This notebook was an entry in the 2025 Big Data Bowl, an annual competition hosted by the NFL. Participants were tasked with answering a prompt based on provided player data. The focus for this year was making post-snap predictions using pre-snap data. I chose to examine the roles of tight ends, predicting if they will run a route or block a defender.