Labor Costs and Benefits; Retirement Plans; Private Pensions
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • 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

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