Analytics Architecture
From event to action
Every tracked event must have a downstream use — or it should not be tracked
JTBD-Focused Event Taxonomy
Events organised around jobs, not clicks — every event answers whether users are getting value
01
Decision-Ready Dashboards
Each dashboard anchored to a specific business question, not a feature area
02
Revenue + Support Data Integration
Stripe + Zendesk alongside product behaviour — reveals at-risk customers before cancellation
03
Behavioural Churn Signal Definitions
Precise event patterns that precede cancellation — not "low engagement" but specific measurable conditions
04
Intervention Trigger Matrix
Which signal fires which intervention, in which channel, at what timing — built on Fogg's B = M × A × P
05
In-App + Email Intervention Deployment
Modals and sequences that fire automatically when a user enters a trigger condition
06
productquant.dev