Bridging Business Strategy
with Engineering Reality.
From idea → prototype → metrics, with a strong bias for experiments over assumptions.
Currently building MVPs in AgriTech and academic platforms while completing a Master’s in Information Systems.
Selected Projects
A collection of platforms and tools where I've combined technical engineering with product strategy.
- Problem:Small growers struggle to monitor micro-environment conditions consistently.
- My Role:Designed the monitoring workflow and built the sensor → FastAPI → dashboard pipeline.
- Problem:Fragmented academic resources limit research collaboration.
- My Role:Designed the MVP architecture and validated the core matching algorithm.
- Problem:Industrial roofing maintenance is reactive and costly.
- My Role:Created the risk mitigation logic and visualized IoT data streams.
- Problem:Fitness apps suffer from high user churn due to lack of immediate feedback.
- My Role:Implemented gamification mechanics (streaks, rewards) to boost retention.
Professional Journey
Product Strategy & Development
Personal/freelance MVP builds for 'Green Engine' (AgriTech) and 'Collaborative Ecosystem'; not yet in production. Leaning on prior analytics experience to define metrics and instrumentation for MVPs from day one.
Master's in Information Systems
Specializing in Tech Entrepreneurship and Project Management.
Project Lead
Led data-driven projects utilizing Machine Learning. Coordinated a team of 4 to deliver ML models under tight deadlines, aligning stakeholders via JIRA.
Senior Data Analyst
Conducted Exploratory Data Analysis and implemented predictive models. Built classification models for customer segmentation, enabling targeted marketing strategies.
Data Analyst
Specialized in ETL processes and Power BI. Automated 5+ recurring weekly reports, reducing manual data processing effort by 40%.
The "Why" Behind The Code
Product Philosophy
"I believe the best products are born from rigorous hypothesis testing, not boardroom guesses. Data > Opinion."
- Start from problem framing and constraints.
- Define success metrics and basic experiment before writing code.
Education
"Where academic rigor meets agile reality. Bridging the gap between theory and execution."
Tech Arsenal
This is the toolkit used across the projects above to turn raw data into decisions.
Strategy: Next.js + FastAPI for fast experiments, SQL/Python for analytics.
Business Analysis Toolkit
Discovery
- User Interviews → JTBD summaries & opportunity areas.
- Journey Mapping
- Requirement Gathering
Analysis
- SQL/Power BI → dashboards used to monitor KPIs.
- Excel (Advanced)
Documentation
- PRDs & User Stories → used to align dev scope.
- Process Flows (Jira)
- Wireframing Tools