activity-operations-method-lean-analytics

Diagnose activity metrics using OMTM, growth engine, and cohort analysis frameworks.

187|12|Updated Jun 1, 2026
One-click install
npx skills add https://github.com/Luyu2026/Skill-Bible --skill activity-operations-method-lean-analytics-luyu2026
Or copy as Structured Prompt for Agent▼
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Skill: activity-operations-method-lean-analytics
Source: https://github.com/Luyu2026/Skill-Bible/tree/main/activity-operations/activity-operations-method-lean-analytics
Command: npx skills add https://github.com/Luyu2026/Skill-Bible --skill activity-operations-method-lean-analytics-luyu2026

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Activity operators often track too many metrics at once, misread data anomalies, and mistake vanity metrics like total downloads for real value. This Skill applies the Lean Analytics methodology to decide which single metric matters now and how to attribute data changes. ## Core Features & Use Cases - OMTM Selection: Identify the One Metric That Matters for the current stage so the team focuses on one actionable ratio instead of metric sprawl. - Growth Engine Positioning: Classify the activity as sticky, viral, or paid growth and select matching indicators. - Data Diagnosis: Use cohort analysis, funnel comparison, and vanity-metric detection to attribute anomalies in activity performance. - Use Case: After a campaign ends, you see total signups rose but are unsure if it worked. The Skill walks you through cohort comparison and funnel checks to judge whether the activity truly improved retention or just inflated a vanity number. ## Quick Start Describe your activity's current metrics and the anomaly you observed, and ask for a Lean Analytics diagnosis with an OMTM recommendation.

Frequently Asked Questions about activity-operations-method-lean-analytics

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I choose the right metric for a marketing campaign?▼

Choose one OMTM based on your business model and current stage, expressed as a ratio rather than a total. The Skill maps sticky, viral, and paid growth engines to matching indicators so the metric drives a concrete action.

What is the One Metric That Matters in Lean Analytics?▼

OMTM is the single most important metric for your current stage, drawn from the Lean Analytics book. It must be a comparable ratio, simple enough to remember, and tied to a predefined action when its value changes.

How to diagnose why campaign data looks abnormal?▼

Use cohort analysis to compare activity effects across time groups, then run funnel comparisons to locate the broken step. The Skill also checks whether you are reading vanity metrics like downloads instead of value indicators.

When should I not rely on Lean Analytics benchmarks?▼

Benchmarks fail in cold-start situations with no baseline data, and the five-stage model fits consumer internet products better than B2B. Specific numeric thresholds come from 2013-era data and need adjustment for your industry.

Does this Skill execute the activity plan or just analyze?▼

It provides the methodology judgment layer only: which metric to watch and how to attribute anomalies. Execution workflows are handled by pairing it with execution-chain Skills in the activity-operations suite.