academic CLEAR Screener — Data-Driven Assessment Built from ReadyChecks using Item Response Theory (IRT) and ML validation to measure student preparedness across grades. Math Content Readability, Student Reading Ability, and Gaming the System Nominated for Best Paper at EDM 2025, exploring how reading ability and content readability affect gaming-the-system behavior in adaptive math learning software. What Affects Glassdoor Company Ratings? Statistical analysis of job posting tone, salary data, and company reviews to understand employer ratings. Sentiment Analysis & Movie Recommendation Combined sentiment analysis with clustering for more relevant movie recommendations using IMDB reviews. Breast Cancer Prediction Supervised learning models to predict tumor malignancy with high precision from medical data. Zestimate — Housing Price Prediction Machine learning model predicting home values using Zillow-like datasets with advanced feature engineering. Social Media Sentiment Analysis Tool Scalable NLP pipeline processing 500k+ posts/hour using BERT and Apache Spark with 85% accuracy.
