Retention Dashboard Toolkit Skill
When to Use
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Automating retention reviews for CS, lifecycle marketing, or execs.
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Tracking pilot outcomes for adoption/save plays.
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Providing drillable dashboards to segment owners.
Framework
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Metric Definitions – ARR retention, logo retention, expansion %, health scores.
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Cohort Dimensions – plan, persona, region, industry, product, acquisition channel.
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Visualization Layout – summary tiles, cohort heatmaps, waterfall, signal callouts.
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Alerting Layer – thresholds for Slack/email alerts when metrics breach targets.
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Annotation Workflow – capture commentary, actions, and follow-up owners.
Templates
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BI dashboard spec (metrics, dimensions, filters, refresh cadence).
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Weekly retention digest format.
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Alert template with context + call to action.
Tips
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Normalize metrics (e.g., ARR, accounts, seats) to avoid confusion.
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Tie charts to plays so stakeholders know what to do next.
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Pair with activation-map to log actions triggered by signals.