growth-marketing

Design growth experiments, viral loops, and product-led growth strategies.

1|Updated Mar 4, 2026
One-click install
npx skills add https://github.com/iclaudioo/marketing-science-skills --skill growth-marketing-iclaudioo
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: growth-marketing
Source: https://github.com/iclaudioo/marketing-science-skills/tree/main/skills/growth-marketing
Command: npx skills add https://github.com/iclaudioo/marketing-science-skills --skill growth-marketing-iclaudioo

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps you design and execute strategies for rapid business growth, focusing on viral loops, product-led growth, and systematic experimentation to achieve exponential scaling.

Core Features & Use Cases

  • Growth Loop Design: Develop and optimize self-reinforcing mechanisms for sustainable growth.
  • Experimentation Frameworks: Implement A/B testing, ICE scoring, and rapid iteration cycles.
  • Product-Led Growth (PLG): Design strategies to leverage the product itself for customer acquisition and expansion.
  • Use Case: You want to increase user sign-ups by 20% next quarter. This Skill will help you identify and build viral loops, design experiments to improve activation rates, and set up a PLG strategy to drive organic growth.

Quick Start

Design a viral loop for a new SaaS product aimed at increasing user sign-ups.

Frequently Asked Questions about growth-marketing

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

FAQPage Schema
What is a viral loop and how does it drive product-led growth?

A viral loop is a self-reinforcing growth mechanism where current users recruit new users. It drives product-led growth by leveraging the product itself to generate exponential user acquisition and sustainable business expansion.

How do I design growth experiments using the AARRR framework?

Design growth experiments by applying the AARRR framework across acquisition, activation, retention, referral, and revenue stages. Use ICE scoring to prioritize tests and run rapid iteration cycles to optimize growth levers.

How do I calculate and improve the k-factor for my product's viral growth?

The k-factor measures viral growth by calculating how many new users each existing user brings. Improve it by designing optimized viral loops and leveraging network effect principles to increase referral rates across your user base.

Can I use ICE scoring to prioritize my growth hacking experiments?

Yes, ICE scoring evaluates experiments based on Impact, Confidence, and Ease. It helps you prioritize growth hacking tests systematically, ensuring rapid iteration cycles focus on the highest-leverage opportunities across the AARRR stages.

What's the best way to identify a north star metric for growth experimentation?

Identify a north star metric by focusing on the core value your product delivers to users. It should align with sustainable business expansion and guide your growth experiments, ensuring all AARRR optimizations drive toward that primary outcome.

Does product-led growth work for increasing SaaS user sign-ups and activation rates?

Yes, product-led growth is highly effective for SaaS user sign-ups. It leverages the product itself for customer acquisition, using targeted experiments and viral loops to improve activation rates and drive organic expansion.