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Fast reaction police units in Medellín: A budget-constrained maximal homicide covering location approach

Author

Listed:
  • Arlen Guarín
  • Andrés Ramírez Hassan
  • Juan G. Villegas

Abstract

We propose a maximal covering location problem with a budget constraint to determine the optimal location of facilities that provide fast police assistance to homicide hot spots, to mitigate criminal activity in Medellín (Colombia). We use the Google Maps Application Programming Interface (API) to estimate the average traveling times between police units and criminal spots, and impose a budget constraint taking into account the project’s costs. Our procedure identifies how the optimal locations for fast reaction police units have a diminishing marginal coverage pattern when subject to loosened budget constraints. ****** Este documento considera un problema de localización de cobertura máxima con restricciones de presupuesto para determinar la ubicación óptima de instalaciones policiales que brinden atención rápida a potenciales puntos criminales, para así mitigar la actividad delictiva en Medellín (Colombia). Se utiliza la Interfaz de programación de Google Maps (API) para estimar los tiempos promedio de viaje entre las unidades policiales y los puntos criminales, y se imponen restricciones presupuestarias teniendo en cuenta los costos del proyecto. El procedimiento identifica cómo la cobertura asociada a las ubicaciones óptimas de los comandos de policía de atención inmediata tiene un aumento marginalmente decreciente en la medida que se reducen las limitaciones presupuestarias.

Suggested Citation

  • Arlen Guarín & Andrés Ramírez Hassan & Juan G. Villegas, 2015. "Fast reaction police units in Medellín: A budget-constrained maximal homicide covering location approach," Borradores de Economia 13874, Banco de la Republica.
  • Handle: RePEc:col:000094:013874
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    References listed on IDEAS

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    1. Freeman, Scott & Grogger, Jeffrey & Sonstelie, Jon, 1996. "The Spatial Concentration of Crime," Journal of Urban Economics, Elsevier, vol. 40(2), pages 216-231, September.
    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. Craig, Steven G., 1987. "The deterrent impact of police: An examination of a locally provided public service," Journal of Urban Economics, Elsevier, vol. 21(3), pages 298-311, May.
    4. Steven D. Levitt, 1998. "Juvenile Crime and Punishment," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1156-1185, December.
    5. repec:pri:cepsud:189lee is not listed on IDEAS
    6. Aaron Chalfin & Justin McCrary, 2013. "The Effect of Police on Crime: New Evidence from U.S. Cities, 1960-2010," NBER Working Papers 18815, National Bureau of Economic Research, Inc.
    7. David S. Lee & Justin McCrary, 2009. "The Deterrence Effect of Prison: Dynamic Theory and Evidence," Working Papers 1171, Princeton University, Department of Economics, Industrial Relations Section..
    8. Kevin Curtin & Karen Hayslett-McCall & Fang Qiu, 2010. "Determining Optimal Police Patrol Areas with Maximal Covering and Backup Covering Location Models," Networks and Spatial Economics, Springer, vol. 10(1), pages 125-145, March.
    9. David S. Lee & Justin McCrary, 2009. "The Deterrence Effect of Prison: Dynamic Theory and Evidence," Working Papers 1171, Princeton University, Department of Economics, Industrial Relations Section..
    10. McCrary, Justin & Lee, David S., 2009. "The Deterrence Effect of Prison: Dynamic Theory and Evidence," Berkeley Olin Program in Law & Economics, Working Paper Series qt2gh1r30h, Berkeley Olin Program in Law & Economics.
    11. Wheaton, William C., 2006. "Metropolitan fragmentation, law enforcement effort and urban crime," Journal of Urban Economics, Elsevier, vol. 60(1), pages 1-14, July.
    12. David S. Lee & Justin McCrary, 2009. "The Deterrence Effect of Prison: Dynamic Theory and Evidence," Working Papers 1168, Princeton University, Department of Economics, Center for Economic Policy Studies..
    13. Keskin, Burcu B. & Li, Shirley (Rong) & Steil, Dana & Spiller, Sarah, 2012. "Analysis of an integrated maximum covering and patrol routing problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(1), pages 215-232.
    14. David S. Lee & Justin McCrary, 2009. "The Deterrence Effect of Prison: Dynamic Theory and Evidence," Working Papers 1168, Princeton University, Department of Economics, Center for Economic Policy Studies..
    15. Rafael Di Tella & Ernesto Schargrodsky, 2004. "Do Police Reduce Crime? Estimates Using the Allocation of Police Forces After a Terrorist Attack," American Economic Review, American Economic Association, vol. 94(1), pages 115-133, March.
    16. Juan Villegas & Fernando Palacios & Andrés Medaglia, 2006. "Solution methods for the bi-objective (cost-coverage) unconstrained facility location problem with an illustrative example," Annals of Operations Research, Springer, vol. 147(1), pages 109-141, October.
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    More about this item

    Keywords

    Homicide; Maximal Coverage Location Problem; Police Station.;
    All these keywords.

    JEL classification:

    • C44 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Operations Research; Statistical Decision Theory
    • H4 - Public Economics - - Publicly Provided Goods

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