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Applications and Case Studies

A Framework for Synthetic Control Methods With High-Dimensional, Micro-Level Data: Evaluating a Neighborhood-Specific Crime Intervention

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Pages 109-126 | Received 01 Jan 2016, Published online: 03 May 2017

References

  • Abadie, A., Diamond, A., and Hainmueller, J. (2010), “Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program,” Journal of the American Statistical Association, 105, 493–505.
  • ——— (2011), “Synth: An R Package for Synthetic Control Methods in Comparative Case Studies,” Journal of Statistical Software, 42, 1–17.
  • ——— (2014), “Comparative Politics and the Synthetic Control Method,” American Journal of Political Science, 59, 495--510.
  • Abadie, A., and Gardeazabal, J. (2003), “The Economic Costs of Conflict: A Case Study of the Basque Country,” American Economic Review, 93, 113–132.
  • Angrist, J. D., and Krueger, A. B. (1999), “Empirical Strategies in Labor Economics,” in Handbook of Labor Economics (Vol. 3), eds. O. C. Ashentelter & D. Card, pp. 1277–1366. Amsterdam, The Netherlands: Elsevier, North Holland.
  • Auld, M. C., and Grootendorst, P. (2004), “An Empirical Analysis of Milk Addiction,” Journal of Health Economics, 23, 1117–1133.
  • Baumer, E., Lauritsen, J. L., Rosenfeld, R., and Wright, R. (1998), “The Influence of Crack Cocaine on Robbery, Burglary, and Homicide Rates: A Cross-City, Longitudinal Analysis,” Journal of Research in Crime and Delinquency, 35, 316–340.
  • Bertrand, M., Duflo, E., and Mullainathan, S. (2004), “How Much Should We Trust Differences-in-Differences Estimates?” The Quarterly Journal of Economics, 119, 249–275.
  • Billmeier, A., and Nannicini, T. (2013), “Assessing Economic Liberalization Episodes: A Synthetic Control Approach,” The Review of Economics and Statistics, 95, 983–1001.
  • Binder, D. A. (1983), “On the Variances of Asymptotically Normal Estimators From Complex Surveys,” International Statistical Review / Revue Internationale de Statistique, 51, 279–292.
  • Blumstein, A., and Rosenfeld, R. (1998), “Explaining Recent Trends in US Homicide Rates,” Journal of Criminal Law and Criminology, 88, 1175–1216.
  • Bohn, S., Lofstrom, M., and Raphael, S. (2014), “Did the 2007 Legal Arizona Workers Act Reduce the State’s Unauthorized Immigrant Population?” The Review of Economics and Statistics, 96, 258–269.
  • Boyd, S., and Vandenberghe, L. (2004), Convex Optimization, Cambridge, UK: Cambridge University Press.
  • Braga, A., and Weisburd, D. (2012), “The Effects of “Pulling Levers” Focused Deterrence Strategies on Crime,” Campbell Systematic Reviews, 8, doi:10.4073/csr.2012.6.
  • Braga, A. A., and Weisburd, D. L. (2010), “Editors’ Introduction: Empirical Evidence on the Relevance of Place in Criminology,” Journal of Quantitative Criminology, 26, 1–6.
  • ——— (2011), “The Effects of Focused Deterrence Strategies on Crime: A Systematic Review and Meta-Analysis of the Empirical Evidence,” Journal of Research in Crime and Delinquency, 49, 323–358.
  • Caulkins, J. P. (1993), “Local Drug Markets’ Response to Focused Police Enforcement,” Operations Research, 41, 848–863.
  • Cavallo, E., Galiani, S., Noy, I., and Pantano, J. (2013), “Catastrophic Natural Disasters and Economic Growth,” The Review of Economics and Statistics, 95, 1549–1561.
  • Clarke, R. V., and Weisburd, D. (1994), “Diffusion of Crime Control Benefits: Observations on the Reverse of Displacement,” Crime Prevention Studies, 2, 165–184.
  • Corsaro, N., Brunson, R., Gau, J., and Oldham, C. (2011), The Peoria Pulling Levers Drug Market Intervention: A Review of Program Process, Changes in Perceptions, and Crime Impact, Washington, DC: Bureau of Justice Assistance, Office of Justice Programs, U.S. Department of Justice.
