Dashboards

NHL Organizational Map

This interactive dashboard maps all 32 NHL teams into performance archetypes (like "Building Powerhouse" or "Dynasty / System Team") based on possession quality (CF%), scoring trajectory, and playoff success over the 2021–26 seasons. It includes three views: a 2×2 bubble matrix for spotting patterns at a glance, a fully filterable team table (by team, conference, or archetype), and an archetype comparison view with a head-to-head radar tool for stacking any two teams side by side. Together, these let you quickly spot which teams are trending up, which are fading, and how any two teams stack up across the underlying metrics. 

NWSL Player archetypes

This dashboard clusters 841 NWSL player-seasons (2019, 2021–2024) into six data-driven play-style archetypes — like The Poacher, The Stopper, and The Creator — based on K-means clustering of 27 standardized per-90 stats spanning shooting, passing, defending, and duels. It features an interactive PCA scatter map plotting every player-season by play style (colored and sized by archetype and minutes played), filterable by season, position, archetype, and team, plus a sortable table of individual player stats. Archetype cards on the right summarize each cluster's defining traits and can be clicked to isolate that group on the map and in the table.