Spatial analysis of violent crimes in Metro Manila, Philippines

Spatial patterns of murder and physical injury in Metro Manila, Philippines were visualized through conditional choropleth maps. Relationship of both crime rates with some demographic variables were investigated while accounting for possible spatial autocorrelation using spatial lag models. Results...

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Main Authors: Mojica, Vio Jianu, Choi, Adelbert, Leong, Robert Neil F., Co, Frumencio F.
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Published: Animo Repository 2019
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Online Access:https://animorepository.dlsu.edu.ph/faculty_research/662
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Institution: De La Salle University
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spelling oai:animorepository.dlsu.edu.ph:faculty_research-16612022-11-08T03:48:37Z Spatial analysis of violent crimes in Metro Manila, Philippines Mojica, Vio Jianu Choi, Adelbert Leong, Robert Neil F. Co, Frumencio F. Spatial patterns of murder and physical injury in Metro Manila, Philippines were visualized through conditional choropleth maps. Relationship of both crime rates with some demographic variables were investigated while accounting for possible spatial autocorrelation using spatial lag models. Results show that both crime rates tend to cluster in the northern cities of Metro Manila. Furthermore, significant spatial lag coefficients were found only for physical injury rates, with values ranging from 0.49 to 0.62, signifying a positive city-level spatial dependence of physical injury rates in Metro Manila. Moreover, some demographic covariates, such as population density, percentage of young males, education, marriage, and immigration were found to be associated with both crime rates. These results could serve as useful indicators of crime incidence; thus it is recommended that crime monitoring systems include them to aid in resource allocation and program planning for better crime prevention and security management. © 2017, © 2017 School of Criminal Justice, Michigan State University. 2019-01-02T08:00:00Z text text/html https://animorepository.dlsu.edu.ph/faculty_research/662 Faculty Research Work Animo Repository Crime analysis—Philippines—Metro-Manila Spatial analysis (Statistics) Criminology
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
topic Crime analysis—Philippines—Metro-Manila
Spatial analysis (Statistics)
Criminology
spellingShingle Crime analysis—Philippines—Metro-Manila
Spatial analysis (Statistics)
Criminology
Mojica, Vio Jianu
Choi, Adelbert
Leong, Robert Neil F.
Co, Frumencio F.
Spatial analysis of violent crimes in Metro Manila, Philippines
description Spatial patterns of murder and physical injury in Metro Manila, Philippines were visualized through conditional choropleth maps. Relationship of both crime rates with some demographic variables were investigated while accounting for possible spatial autocorrelation using spatial lag models. Results show that both crime rates tend to cluster in the northern cities of Metro Manila. Furthermore, significant spatial lag coefficients were found only for physical injury rates, with values ranging from 0.49 to 0.62, signifying a positive city-level spatial dependence of physical injury rates in Metro Manila. Moreover, some demographic covariates, such as population density, percentage of young males, education, marriage, and immigration were found to be associated with both crime rates. These results could serve as useful indicators of crime incidence; thus it is recommended that crime monitoring systems include them to aid in resource allocation and program planning for better crime prevention and security management. © 2017, © 2017 School of Criminal Justice, Michigan State University.
format text
author Mojica, Vio Jianu
Choi, Adelbert
Leong, Robert Neil F.
Co, Frumencio F.
author_facet Mojica, Vio Jianu
Choi, Adelbert
Leong, Robert Neil F.
Co, Frumencio F.
author_sort Mojica, Vio Jianu
title Spatial analysis of violent crimes in Metro Manila, Philippines
title_short Spatial analysis of violent crimes in Metro Manila, Philippines
title_full Spatial analysis of violent crimes in Metro Manila, Philippines
title_fullStr Spatial analysis of violent crimes in Metro Manila, Philippines
title_full_unstemmed Spatial analysis of violent crimes in Metro Manila, Philippines
title_sort spatial analysis of violent crimes in metro manila, philippines
publisher Animo Repository
publishDate 2019
url https://animorepository.dlsu.edu.ph/faculty_research/662
_version_ 1749181756570861568