I turn data into
decisions that land.
I analyse data AND translate findings into business requirements, process improvements, and recommendations teams can act on immediately. Canadian MSc ยท 3+ years experience ยท No sponsorship required.
Four real projects.
Real data. Real business impact.
Each project mirrors actual analyst work โ not tutorials, not toy datasets. Built to prove what I can do from day one.
Built an end-to-end financial analytics project analysing Canadian mortgage market trends from 2013โ2025. Combined Python, SQL, Machine Learning, and Tableau to evaluate mortgage delinquency, interest rates, and Mortgage Debt Service Ratio (MDSR), culminating in an executive Tableau dashboard for financial decision support.
- Analysed 12 years of Canadian mortgage market data to identify long-term lending risk trends
- Built and compared 4 predictive ML models โ Persistence Baseline achieved lowest MAE (0.0112)
- Mortgage delinquency declined steadily through 2022 then increased from 2023 onward
- Mortgage rates increased significantly during 2022โ2023 โ MDSR rose in parallel with borrowing costs
- Executive Tableau dashboard with 7 KPI cards supporting mortgage risk monitoring
Built a complete public health intelligence system on 102,766 real City of Toronto DineSafe inspection records. Engineered a custom risk scoring model in Python, wrote 8 business SQL queries, built a Tableau dashboard, and delivered a full BA documentation package including BRD, KPI framework, user stories, and 5 business recommendations.
- 83.7% overall compliance rate โ 443 closure orders in analysis period (Nov 2023โJun 2026)
- 764 High Risk establishments identified (5% of 15,221 active restaurants)
- 5C Maintenance violations account for 46% of all violations citywide
- Kasa Moto (115 Yorkville Ave) โ highest violation count: 35 in 12 months
- August 2024 lowest monthly pass rate at 79.5% โ seasonal risk finding from SQL analysis
End-to-end analysis of 99,441 real Brazilian e-commerce orders from the Olist marketplace. Built Python ETL pipeline, loaded into MySQL, wrote 5 business SQL queries, and published an interactive Tableau dashboard showing revenue trends, delivery performance, and customer satisfaction insights.
- Revenue grew 6ร in 2017 โ November peak at R$1.15M driven by Black Friday
- Health & Beauty top category at R$1.26M in revenue
- 75% of Brazilian states experience above-average delivery times
- Delivery speed is the #1 satisfaction driver: 4.41โ (fast) vs 3.01โ (slow)
Complete Business Analyst deliverable package for an automated CRM lead inactivity alert feature. Produced the full BA artifact suite from problem statement to UAT plan โ quantified the business problem at $2.6M annual revenue risk and designed a solution ready for developer handoff.
- Business problem quantified: $2.6M annual revenue at risk from cold leads
- 8 user stories in Gherkin format (Given/When/Then) with edge case acceptance criteria
- As-Is and To-Be swimlane process flows showing the gap and the solution
- Gap analysis with MoSCoW prioritisation โ Must/Should/Could/Won't Have
- UAT plan with 7 test cases, defect severity classification, and sign-off criteria
Both sides of the analyst role.
Most analysts do one or the other. I do both โ and the overlap is where the most valuable work happens.
Why I do both.
Most companies need someone who can pull the numbers AND know what to do with them. That is the role I have built toward.
I am a Data & Business Analyst with 3+ years of professional experience across data analysis and business analysis roles, primarily at Cognizant Technology Solutions. I hold a Master of Science degree from Bishop's University, Canada โ which means I understand Canadian business culture and workplace expectations from day one.
My work at Cognizant covered the full analyst spectrum: writing complex SQL queries and PL/SQL procedures, building Python data pipelines, gathering requirements from business stakeholders, documenting BRDs, and working within SDLC best practices. I engineered a performance optimisation solution that improved application efficiency by 40%.
I hold a PGWP (Post-Graduate Work Permit) โ no sponsorship required. I am actively seeking Data Analyst, Business Analyst, or hybrid DA/BA roles across Canada โ Toronto, Vancouver, Ottawa, or remote.
Let's talk about your team's data needs.
Open to Data Analyst, Business Analyst, and hybrid DA/BA roles across Canada โ Toronto, Vancouver, Ottawa, or remote. Contracts and full-time both considered.