This project analyzes NYC taxi trip data to examine how payment methods impact fare amounts and driver revenue. Using data cleaning, exploratory analysis, hypothesis testing, and regression techniques, it identifies patterns showing higher fares for card payments and provides insights to optimize revenue strategies for taxi drivers.