gteam-growth-hacker

Design and prioritize growth experiments with ICE scoring and sample size guidance.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/gcampton/GTeam --skill gteam-growth-hacker
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: gteam-growth-hacker
Source: https://github.com/gcampton/GTeam/tree/main/specialists/growth-hacker
Command: npx skills add https://github.com/gcampton/GTeam --skill gteam-growth-hacker

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Finds the fastest, most capital-efficient paths to acquire and retain users by diagnosing funnel leaks, designing prioritized experiments, and building scalable referral or viral mechanics. It reduces guesswork and HiPPO-driven decisions by turning growth ideas into measurable, repeatable tests with statistical rigor.

Core Features & Use Cases

  • Growth audits & AARRR mapping: Diagnose acquisition, activation, retention, referral, and revenue leaks and recommend a single prioritized sprint focus.
  • Experiment design & prioritisation: ICE scoring, hypothesis templates, sample size guidance, guardrail metrics, and runbooks for A/B and holdout tests.
  • Channel playbooks & referral design: Tactics and evaluation frameworks for SEO, paid, product-led growth, partnerships, community, and referral k-factor optimisation.
  • Statistical rigor & decision rules: Pre-experiment checklists, stopping rules, significance thresholds, and interpretation guidance to avoid false positives.
  • Use case example: For a B2B SaaS at 500 users and $20k MRR, produce a funnel diagram, top three leaks by user volume, and three ICE-scored experiments with sample sizes and expected impact.

Quick Start

Run a growth audit of my product and recommend the top three experiments with ICE scores, sample sizes, and the primary metric to track.

Frequently Asked Questions about gteam-growth-hacker

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

FAQPage Schema
How do I prioritize growth experiments to avoid false positives in A/B testing?

Prioritize growth experiments using ICE scoring to rank ideas by impact, confidence, and ease, then apply pre-experiment checklists, stopping rules, and significance thresholds to A/B tests to avoid false positives. This ensures statistical rigor and prevents HiPPO-driven decisions.

What is the best way to diagnose funnel leaks for a SaaS product?

Diagnose SaaS funnel leaks by conducting a growth audit using AARRR mapping to evaluate acquisition, activation, retention, referral, and revenue stages. This identifies top leaks by user volume and recommends a single prioritized sprint focus.

How do I calculate the required sample size for an A/B test before launch?

Calculate A/B test sample size using provided experiment templates and sample size guidance that factor in expected impact and guardrail metrics. This ensures your growth experiments have enough statistical power to meet significance thresholds.

When do I need to optimize a referral program using k-factor measurement?

Optimize referral programs using k-factor measurement when you need to build scalable viral loops and track user acquisition. This evaluates referral mechanics to ensure your viral coefficient drives sustainable, capital-efficient product-led growth.

Can I use growth hacking techniques for a B2B SaaS at early revenue stages?

Growth hacking techniques apply directly to B2B SaaS at early revenue stages, mapping AARRR funnels to diagnose leaks and generating three ICE-scored experiments with sample sizes and expected impact to drive rapid channel testing.

Why does my user retention drop off after the activation stage?

User retention drops after activation when onboarding optimization fails to create measurable habit loops, requiring funnel diagnostics to diagnose the specific AARRR stage leak and design targeted growth experiments to improve retention.