Technical AI Product Manager | AI Solutions Architect | Data & Business Analyst
I build and shape software products across cloud infrastructure, full-stack applications, data systems, and AI-assisted delivery. My work sits at the intersection of product strategy, AWS architecture, application development, and analytics: defining what should be built, coordinating how it gets built, and validating that the result creates measurable user and business value.
These products are built and maintained in private repositories. Public product summaries, screenshots, demos, architecture notes, and live links are available in my selected products repository.
- START Canada Marketing Site | Live | Next.js marketing website
- START Jobs - Career Readiness Events Platform | Live | bootcamps and workshop events platform
- START Employability Score Application | Demo | mobile and web employability testing app
- Start Yachts - Boat Marketplace | boat marketplace platform
- Options Master | options research and paper-journal product
- Seed Jewelry | biodesign jewelry and urban pollinator corridor concept
Public code and analysis projects are collected in my portfolio repository.
- K-means Customer Segmentation for Precision Marketing | Python, pandas, seaborn, matplotlib, numpy, plotly, scikit-learn
- UI Element A/B Testing: MSU Library Website Optimization | Python, pandas, matplotlib, numpy, scipy
- Bidding Strategy Optimization: Statistical A/B Test Analysis | Python, pandas, seaborn, matplotlib, numpy, scipy, statsmodels
- E-commerce Review Analytics: Intelligent Rating System | Python, pandas, scipy, scikit-learn
- Multi-dimensional Customer Segmentation Analysis | Python, pandas, seaborn
- Predictive CLV Modeling: Customer Value Forecasting | Python, pandas, matplotlib, datetime, scikit-learn
- Relational Music Catalog System | SQL, SQLite
- DataSwift-R: Statistical Analysis Acceleration Package | R, RStudio
- Market Predictor: ML-Based Stock Forecasting System | Python, pandas, numpy, matplotlib, yfinance, pytest
| Area | Tools and platforms |
|---|---|
| Cloud and infrastructure | AWS CDK, AppSync, RDS, Lambda, S3, EC2, CloudFront, Docker, serverless architecture |
| Web and mobile | Next.js, React, React Native, Expo, TypeScript, JavaScript, TailwindCSS, REST APIs, GraphQL |
| Data and analytics | Python, SQL, PostgreSQL, Google BigQuery, ETL pipelines, Tableau, Power BI, predictive modeling |
| AI and automation | OpenAI, Claude, Gemini, prompt engineering, autonomous coding agents, AI-assisted product workflows |
| Product and delivery | Product strategy, Agile/Scrum, Jira, GTM strategy, A/B testing, conversion analysis, CI/CD workflows |
- Architect: Design AWS-backed application architectures, database schemas, and deployment paths.
- Build: Coordinate AI-assisted development across frontend, backend, mobile, and infrastructure work.
- Analyze: Clean and model datasets, validate product behavior, and translate metrics into product decisions.