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indranilbanerjee
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loop-detect

Model growth loops and project 12-month compounding from user metrics.

726|123|Updated Feb 11, 2026
Search Tags:#analytics#marketing#growth#modeling#loops#virality
One-click install
npx skills add https://github.com/indranilbanerjee/digital-marketing-pro --skill loop-detect
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: loop-detect
Source: https://github.com/indranilbanerjee/digital-marketing-pro/tree/main/skills/loop-detect
Command: npx skills add https://github.com/indranilbanerjee/digital-marketing-pro --skill loop-detect

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Identify, model, and optimize multiplicative growth mechanisms within a business to forecast compound growth and detect bottlenecks.

Core Features & Use Cases

  • Detect and classify growth loops (viral, content, data, paid, ecosystem, community) from observed metrics like signups, engagement, and revenue.
  • Model loop parameters (amplification factor, cycle time, decay rate) and produce 12-month projections with confidence intervals.
  • Propose actionable improvements and new loops aligned to business model, with ROI-focused prioritization and an implementation roadmap.

Quick Start

Model current growth loops and output a 12-month projection.

Frequently Asked Questions about loop-detect

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

FAQPage Schema
How do I model growth loops to forecast compounding user growth?▼

Growth loops are compounding mechanisms where existing users drive new user acquisition. You can detect viral, content, data, paid, ecosystem, or community loops by analyzing observed signup, engagement, and revenue metrics to map how outputs feed back into acquisition.

How do I identify bottlenecks in my viral and content growth loops?▼

Identify bottlenecks by modeling loop parameters like amplification factor, cycle time, and decay rate against your user growth and engagement data. This isolates friction points reducing loop efficiency and quantifies their specific impact on projected growth.

Can I analyze growth loops for a SaaS or marketplace business model?▼

Yes, growth loop modeling supports both SaaS and marketplace business models. You need to supply data on user growth, engagement, and revenue to classify loops and generate tailored 12-month projections for your specific business structure.

How do I prioritize new growth loop investments by ROI?▼

Prioritize new growth loop investments by evaluating proposed actionable improvements aligned to your business model. The analysis generates ROI-focused prioritization and an implementation roadmap, ranking new loops by their projected impact and potential.

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