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All Projects

A comprehensive collection of my data science and analytics work

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Machine Learning & Business Strategy

Customer Churn Prediction – Telecom Retention Model

Tech: Python, Pandas, NumPy, Scikit-learn, XGBoost, Matplotlib, Seaborn, SciPy

A machine learning project that predicts telecom customer churn and identifies key attrition drivers, delivering $2.8M in projected annual business value through proactive retention strategies.

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Data Science & Business Strategy

Revenue Optimization Engine – E-Commerce Pricing Strategy

Tech: Python, Pandas, NumPy, Scikit-learn, XGBoost, Matplotlib, Seaborn

A data-driven pricing optimization system analyzing 530K+ e-commerce transactions to identify revenue opportunities through price elasticity analysis, projecting £183K in annual revenue lift.

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Data Science & NLP

TV Background Analyzer – Best Shows for Background Viewing

Tech: Python, Streamlit, Plotly, Pandas, NumPy, TMDb API, Reddit API

An interactive web app that scores 250+ TV shows on their suitability for background viewing using NLP, API data, and a multi-dimensional scoring system across genre, complexity, and community sentiment.

Natural Language Processing & AI Product Thinking

Resume Matcher AI – Smart Job Fit Analyzer

Tech: Python, Streamlit, Sentence Transformers (SBERT), spaCy, Matplotlib, Replit/Anaconda (local), Streamlit Cloud (deployed)

A recruiter-facing AI web app that intelligently compares resumes and job descriptions using NLP embeddings, providing instant match scores and skill alignment breakdowns.

Machine Learning & Business Strategy

ML Pricing Strategy App – Revenue Optimization Web App

Tech: Python, Streamlit, scikit-learn, Pandas, Seaborn, Matplotlib, Replit/Anaconda (local), Streamlit Cloud (deployed)

An interactive pricing simulation app that allows users to test different price points and visualize how pricing affects both demand and revenue using trained regression models.

Data Visualization & Financial Intelligence

Project Auora – Stock Analysis Web App

Tech: JavaScript, HTML/CSS, Replit, Real-time APIs, AI Recommendations, Chart.js, Custom UI/UX Design

A full-featured, multi-layered stock analyzer web app with real-time financial data, AI-driven investment intelligence, and tiered experience for beginners to experts.

Machine Learning

Credit Card Fraud Detection

Tech: Python, Pandas, Scikit-learn, XGBoost, SMOTE, Matplotlib

A full machine learning pipeline built to detect fraudulent credit card transactions from a real-world dataset of over 560,000 records. Includes class rebalancing using SMOTE, evaluation of multiple models, and a final recommendation based on precision, recall, and AUC.

Dashboard

NBA Player Performance Dashboard

Tech: Power BI, DAX, Storytelling with Data

An interactive Power BI dashboard analyzing NBA player statistics from the 2024–25 season, highlighting scoring patterns, efficiency metrics, playmaking intelligence, and team impact.

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Dashboard

AI Job Market Intelligence

Tech: Power BI, DAX, Data Modeling

An interactive Power BI dashboard visualizing global trends in AI job postings, uncovering insights into hiring patterns, top technical skills, salary benchmarks, and market competition across countries and roles.

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Consulting Project

GoDaddy - Analyzing the Impact of Past Business Outcomes

Tech: R, RShiny, Data Visualization

This ongoing project examines how entrepreneurs' previous business experiences influence their current decision-making processes. Working directly with GoDaddy, I'm analyzing comprehensive datasets to understand patterns in entrepreneurial behavior and business outcomes.

Research Report

F1 Qualifying Performance Modeling

Tech: Python, FastF1, Econometrics

A comprehensive regression analysis project using 2024 Formula 1 qualifying data to understand the complex factors that influence lap time performance in qualifying sessions.

Group Project

NYTimes Articles & Comments Analysis

Tech: Python, NLP, scraPy

A comprehensive Natural Language Processing project analyzing New York Times articles about Ozempic and corresponding reader comments to understand public discourse and sentiment.

Group Project

Twitter Sentiment Analysis

Tech: VADER, BERT, Flair, TextBlob

A comprehensive sentiment classification study comparing multiple state-of-the-art NLP models to analyze political discourse on Twitter during the 2024 election cycle.

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Group Project

Zillow Housing Market Forecast

Tech: Python, Auto-ARIMA, Time Series

A time series forecasting project analyzing and predicting median housing prices across four major US metropolitan areas using advanced statistical modeling techniques.

Dashboard

Blue Bikes Interactive Dashboard

Tech: Tableau, Geospatial Analysis

An interactive Tableau dashboard analyzing Boston's Blue Bikes bike-sharing system, providing insights into usage patterns, popular routes, and seasonal trends.

Data Manipulation & Business Reporting

Vendor Performance Analysis

Tech: SQL, Data Cleaning, Business Reporting

A data analysis project that evaluates vendor performance at AdventureWorks using SQL queries on Microsoft Azure SQL. It includes analysis of procurement costs, shipping delays, defect rates, and vendor impact on profitability.