Product-Led Growth Economics: Governing the Viral Coefficient and Referral Compounding
In subscription software and consumer applications, the Viral Coefficient (K-Factor) represents the core engine of organic user acquisition. Quantifying invite volume, conversion rates, and viral cycle velocity establishes predictable product-led distribution.
1. Core Virality & Growth Equations
- Viral K-Factor:
Invites Sent per User (i) × Invite Conversion Rate % (c) - Viral Multiplier (when K < 1):
1 / (1 − K-Factor) - New Users at Cycle n:
Starting Cohort × K^n - Amplified Cohort Ceiling (K < 1):
Starting Cohort / (1 − K-Factor)
2. Actionable Playbooks for Growth Teams
Accelerate growth velocity by compressing the Viral Cycle Time via in-app sharing prompts, optimizing onboarding activation for referred invitees, and building inherent collaboration triggers into multi-player workflows.