  • Corsaro, N., and Brunson, R. K. (2013), “Are Suppression and Deterrence Mechanisms Enough? Examining the ‘Pulling Levers’ Drug Market Intervention Strategy in Peoria, Illinois, USA,” International Journal of Drug Policy, 24, 115–121.
  • Corsaro, N., Brunson, R. K., and McGarrell, E. F. (2013), “The Peoria Pulling Levers Drug Market Intervention: A Review of Program Process, Changes in Perception, and Crime Impact,” Crime & Delinquency, 59, 1085–1107.
  • Corsaro, N., Hunt, E. D., Hipple, N. K., and McGarrell, E. F. (2012), “The Impact of Drug Market Pulling Levers Policing on Neighborhood Violence,” Criminology & Public Policy, 11, 167–199.
  • Corsaro, N., and McGarrell, E. (2009), “An Evaluation of the Nashville Drug Market Initiative (DMI) Pulling Levers Strategy,” Technical Report, Michigan State University, School of Criminal Justice, East Lansing, MI. Available at https://nnscommunities.org/uploads/NashvilleEvaluation.pdf
  • Deville, J.-C., and Särndal, C.-E. (1992), “Calibration Estimators in Survey Sampling,” Journal of the American Statistical Association, 87, 376–382.
  • Deville, J.-C., Särndal, C.-E., and Sautory, O. (1993), “Generalized Raking Procedures in Survey Sampling,” Journal of the American Statistical Association, 88, 1013–1020.
  • DiNardo, J. E., and Pischke, J.-S. (1997), “The Returns to Computer Use Revisited: Have Pencils Changed the Wage Structure too?” The Quarterly Journal of Economics, 112, 291–303.
  • Draca, M., Machin, S., and Witt, R. (2011), “Panic on the Streets of London: Police, crime, and the July 2005 Terror Attacks,” The American Economic Review, 101, 2157–2181.
  • Fong, C., Ratkovic, M., Hazlett, C., and Imai, K. (2015), CBPS: Covariate Balancing Propensity Score, R Package Version 0.10. Available at http://CRAN.R-project.org/package=CBPS
  • Frabutt, J. M., Shelton, T. L., Di Luca, K. L., Harvey, L. K., and Hefner, M. K. (2009), “A Collaborative Approach to Eliminating Street Drug Markets Through Focused Deterrence,” Technical Report, National Institute of Justice, Washington, DC. Available at https://www.ncjrs.gov/pdffiles1/nij/grants/239242.pdf
  • Friedman, J. H. (2001), “Greedy Function Approximation: A Gradient Boosting Machine,” Annals of Statistics, 29, 1189–1232.
  • ——— (2002), “Stochastic Gradient Boosting,” Computational Statistics & Data Analysis, 38, 367–378.
  • Gove, W. R., Hughes, M., and Geerken, M. (1985), “Are Uniform Crime Reports a Valid Indicator of the Index Crimes? An Affirmative Answer With Minor Qualifications,” Criminology, 23, 451–502.
  • Hainmueller, J. (2012), “Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies,” Political Analysis, 20, 25–46.
  • Harocopos, A., and Haugh, M. (2005), Drug Dealing in Open-Air Markets, Washington, DC: U.S. Department of Justice, Office of Community Oriented Policing Services, Center for Problem-Oriented Policing.
  • Hipple, N., and McGarrell, E. (2009), Bureau of Justice Assistance Drug Market Intervention Implementation Guide and Lessons Learned, East Lansing, MI: Michigan State University, School of Criminal Justice.
  • Imai, K., and Ratkovic, M. (2014), “Covariate Balancing Propensity Score,” Journal of the Royal Statistical Society, Series B, 76, 243–263.
  • Imbens, G. W. (2004), “Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review,” Review of Economics and Statistics, 86, 4–29.
  • Kennedy, D. (2009), “Drugs, Race and Common Ground: Reflections on the High Point Intervention,” NIJ Journal, 262, 12–17.
  • Kennedy, D. M., Piehl, A. M., and Braga, A. A. (1996), “Youth Violence in Boston: Gun Markets, Serious Youth Offenders, and a Use-Reduction Strategy,” Law and Contemporary Problems, 59, 147–196.
