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Bayesian journey-to-crime modelling of juvenile and adult offenders by gender in Manchester

✍ Scribed by Ned Levine; Patsy Lee


Publisher
John Wiley and Sons
Year
2009
Tongue
English
Weight
313 KB
Volume
6
Category
Article
ISSN
1544-4759

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✦ Synopsis


Abstract

This study tested the Bayesian journey‐to‐crime (JTC) model by gender and age for serial offenders from Manchester, England. The data were 4056 crimes committed by 171 serial offenders between 2003 and 2006. The data were subdivided by gender and age group to examine whether accuracy and precision varied by these subgroups. In general, the centre of minimum distance was found to be the most accurate measure, but the Bayesian risk and product measures were found to be the most precise measurements. The traditional ‘distance decay’ type of JTC function did not produce estimates that are as accurate nor as precise as the Bayesian approach. Tests were conducted on whether specific gender and age group JTC functions and origin–destination matrices improved predictability. With the exception of juvenile male offenders, the general functions were more accurate and precise. In terms of building an accurate and precise geographical profiling methodology, the results point to the need to include information on the likely predisposition of neighbourhoods to produce offenders as well as information on the crime opportunities available to offenders. Copyright © 2009 John Wiley & Sons, Ltd.


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✍ Michael Leitner; Joshua Kent 📂 Article 📅 2009 🏛 John Wiley and Sons 🌐 English ⚖ 141 KB

## Abstract This study tested different Bayesian Journey‐to‐Crime (JTC) models on a sample group of 850 serial offenders apprehended in Baltimore County, MD from 1993 to 1997. In this research, Bayesian JTC models were being used to predict the home locations of the offenders. The sample group data