Using 2025 NFL Big Data Bowl tracking data, this project measures how defenders react to pre-snap motion by drawing a 2-yard box around the defender closest to the motion player. Teams are ranked by how often their defender stays put, and the results show that defenses that don’t react to motion tend to allow less EPA.

I took a weather data set from a central German town called Jena. I wanted to explore the relationship between temperature and humidity.

I was tasked with the challenge of finding an individual way to determine who the best kicker in the NFL was. I chose to look at the 4th quarter of 3 score games.

I used the Lahman data set to explore the extent to which home runs and wins drive stadium attendance in the MLB from 1995-2004.