Case Studies

A collection of product management case studies showcasing my approach to solving complex problems and delivering impactful solutions.

Intelligent Test Suite Selector
Intelligent Test Suite Selector
Optimizing Testing Through Change Impact Analysis

Developed an AI-powered system that analyzes code changes and recommends optimal testing strategies, reducing unnecessary testing costs by 35% while maintaining 98% defect coverage.

PythonMachine LearningGitHub API+2
Meals in Minutes
Meals in Minutes
Predicting Prep Time Using Nutrition Data

Built a regression model using recipe nutrition data to predict prep time. Improved R² from 0.03 to 0.437 by engineering features like sodium level and log-calories.

PythonPandasScikit-learn+1
Smart & Sustainable Meal Planning
Smart & Sustainable Meal Planning
Minimizing Food Waste Through AI-Driven Pantry Optimization

Developed a meal-planning app that uses AI and receipt scanning to suggest personalized recipes, reduce food waste, and track nutrition—offering a more sustainable way to eat.

ReactFlaskFirebase+3
Navigating Healthcare Effectively
Navigating Healthcare Effectively
Streamlining Access to Healthcare Information Through Chatbot & Community Forum

Built a healthcare chatbot and forum with React Native, cutting call center load by 40%

ReactAPIsUser Research+1
Dynamic Survey Creator
Dynamic Survey Creator
Real-Time Survey Building and Insights Tool

Designed to allow users to rapidly build customized surveys, deploy them, and receive real-time insights, improving internal data collection and decision-making workflows.

FigmaReact NativeAWS+2
Wellness Program Redesign
Wellness Program Redesign
Motivating Healthier Habits Through Research-Driven Design

Focused on redesigning a corporate wellness program to better engage over 500K employees in health and wellness activities, improving participation rates by 40%.

FigmaMiroConfluence+1
The Habit Loop
The Habit Loop
Transforming Habits: UX Research on Lifestyle Behavior Changes (coursework)

Led 10-week UX research study with 5 interviews and 2 analysis cycles to uncover key motivators and consistency challenges in behavior change, creating journey and task maps to guide future product design.

FigmaCanvaUser-Centered Research+2