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Sports Analytics · Python / Dash
KCHB — Tournament Analytics
Extended bracket analytics platform for a separate tournament series in the Shiffer ecosystem. Series-level stats, team comparisons, player performance across rounds — same stack as Captain's Table but structured for a different bracket format.

Challenge
Different tournament formats — brackets, round-robin, varied point systems — needed consistent analytics views. A player competing across multiple series should have their stats aggregated correctly without double-counting.
Solution
Built on the same Python/Dash/Plotly setup as Captain's Table. The data layer handles series-level segmentation; the UI lets users switch between tournament formats without losing context in the stats view.
Role
Data Analyst / Developer
Year
2024