Developed a Tableau dashboard visualizing crime hotspots across Malaysia using publicly available data from 2021 to 2023.
Identified Selangor as a high-risk region with over 160,000 reported cases. Uncovered spatial and temporal crime patterns to support data-driven safety recommendations for policymakers and researchers.
- Key outcomes:
- Geospatial crime hotspot mapping across all Malaysian states
- 160,000+ cases analyzed in Selangor alone
- Temporal trend analysis identifying peak crime periods
- Actionable safety recommendations derived from patterns