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rcme: A Sensitivity Analysis Tool to Explore the Impact of Measurement Error in Police Recorded Crime Rates

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  • Pina-Sánchez, Jose

    (University of Leeds)

  • brunton-smith, ian
  • Buil-Gil, David

    (University of Manchester)

  • Cernat, Alexandru

Abstract

It has been long known that police recorded crime data is susceptible to substantial measurement error. However, despite its limitations, police data is widely used in regression models exploring the causes and effects of crime. Furthermore, because of the complex error mechanisms affecting police data, attempts to adjust for their impact are rare and tailored to specific settings (crime types, measurement models, outcome models, and precursors or consequences of crime). Here we introduce rcme: Recounting Crime with Measurement error, a new R package to enable sensitivity assessments of the impact of measurement error in analyses using police recorded crime rates across a wide range of settings. Using two real world examples – i) the link from violent crime to disorder, and ii) the role of collective efficacy in mitigating criminal damage – we demonstrate how rcme can be used to summarise the impacts of measurement error in empirical models used in research and practice.

Suggested Citation

  • Pina-Sánchez, Jose & brunton-smith, ian & Buil-Gil, David & Cernat, Alexandru, 2022. "rcme: A Sensitivity Analysis Tool to Explore the Impact of Measurement Error in Police Recorded Crime Rates," SocArXiv sbc8w, Center for Open Science.
    • Handle: RePEc:osf:socarx:sbc8w
    DOI: 10.31219/osf.io/sbc8w
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    References listed on IDEAS

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    1. Gallop, Max & Weschle, Simon, 2019. "Assessing the Impact of Non-Random Measurement Error on Inference: A Sensitivity Analysis Approach," Political Science Research and Methods, Cambridge University Press, vol. 7(2), pages 367-384, April.
    2. Micere Keels & Greg Duncan & Stefanie Deluca & Ruby Mendenhall & James Rosenbaum, 2005. "Fifteen years later: Can residential mobility programs provide a long-term escape from neighborhood segregation, crime, and poverty," Demography, Springer;Population Association of America (PAA), vol. 42(1), pages 51-73, February.
    3. Gibson, John & Kim, Bonggeun, 2008. "The effect of reporting errors on the cross-country relationship between inequality and crime," Journal of Development Economics, Elsevier, vol. 87(2), pages 247-254, October.
    4. Levitt, Steven D, 1998. "Why Do Increased Arrest Rates Appear to Reduce Crime: Deterrence, Incapacitation, or Measurement Error?," Economic Inquiry, Western Economic Association International, vol. 36(3), pages 353-372, July.
    5. Claudio Detotto & Edoardo Otranto, 2010. "Does Crime Affect Economic Growth?," Kyklos, Wiley Blackwell, vol. 63(3), pages 330-345, August.
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