Engagement
See who is drifting before renewal season.
A view of engagement built from what members do.
Score behaviour you already record
Events attended, content opened, purchases made, chapters joined. Weighted the way your association values them.
Watch the score move before the membership does
A score is worth having because it changes earlier than the renewal it predicts.