Research

Migration Participation Rates

Applied counterfactual economic modelling on 2M+ labour force records to quantify the impact of migration on Alberta's labour force participation. Produced a structured analytical report using R Markdown, translating complex results into clear, policy-relevant insights.

Impact Of Covid Edmonton

1st Place Winner. Competition involving Masters+ students tasked with analyzing City of Edmonton datasets. I led Section 5 — the core descriptive analysis — conducting large-scale exploratory analysis that identified key structural changes in housing demand and price dynamics, informing the predictive models built by the team.

Dota2 High Skill Player Analysis

Analyzed high-skill player behavior using large-scale match data to identify gameplay patterns and performance trends. Built dashboards to explore decision-making and engagement, with statistical validation confirming which behaviors drove consistent high performance.

Telemetry Analysis

Gaming CRM Campaign Effectiveness

Analyzed gaming CRM campaign performance across multiple engagement channels using campaign and user interaction data. Built dashboards and conducted A/B testing to measure retention and engagement impact, with findings highlighting statistically significant campaign drivers.

CRM Analytics | A/B Testing

Dota2 Party vs Solo Performance

Evaluated how party play impacts player performance and match outcomes using behavioral and statistical analysis. Designed dashboards to compare collaboration vs solo dynamics, with findings identifying which gameplay contexts significantly influenced success.

Behavioral Analytics

Dota2 Patch Impact Analysis

Analyzed gameplay patch effects using historical match data to track changes in hero performance and player behavior over time. Used trend analysis and visual reporting to identify balance shifts, with statistical testing confirming which updates had meaningful competitive impact.

Game Balance Analytics