growth-modeling

Build quantified growth equations linking acquisition, conversion, retention, and pricing to revenue outcomes.

Updated Aug 22, 2026
One-click install
npx skills add https://github.com/fritzgeraldz/Vibe-Managing --skill growth-modeling-fritzgeraldz
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: growth-modeling
Source: https://github.com/fritzgeraldz/Vibe-Managing/tree/main/skills/growth/growth-modeling
Command: npx skills add https://github.com/fritzgeraldz/Vibe-Managing --skill growth-modeling-fritzgeraldz

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Founders often make growth decisions on intuition without knowing which lever—acquisition, conversion, retention, price, mix, or capacity—actually drives results. This Skill replaces guesswork with an evidence-backed growth equation that quantifies each lever's contribution and identifies the binding constraint before resources are committed. ## Core Features & Use Cases - Growth Decomposition: Breaks revenue into acquisition, conversion, retention, price, mix, and capacity components with evidence and confidence scores for each. - Constraint & Elasticity Analysis: Quantifies lever elasticity, identifies the causal bottleneck, and models cross-functional interactions in a Business Digital Twin. - Risk-Adjusted Decisioning: Ranks options by constraint compliance, confidence-weighted value, time-to-value, and reversibility, with explicit stop/scale/escalation conditions. - Use Case: A founder asks how to grow 30% next quarter without exceeding cash limits. The Skill establishes baselines, compares at least three feasible options against the counterfactual, recommends the highest confidence-weighted plan, and sets leading indicators with a review date. ## Quick Start Use growth modeling to diagnose our current growth bottleneck and recommend a plan that stays within our cash and capacity limits.

Frequently Asked Questions about growth-modeling

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

FAQPage Schema
How do I build a growth model for my business?▼

Growth modeling decomposes revenue into acquisition, conversion, retention, price, mix, and capacity levers, then quantifies each lever's elasticity against a baseline. The Skill produces evidence, confidence scores, and a decision implication for each step before recommending an action portfolio.

What is a growth equation and how is it used?▼

A growth equation is a quantified formula linking growth levers to revenue outcomes. It is used to identify the binding constraint, compare strategic options against a counterfactual, and rank actions by risk-adjusted expected value before committing resources.

When should I not use growth modeling?▼

Avoid it before benchmark-calibration establishes comparability, during active emergencies where incident workflows take priority, and for legal, tax, clinical, or regulated determinations that require a licensed specialist.

How does growth modeling handle missing data?▼

It retrieves permitted facts from memory, derives only formula-backed values with source lineage, and asks one concise batch for material facts. It continues with labeled scenarios for optional gaps but stops if a missing fact could reverse the decision.

What metrics does a growth model track?▼

It tracks growth rate, lever contribution, forecast error, and constraint relief, each with baseline, target, actual, trend, confidence, and owner. It also measures recommendation calibration by comparing expected versus actual results.