Cartography and Geographic Information Science · 2014 · 111 citations · 29 references
Social SciencesCriminologyGeographyPolicingSpatial AnalysisSpatial StatisticsCrime Pattern AnalysisCrime PolicyCrime PreventionCriminal JusticeAccuracyPolicing GeographiesSpatial Accuracy AssessmentSpatial Crime PatternsSpatial Resolution AnalysisSpatial Resolution MeasurementStatistical Model SpecificationSystematic Errors
In the United Kingdom, since 2011 data regarding individual police recorded crimes have been made openly available to the public via the police.uk website. To protect the location privacy of victims these data are obfuscated using geomasking techniques to reduce their spatial accuracy. This paper examines the spatial accuracy of the police.uk data to determine at what level(s) of spatial resolution – if any – it is suitable for analysis in the context of theory testing and falsification, evaluation research, or crime analysis. Police.uk data are compared to police recorded data for one large metropolitan Police Force and spatial accuracy is quantified for four different levels of geography across five crime types. Hypotheses regarding systematic errors are tested using appropriate statistical approaches, including methods of maximum likelihood. Finally, a “best-fit” statistical model is presented to explain the error as well as to develop a model that can correct it. The implications of the findings for researchers using the police.uk data for spatial analysis are discussed.
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Ecological Correlations and the Behavior of Individuals
W. Stitt Robinson · American Sociological Review · 1950 · 4.5K citations
Life Sciences, Ecology, Psychology +12
Interactive spatial data analysis
Frederik P. Agterberg · Computers & Geosciences · 1996 · 1.4K citations
Computing, Geography, Geoinformatics +12