IDEAS home Printed from https://ideas.repec.org/a/eko/ekoeko/45_53.html
   My bibliography  Save this article

Determinants of crime rate in Poland. Analysis using regression trees

Author

Listed:
  • Kinga Kądziołka

Abstract

The aim of this article is to identify relationships between crime rate and some socio-economic, demographic and environmental factors in the poviats of Poland. There were analysed cross – sectional data using regression tree. The following factors were found to significantly explain the intensity of crime rate: urbanisation, percentage of single-person households, provided accommodation per 1000 population, divorce’s coefficient and the intensity of crime in the neighboring areas. Then the random forest was used to improve prediction’s accuracy and generate rank of variable importance.

Suggested Citation

  • Kinga Kądziołka, 2016. "Determinants of crime rate in Poland. Analysis using regression trees," Ekonomia journal, Faculty of Economic Sciences, University of Warsaw, vol. 45.
    • Handle: RePEc:eko:ekoeko:45_53
    DOI: 10.17451/eko/45/2016/186
    as

    Download full text from publisher

    File URL: http://ekonomia.wne.uw.edu.pl/ekonomia/getFile/786
    Download Restriction: no
    File URL: https://libkey.io/10.17451/eko/45/2016/186?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Lauridsen, Jorgen, 2010. "Is Polish Crime Economically Rational?," Journal of Regional Analysis and Policy, Mid-Continent Regional Science Association, vol. 40(2), pages 1-7.
    3. 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.
    4. Rosetta Lombardo & Marianna Falcone, 2011. "Crime And Economic Performance. A Cluster Analysis Of Panel Data On Italy'S Nuts 3 Regions," Working Papers 201112, Università della Calabria, Dipartimento di Economia, Statistica e Finanza "Giovanni Anania" - DESF.
    5. 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.
    6. Lauridsen, Jørgen T. & Zeren, Fatma & Ari, Ayse, 2013. "A spatial panel data analysis of crime rates in EU," Discussion Papers on Economics 2/2013, University of Southern Denmark, Department of Economics.
    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. Lauridsen, Jørgen T. & Zeren, Fatma & Ari, Ay?E, 2015. "Is Crime in Turkey Economically Rational?/¿Es económicamente racional el crimen en Turquía?," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 33, pages 37-52, Enero.
    2. Lauridsen, Jørgen T. & Zeren, Fatma & Ari, Ayse, 2014. "Is crime in Turkey economically rational?," Discussion Papers on Economics 3/2014, University of Southern Denmark, Department of Economics.
    3. 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.
    4. 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.
    5. Blesse, Sebastian & Diegmann, André, 2022. "The place-based effects of police stations on crime: Evidence from station closures," Journal of Public Economics, Elsevier, vol. 207(C).
    6. Justina A.V. Fischer, 2005. "The Impact of Direct Democracy on Crime: Is the Median Voter Boundedly Rational?," University of St. Gallen Department of Economics working paper series 2005 2005-14, Department of Economics, University of St. Gallen.
    7. 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.
    8. Edmark, Karin, 2003. "The Effects of Unemployment on Property Crime: Evidence from a Period of Unusually Large Swings in the Business Cycle," Working Paper Series 2003:14, Uppsala University, Department of Economics.
    9. Raul Caruso & Adelaide Baronchelli, 2013. "Economic aspects of the complementarity between corruption and crime: evidence from Italy in the period 1996-2005," International Journal of Monetary Economics and Finance, Inderscience Enterprises Ltd, vol. 6(2/3), pages 244-260.
    10. Brosnan, Stephen, 2016. "The Socioeconomic Determinants of Crime in Ireland from 2003-2012," MPRA Paper 74118, University Library of Munich, Germany.
    11. Horst Entorf & Hannes Spengler, 2005. "Ökonometrie der Kriminalität," ifo Schnelldienst, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 58(16), pages 13-25, August.
    12. Papps, Kerry L. & Winkelmann, Rainer, 1998. "Unemployment and Crime: New Answers to an Old Question," IZA Discussion Papers 25, Institute of Labor Economics (IZA).
    13. Entorf, Horst & Winkler, Peter, 2001. "The economics of crime: investigating the drugs-crime channel: empirical evidence from panel data of the German states," ZEW Discussion Papers 01-37, ZEW - Leibniz Centre for European Economic Research.
    14. Entorf, Horst & Spengler, Hannes, 2000. "Criminality, social cohesion and economic performance," ZEW Discussion Papers 00-27, ZEW - Leibniz Centre for European Economic Research.
    15. Entorf, Horst, 2000. "Rational migration policy should tolerate non-zero illegal migration flows: lessons from modelling the market for illegal migration," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 14306, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    16. Eugene Braslavskiy & Firmin Doko Tchatoka & Virginie Masson, 2019. "The Importance Of Punishment Substitutability In Criminometric Studies," Bulletin of Economic Research, Wiley Blackwell, vol. 71(3), pages 491-507, July.
    17. 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.
    18. Mohamad Kassem & Amjad Ali & Marc Audi, 2019. "Unemployment Rate, Population Density and Crime Rate in Punjab (Pakistan): An Empirical Analysis," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 8(2), pages 92-104, June.
    19. Jorgen Lauridsen, 2009. "Is Baltic Crime Economically Rational?," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 9(1), pages 31-38, July.
    20. Halicioglu, Ferda & Andrés, Antonio R. & Yamamura, Eiji, 2012. "Modeling crime in Japan," Economic Modelling, Elsevier, vol. 29(5), pages 1640-1645.

    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:eko:ekoeko:45_53. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/fesuwpl.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.