  • Kennedy, D. M., and Wong, S. (2009), The High Point Drug Intervention Strategy, Washington, DC: U.S. Department of Justice Office of Community Oriented Policing Services.
  • Kish, L. (1965), Survey Sampling, New York: Wiley.
  • Kleiman, M. A. (1997), “The Problem of Replacement and the Logic of Drug Law Enforcement,” Drug Policy Analysis Bulletin, 3, 8–10.
  • Lachin, J. M. (2014), “Applications of the Wei-Lachin Multivariate One-Sided Test for Multiple Outcomes on Possibly Different Scales,” PloS one, 9, e108784.
  • Law Enforcement Support Section, and Crime Statistics Management Unit (2013), Summary Reporting System (SRS) User Manual, Washington, D.C.: U.S. Department of Justice, Federal Bureau of Investigation, Criminal Justice Information Services Division.
  • Lejins, P. P. (1966), “Uniform Crime Reports,” Michigan Law Review, 64, 1011–1030.
  • Lumley, T. (2004), “Analysis of Complex Survey Samples,” Journal of Statistical Software, 9, 1–19.
  • ——— (2011), Complex Surveys: A Guide to Analysis Using R (Vol. 565), New York: John Wiley & Sons.
  • Mazerolle, L., Soole, D. W., and Rombouts, S. (2006), “Street-Level Drug Law Enforcement: A Meta-Analytical Review,” Journal of Experimental Criminology, 2, 409–435.
  • McGarrell, E. F., Corsaro, N., and Brunson, R. K. (2010), “The Drug Market Intervention Approach to Overt Drug Markets,” Journal of Criminal Justice and Security, 12, 397–407.
  • NNSC (2015), “Group Violence Intervention: An Implementation Guide,” Technical Report NCJ 244850, National Network for Safe Communities, U.S. Department of Justice, Office of Community Oriented Policing Services, Washington, D.C.
  • Reppetto, T. A. (1976), “Crime Prevention and the Displacement Phenomenon,” Crime & Delinquency, 22, 166–177.
  • Reuter, P. H., and MacCoun, R. J. (1992), Street Drug Markets in Inner-City Neighbourhoods, Santa Monica, CA: RAND Corporation.
  • Ridgeway, G., McCaffrey, D., Morral, A., Griffin, B. A., and Burgette, L. (2014), Twang: Toolkit for Weighting and Analysis of Nonequivalent Groups, R Package Version 1.4-0. Available at http://CRAN.R-project.org/package=twang
  • Rosenbaum, P. R., and Rubin, D. B. (1983), “The Central Role of the Propensity Score in Observational Studies for Causal Effects,” Biometrika, 70, 41–55.
  • Särndal, C.-E. (2007), “The Calibration Approach in Survey Theory and Practice,” Survey Methodology, 33, 99–119.
  • Saunders, J., Lundberg, R., Braga, A. A., Ridgeway, G., and Miles, J. (2015), “A Synthetic Control Approach to Evaluating Place-Based Crime Interventions,” Journal of Quantitative Criminology, 31, 413–434.
  • Saunders, J., Ober, A., Barnes-Proby, D., and Brunson, R. (2016), “Police Legitimacy and Disrupting Overt Drug Markets,” Policing: An International Journal of Policy and Practice, 39, 667--679.
  • Saunders, J., Ober, A., Kilmer, B., and Greathouse, S. (2016), A Community-Based Focused Deterrence Approach to Closing Overt Drug Markets, Santa Monica, CA: RAND Corporation.
  • Sherman, L. W., MacKenzie, D. L., Farrington, D. P., and Welsh, B. C. (eds.) (2002), Evidence-Based Crime Prevention, London: Routledge.
  • Telep, C. W., Weisburd, D., Gill, C. E., Vitter, Z., and Teichman, D. (2014), “Displacement of Crime and Diffusion of Crime Control Benefits in Large-Scale Geographic Areas: A Systematic Review,” Journal of Experimental Criminology, 10, 515–548.
  • Weisburd, D., and Eck, J. E. (2004), “What Can Police do to Reduce Crime, Disorder, and Fear?” The Annals of the American Academy of Political and Social Science, 593, 42–65.
  • Weisburd, D., and Mazerolle, L. G. (2000), “Crime and Disorder in Drug Hot Spots: Implications for Theory and Practice in Policing,” Police Quarterly, 3, 331–349.

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