map-growth-loops

Analyze product growth loops to quantify feedback mechanisms and conversion rates.

142|16|Updated Mar 20, 2026
One-click install
npx skills add https://github.com/amplitude/builder-skills --skill map-growth-loops
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: map-growth-loops
Source: https://github.com/amplitude/builder-skills/tree/main/growth-skills/skills/map-growth-loops
Command: npx skills add https://github.com/amplitude/builder-skills --skill map-growth-loops

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Identify and quantify self-reinforcing growth loops to move beyond linear funnels and build compounding acquisition.

Core Features & Use Cases

  • Identify candidate loops (viral, content, paid, and data) and assess their maturity.
  • Measure loop cycle time, throughput, and conversion at each step.
  • Prioritize interventions with hypothesis-driven experiments and a clear investment plan.

Quick Start

Identify your product's growth loops and draft a loop map with cycle time, branching factor, and key bottlenecks.

Frequently Asked Questions about map-growth-loops

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

FAQPage Schema
How do I map and quantify self-reinforcing growth loops to move beyond linear funnels?

To map growth loops, you analyze self-reinforcing feedback mechanisms by scoping viral, content, paid, and usage loops. This requires activation, sharing event, and loop conversion data to compute cycle time, throughput, and conversion rates, moving beyond linear funnels for compounding acquisition.

What is the difference between viral loops and content loops in product strategy?

Viral loops rely on user sharing events to drive compounding acquisition, while content loops leverage generated content to attract and retain users. Mapping both identifies their distinct maturity levels and interactions, allowing you to plan a cohesive investment strategy across different feedback mechanisms.

How do I measure growth loop cycle time and throughput?

You measure growth loop cycle time and throughput by analyzing activation data, sharing events, and conversion rates at each step. This data quantifies the speed and volume of your self-reinforcing feedback mechanisms to identify key bottlenecks in the loop.

What data is needed to analyze a product's viral loops and usage loops?

Analyzing viral and usage loops requires data on user activation, sharing events, and loop conversions. This data is essential to compute cycle times, assess throughput, and identify maturity levels for each candidate loop within your product strategy.

When should I prioritize interventions for specific growth loops?

You should prioritize interventions for specific growth loops after mapping their cycle time, branching factor, and bottlenecks. Use hypothesis-driven experiments and a clear investment plan to target the most impactful self-reinforcing feedback mechanisms.

Can I use growth loop mapping for paid acquisition and data loops simultaneously?

Yes, you can scope and map paid, viral, content, and data loops simultaneously. Analyzing their interactions allows you to assess maturity across all feedback mechanisms and plan a cohesive investment strategy rather than optimizing loops in isolation.