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Spatial Nexus in Crime and unemployment in Times of crisis: Evidence from Germany

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  • Povilas Lastauskas
  • Eirini Tatsi

Abstract

Space is important. The recent global financial crisis has vividly pointed to spatial patterns in economies’ reactions to the global economic shocks. This paper focuses on labor market responses and its interactions with criminal activities in a causal and spatial framework. we study the case of Germany as evidently this country’s economy has demonstrated resilience during the whirl of economic crisis. Our contribution is twofold: first, we lay down a parsimonious labor market model with search frictions, criminal opportunities, and, unlike earlier analyzes, productivity shocks which are important in explaining empirical regularity of criminal engagement. Second, we seek empirical support using data on the 402 German districts for 2009-2010, the years following the global financial crisis, in a setting that allows not only crime spatial multipliers but also inherent endogeneity of unemployment. Adverse income shocks clearly unfold a spatial nexus between unemployment and crime rates. More specifical ly, we find that youth unemployment plays a prominent role in explaining property crime, namely housing burglary. Our results are in line with previous research: neglecting endogeneity of unemployment understates its impact and employing the youth unemployment share instead of rate points to distinctive effects. The analysis offers important implications for countries that are currently undergoing fiscal consolidation and are experiencing high unemployment rates.

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  • Povilas Lastauskas & Eirini Tatsi, 2013. "Spatial Nexus in Crime and unemployment in Times of crisis: Evidence from Germany," Cambridge Working Papers in Economics 1359, Faculty of Economics, University of Cambridge.
  • Handle: RePEc:cam:camdae:1359
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    1. Felbermayr, Gabriel & Prat, Julien & Schmerer, Hans-Jörg, 2011. "Trade and unemployment: What do the data say?," European Economic Review, Elsevier, vol. 55(6), pages 741-758, August.
    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. Christopher A. Pissarides & Barbara Petrongolo, 2001. "Looking into the Black Box: A Survey of the Matching Function," Journal of Economic Literature, American Economic Association, vol. 39(2), pages 390-431, June.
    4. 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.
    5. 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.
    6. Gabriel J. Felbermayr & Mario Larch & Wolfgang Lechthaler, 2013. "Unemployment in an Interdependent World," American Economic Journal: Economic Policy, American Economic Association, vol. 5(1), pages 262-301, February.
    7. repec:dau:papers:123456789/5382 is not listed on IDEAS
    8. Chudik, Alexander & Pesaran, M. Hashem, 2011. "Infinite-dimensional VARs and factor models," Journal of Econometrics, Elsevier, vol. 163(1), pages 4-22, July.
    9. Faia, Ester & Lechthaler, Wolfgang & Merkl, Christian, 2013. "Fiscal stimulus and labor market policies in Europe," Journal of Economic Dynamics and Control, Elsevier, vol. 37(3), pages 483-499.
    10. 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.
    11. Kapetanios, G. & Pesaran, M. Hashem & Yamagata, T., 2011. "Panels with non-stationary multifactor error structures," Journal of Econometrics, Elsevier, vol. 160(2), pages 326-348, February.
    12. Charles F. Manski, 2000. "Economic Analysis of Social Interactions," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 115-136, Summer.
    13. Kelejian, Harry H. & Prucha, Ingmar R., 2004. "Estimation of simultaneous systems of spatially interrelated cross sectional equations," Journal of Econometrics, Elsevier, vol. 118(1-2), pages 27-50.
    14. Fei Jin & Lung-fei Lee, 2013. "Generalized Spatial Two Stage Least Squares Estimation of Spatial Autoregressive Models with Autoregressive Disturbances in the Presence of Endogenous Regressors and Many Instruments," Econometrics, MDPI, vol. 1(1), pages 1-44, May.
    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. Liu, Xiaodong & Patacchini, Eleonora & Zenou, Yves & Lee, Lung-Fei, 2011. "Criminal Networks: Who is the Key Player?," Research Papers in Economics 2011:7, Stockholm University, Department of Economics.
    17. 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.
    18. 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.
    19. Steven N. Durlauf & Chao Fu & Salvador Navarro, 2012. "Assumptions Matter: Model Uncertainty and the Deterrent Effect of Capital Punishment," American Economic Review, American Economic Association, vol. 102(3), pages 487-492, May.
    20. Alexander Chudik & M. Hashem Pesaran, 2013. "Econometric Analysis of High Dimensional VARs Featuring a Dominant Unit," Econometric Reviews, Taylor & Francis Journals, vol. 32(5-6), pages 592-649, August.
    21. repec:hal:spmain:info:hdl:2441/7k0plsobem9tuo09eg04jujb9a is not listed on IDEAS
    22. Freeman, Scott & Grogger, Jeffrey & Sonstelie, Jon, 1996. "The Spatial Concentration of Crime," Journal of Urban Economics, Elsevier, vol. 40(2), pages 216-231, September.
    23. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    24. Michael C. Burda & Jennifer Hunt, 2011. "What Explains the German Labor Market Miracle in the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 273-335.
    25. Elhanan Helpman & Oleg Itskhoki, 2010. "Labour Market Rigidities, Trade and Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(3), pages 1100-1137.
    26. Pierre Cahuc & Stéphane Carcillo & Ulf Rinne & Klaus Zimmermann, 2013. "Youth unemployment in old Europe: the polar cases of France and Germany," IZA Journal of European Labor Studies, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 2(1), pages 1-23, December.
    27. 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.
    28. Xiaodong Liu & Lung-Fei Lee, 2013. "Two-Stage Least Squares Estimation of Spatial Autoregressive Models with Endogenous Regressors and Many Instruments," Econometric Reviews, Taylor & Francis Journals, vol. 32(5-6), pages 734-753, August.
    29. Rupp, Thomas, 2008. "Meta Analysis of Crime and Deterrence : A Comprehensive Review of the Literature," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 38503, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    30. Grogger, Jeff, 1998. "Market Wages and Youth Crime," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 756-791, October.
    31. Elhanan Helpman & Oleg Itskhoki & Stephen Redding, 2010. "Inequality and Unemployment in a Global Economy," Econometrica, Econometric Society, vol. 78(4), pages 1239-1283, July.
    32. Morgan Kelly, 2000. "Inequality And Crime," The Review of Economics and Statistics, MIT Press, vol. 82(4), pages 530-539, November.
    33. 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.
    34. 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.
    35. 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.
    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. Samuel Bentolila & Pierre Cahuc & Juan J. Dolado & Thomas Le Barbanchon, 2012. "Two‐Tier Labour Markets in the Great Recession: France Versus Spain-super-," Economic Journal, Royal Economic Society, vol. 122(562), pages 155-187, August.
    38. David M. Drukker & Ingmar Prucha & Rafal Raciborski, 2013. "A command for estimating spatial-autoregressive models with spatial-autoregressive disturbances and additional endogenous variables," Stata Journal, StataCorp LP, vol. 13(2), pages 287-301, June.
    39. Jan K. Brueckner, 2003. "Strategic Interaction Among Governments: An Overview of Empirical Studies," International Regional Science Review, , vol. 26(2), pages 175-188, April.
    40. 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.
    41. Rupp, Thomas, 2008. "Meta analysis of crime and deterrence : a comprehensive review of the literature," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 30959, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    42. 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.
    43. 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.
    44. 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.
    45. Ann Dryden Witte & Helen Tauchen, 1994. "Work and Crime: An Exploration Using Panel Data," NBER Working Papers 4794, National Bureau of Economic Research, Inc.
    46. Entorf, H. & Winker, P., 2008. "Investigating the drugs-crime channel in economics of crime models: Empirical evidence from panel data of the German States," International Review of Law and Economics, Elsevier, vol. 28(1), pages 8-22, March.
    47. László Mátyás & Patrick Sevestre (ed.), 2008. "The Econometrics of Panel Data," Advanced Studies in Theoretical and Applied Econometrics, Springer, number 978-3-540-75892-1, July-Dece.
    48. Durlauf, Steven N. & Navarro, Salvador & Rivers, David A., 2010. "Understanding aggregate crime regressions," Journal of Econometrics, Elsevier, vol. 158(2), pages 306-317, October.
    49. 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.
    50. Eleonora Patacchini & Yves Zenou, 2007. "Spatial dependence in local unemployment rates," Journal of Economic Geography, Oxford University Press, vol. 7(2), pages 169-191, March.
    51. Bruce Chapman & D. Weatherburn & C.A. Kapuscinski & M. Chilvers & S. Roussel, 2002. "Unemployment Duration, Schooling and Property Crime," CEPR Discussion Papers 447, Centre for Economic Policy Research, Research School of Economics, Australian National University.
    52. Block, M K & Heineke, J M, 1975. "A Labor Theoretic Analysis of the Criminal Choice," American Economic Review, American Economic Association, vol. 65(3), pages 314-325, June.
    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. David M. Drukker & Peter Egger & Ingmar R. Prucha, 2013. "On Two-Step Estimation of a Spatial Autoregressive Model with Autoregressive Disturbances and Endogenous Regressors," Econometric Reviews, Taylor & Francis Journals, vol. 32(5-6), pages 686-733, August.
    55. Buonanno, Paolo & Montolio, Daniel, 2008. "Identifying the socio-economic and demographic determinants of crime across Spanish provinces," International Review of Law and Economics, Elsevier, vol. 28(2), pages 89-97, June.
    56. Karin Edmark, 2005. "Unemployment and Crime: Is There a Connection?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 107(2), pages 353-373, June.
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    Cited by:

    1. Lastauskas, Povilas & Tatsi, Eirini, 2017. "Spatial Nexus in Crime and Unemployment in Times of Crisis," Working Paper Series 2/2017, Stockholm University, Swedish Institute for Social Research.
    2. Povilas Lastauskas & Julius Stakenas, 2015. "Global Perspective on Structural Labour Market Reforms in Europe," Bank of Lithuania Working Paper Series 21, Bank of Lithuania.
    3. Serife Merve Kosaroglu, 2022. "Issizlik, Gelir, Nufus ve Suc Duzeyi Arasindaki Iliskinin Turkiye Icin Analizi," Journal of Social Policy Conferences, Istanbul University, Faculty of Economics, vol. 0(82), pages 35-52, June.
    4. Harry Kelejian & Gianfranco Piras, 2020. "Spillover effects in spatial models: Generalizations and extensions," Journal of Regional Science, Wiley Blackwell, vol. 60(3), pages 425-442, June.
    5. Entorf, Horst & Sieger, Philip, 2014. "Does the Link between Unemployment and Crime Depend on the Crime Level? A Quantile Regression Approach," IZA Discussion Papers 8334, Institute of Labor Economics (IZA).

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    More about this item

    Keywords

    Crime; unemployment; spatial Econometrics; Economic Crisis;
    All these keywords.

    JEL classification:

    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General

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