Data analysis report of Vancouver's crime rate in R. Report available here.
๐งน Gathered and processed 20 years of crime data from the BC Police Records Management System. Implemented data cleaning and wrangling techniques to ensure data integrity.
๐ Employed asymptotic and bootstrapping approaches to investigate the change in the rate of theft and break and enter in Vancouver over 20 years using over 800,000+ crimes. Furthermore, for each crime of interest, we conducted a permutation hypothesis test and an asymptotics test.
๐ Visualized the probability of our findings through practical confidence intervals and null distributions. Identified a statistically significant decrease in break and enter crime rates from 2004-2008 and 2018-2022 in both the permutation hypothesis test (p = 0.031) and the asymptotics test (p = 0.027).
๐ค Translated statistical analyses into actionable recommendations, allowing stakeholders to make data-driven decisions regarding crime patterns and trends.