Home Plate Umpire Bias in the MLB
Investigation into the true strike-zone of MLB home plate umpires, and the consistent biases prevalent in their strike calling.
- Collected and cleaned data from over 520K pitches across 12 MLB seasons
- Created a General Additive Model to evaluate expected strike/ball call at given locations as pitches cross the plate
- Utilized contour plots to visualize true umpire strike-zone from the GAM model outputs
- Segmented data into specific game situations to measure bias among MLB umpires