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Although the popularity of practical crime mapping has been received in various criminal justice agencies, especially in law enforcement fields, the scientific research publications with a spatial data analysis to understand complicated crime patterns are still lagged. Recently, however, a growing number of criminal justice and criminology research try to employ a certain form of GIS (Geographic Information Systems), geo-spatial data, and crime mapping methodologies to explain/predict crime phenomenon and to develop criminal justice policies. This study is an effort to closely examine the recent research publications since 2000 focusing on the utilization of geo-spatial data and methods on their research. The author discusses the trends, strengths, pitfalls, limitations, and possibilities of geo-spatial approach in the scientific research of crime and criminal justice.