Audience x ROI Map
Fan attention, commercial momentum, and sponsor ROI in one scatter view.
Attention Funnel
Media exposure -> user attention -> social interaction -> sponsor conversion.
User Personas
Top fan segments by conversion proxy and attention quality.
Sponsor Influence Graph Signal
NetworkX centrality and sponsor influence for sponsor-team-player relationships.
ROI Confidence Interval
Conformal-style interval bands around sponsor ROI estimates.
Top Predicted ROI
Highest ROI opportunities after current filters.
Scenario ROI Lift
Distribution of ROI lift across sponsor strategy scenarios.
Risk vs ROI
Trade-off between scenario risk score and expected sponsor ROI.
Recommended Sponsor Actions
Ranked strategy actions with confidence intervals and risk labels.
Business takeaway: prioritize high-lift strategies only when interval width and risk score stay within a reviewable range.