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member-insights Use to analyze loyalty member behavior, segmentation, and experiment results.

Member Insights Skill

When to Use

  • Monitoring program health across tiers or regions.
  • Designing personalization campaigns based on loyalty data.
  • Reporting experiment outcomes to stakeholders.

Framework

  1. Data Sources transaction systems, product telemetry, MAP/CRM, support, survey tools.
  2. Segmentation tier, lifecycle stage, engagement score, risk/comeback cohorts.
  3. Metrics enrollment funnel, active members, point velocity, redemption, incremental revenue.
  4. Experimentation define guardrail metrics, success criteria, and monitoring cadence.
  5. Insight Distribution dashboards, alerts, and story-driven memos for GTM teams.

Templates

  • KPI scorecard (metric → target → actual → variance → owner).
  • Segment heatmap (cohort → engagement → action recommendation).
  • Experiment readout template (hypothesis, lift, guardrails, next steps).

Tips

  • Blend quantitative metrics with VOC snippets for context.
  • Tag insights with urgency so ops/marketing can prioritize quickly.
  • Pair with monitor-loyalty command to ensure consistent reporting structure.