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Towards victim-oriented crime modelling in a social science e-infrastructure.
1School of Geography, University of Leeds, Leeds LS2 9JT, UK. n.malleson06@leeds.ac.uk
Summary
This study enhances a burglary simulation model (BurgdSIM) using realistic victim data. The improved agent-based model reveals distinct spatial crime patterns and identifies high-risk victim profiles for better crime prevention strategies.
Area of Science:
- Computational Social Science
- Digital Social Research
- Crime Science
Background:
- The National e-Infrastructure for Social Simulation (NeISS) supports social scientists with advanced computational tools.
- Agent-based modeling is crucial for understanding complex social phenomena like crime.
- Effective crime prevention requires realistic simulations of criminal behavior and victim characteristics.
Purpose of the Study:
- To enhance the agent-based burglary simulation (BurgdSIM) by incorporating individual-level victim data.
- To explore the impact of realistic victim representation on spatial crime patterns.
- To identify demographic and individual factors contributing to burglary risk.
Main Methods:
- Utilizing the UK Digital Social Research programme's e-infrastructure.
- Modifying the existing BurgdSIM agent-based model.
- Integrating individual-level victim data into the simulation parameters.
Main Results:
- The enhanced BurgdSIM model produced significantly different spatial crime patterns compared to the original model.
- Individual-level victim data integration led to a more nuanced understanding of burglary distribution.
- A risk profile analysis identified specific victim characteristics associated with higher burglary risk.
Conclusions:
- Realistic representation of victims is critical for accurate social simulation, particularly in crime modeling.
- The enhanced BurgdSIM model provides a valuable tool for policy-makers in developing targeted crime prevention strategies.
- Further research can leverage this approach to simulate other crime types and social issues.
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