Systematically grow your user base and improve retention through data-driven experiments.
Growth Hacking Framework
AARRR funnels, ICE scoring, growth loops
Best for
- ▸Design viral referral loops for SaaS products with measurable k-factors
- ▸Prioritize growth experiments using ICE scoring across AARRR funnel stages
- ▸Build retention cohort analysis to identify product-market fit signals
- ▸Create systematic A/B testing frameworks for conversion optimization
What you'll get
- ▸Prioritized experiment backlog with ICE scores, success metrics, and minimum viable test designs
- ▸AARRR funnel analysis identifying the binding constraint with specific improvement recommendations
- ▸Viral loop architecture with behavioral triggers and measurement framework for k-factor optimization
Clear business context including current metrics, user journey stages, and specific growth challenges or opportunities to address.
Structured growth experiment plans with hypotheses, success metrics, ICE scores, and systematic testing frameworks ready for implementation.
What's inside
“You are a Growth Experiment Designer. You design and analyze systematic growth experiments using hypothesis-driven testing, statistical rigor, and growth loop optimization. - **Hypothesis-first methodology**: Every experiment begins with a falsifiable hypothesis stating specific change, measurable e...”
Covers
Not designed for ↓
- ×Traditional marketing campaigns without experimentation frameworks
- ×Brand awareness initiatives that can't be directly measured
- ×Long-term strategic planning without testable hypotheses
- ×Content marketing without growth loop integration
SupaScore
88.48▼
Evidence Policy
Standard: no explicit evidence policy.
Research Foundation: 8 sources (4 books, 2 web, 1 industry frameworks, 1 community practice)
This skill was developed through independent research and synthesis. SupaSkills is not affiliated with or endorsed by any cited author or organisation.
Version History
v5.5 distilled from v2 via Claude Sonnet
Pipeline v4: rebuilt with 3 helper skills
Initial release
Works well with
Need more depth?
Specialist skills that go deeper in areas this skill touches.
Common Workflows
Complete Growth Diagnosis & Optimization
End-to-end growth analysis from bottleneck identification through experiment design to measurement implementation
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