4-pillar reference library: HEART · Marketing · AARRR · Experimentation
Measure UX quality across Happiness, Engagement, Adoption, Retention, and Task Success.
From impressions to CAC — every metric that turns strangers into signed-up users.
Acquisition, Activation, Retention, Referral, Revenue — the full user lifecycle.
Use the scientific method to validate product changes before shipping to 100% of users.
4 frameworks · FAANG interview-ready reference