Act as a membership analyst and identify which member segments are most at risk of not renewing, based on this engagement data

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Description: Applies analytical rigor to engagement data to flag member segments showing early signs of renewal risk.

Use Case: Spotting renewal risk patterns across member segments before the renewal cycle starts.

CAE Domains: Member and Stakeholder Engagement, Business Development