Projects
AI4DA Energy Trilemma Insights Workbook
Developed a multi-dashboard analytics workbook exploring the Energy Trilemma using household survey data, focusing on energy accessibility, reliability, and sustainability across regions and survey waves.
The analysis highlights regional disparities in infrastructure, electricity reliability, clean energy adoption, appliance ownership, and digital connectivity patterns.
Data cleaning and transformations were implemented and validated using Python and RStudio, ensuring reliable results through standardized preprocessing and aggregation checks.
Links:
Early BI Report ·
BI Dashboards ·
Insights Presentation
Credit Card Fraud Detection & Responsible AI Analysis
Developed a fraud detection analysis pipeline using credit card transaction data, focusing on data preprocessing, exploratory analysis, and responsible AI practices.
Conducted fairness checks across gender, age groups, and geographic populations, identifying demographic patterns in fraud rates while evaluating potential bias and representation imbalance.
Implemented privacy-preserving preprocessing by removing personally identifiable information (PII), transforming sensitive attributes, and structuring transaction-level data to support reliable fraud pattern analysis.
Links:
Github Repository ·
Project Proposal Slides
LuckySpot: Lottery-Based Event Management App (CMPUT 301)
Co-developed a mobile app for fair lottery-based event participation with three role-specific journeys:
- Entrants: discover events and join lotteries.
- Organizers: create, manage, and evaluate events.
- Admins: oversee platform fairness and integrity.
Includes Firebase Authentication, Firestore integration, UML design, sprint planning, and documented test cases.
Links:
GitHub Repository
Twitter-like Social Media Platform (CMPUT 291)
Developed a command-line social media platform with user registration, posting, following, and persistent data storage.
Optimized SQL queries for authentication/feed operations and built modular backend flows through structured Git collaboration.
Links:
SQL Project ·
MongoDB Project
JTI Business Analytics Dashboard
Analyzed multi-table business datasets and developed a Tableau dashboard that highlights revenue dynamics, repair patterns, employee performance, and customer segmentation.