Open to Work โ€” Toronto, Canada ๐Ÿ‡จ๐Ÿ‡ฆ
Data & Business Analyst

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.

SK
Sreekar Koduru
data.analyst + business.analyst
3+
Years exp.
4
Projects
MSc
Canadian
PGWP
No sponsor

Core tools
Python SQL ML Tableau Excel JIRA BRD Power BI
220K+
Records analysed
21+
SQL queries written
3
Live dashboards
4
Portfolio projects

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.

โ˜… Flagship ยท Financial Analytics ยท Machine Learning
Canadian Mortgage Renewal Risk Analytics

Built an end-to-end financial analytics project analysing Canadian mortgage market trends from 2013โ€“2025. 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 2022โ€“2023 โ€” MDSR rose in parallel with borrowing costs
  • Executive Tableau dashboard with 7 KPI cards supporting mortgage risk monitoring
Python Pandas Scikit-learn MySQL Tableau Random Forest Linear Regression Feature Engineering Financial Analytics
12
Years Data
4
ML Models
10+
SQL Queries
7
Dashboard KPIs
DA + BA Hybrid ยท Public Health Analytics
Toronto Restaurant Risk & Compliance Analytics

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 2023โ€“Jun 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
Python Pandas MySQL Tableau Excel BRD User Stories KPI Framework Risk Scoring
102K
Records
15K
Restaurants
8
SQL Queries
14
Deliverables
Data Analyst ยท E-Commerce
Olist E-Commerce Sales 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)
Python Pandas MySQL Tableau Matplotlib Seaborn
99K
Orders
9
CSV Files
5
SQL Queries
Business Analyst ยท BA Deliverables
CRM Lead Alert System โ€” BA Deliverable Package

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
BRD User Stories Gherkin Lucidchart MoSCoW UAT PIPEDA
6
BA Docs
8
User Stories
7
UAT Cases

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.

๐Ÿ“Š
Data Analysis
Python Pandas NumPy SQL MySQL Tableau Excel Matplotlib ETL Risk Scoring
๐Ÿ“‹
Business Analysis
BRD User Stories JIRA Confluence Agile/Scrum Process Mapping Gap Analysis UAT MoSCoW Stakeholder Mgmt
๐Ÿค–
Machine Learning
Scikit-learn Random Forest Linear Regression Feature Engineering Model Evaluation MAE / RMSE Predictive Modelling
๐Ÿ› ๏ธ
Tools & Environment
VS Code Jupyter Git / GitHub MySQL Workbench Lucidchart Power BI Google Workspace PL/SQL

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.

๐ŸŽ“
Canadian Master's Degree
MSc from Bishop's University, Canada. Ready from day one โ€” no cultural adjustment period needed.
๐Ÿ‡จ๐Ÿ‡ฆ
PGWP โ€” No Sponsorship Required
Post-Graduate Work Permit holder. Full work authorisation across Canada.
๐Ÿ’ผ
3+Years Professional Experience
Cognizant Technology Solutions โ€” SQL, Python, PL/SQL, stakeholder management, SDLC, 40% performance improvement.
๐Ÿ”€
Genuine DA + BA Hybrid
I use data to validate business requirements โ€” and business context to ask better analytical questions. One analyst, both value streams.

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.