This study examines crime rate trends from 2010 to 2023 across selected emerging nations in Africa and Asia using linear mixed-effects modelling and clustering analysis. By analysing data from 12 countries, we identified significant temporal patterns and regional variations. Clustering analysis grouped countries into four distinct clusters based on crime rate similarities. Linear mixed model revealed significant overall decrease in crime rates over time.