Fantasy Football Metrics
This project is an end-to-end fantasy football analytics pipeline built in Python using data
extracted from the ESPN Fantasy Football API. It transforms nested league, matchup, roster, scoring,
and standings data into structured datasets and repeatable visual reports. The project demonstrates
API integration, data cleansing and transformation, custom metric development, and data
visualization.
(Requests, Pandas, Matplotlib, Seaborn)
The analysis goes beyond standard league standings and evaluates the factors that influence team performance. Weekly metrics include custom power rankings, scoring trends, all-play records, opponent difficulty, draft-position performance, and lineup efficiency based on actual versus optimal roster choices. Multi-season reporting extends the analysis across league history with manager rankings, championships, points scored and allowed, head-to-head records, schedule-luck indicators, and projected-versus-actual lineup performance.
Browse weekly and yearly reports using the sidebar.