What problem does it solve?
This Skill helps teams instrument and interpret product analytics so they can identify activation, retention, and conversion bottlenecks and make data-driven product decisions.
Core Features & Use Cases
- Event taxonomy & instrumentation: Guidance and examples for naming conventions, essential events, and PostHog/Mixpanel implementations to capture acquisition, activation, retention, and revenue signals.
- Funnel, cohort, and retention analysis: Methods and code for conversion funnels, weekly retention matrices, DAU/MAU checks, and cohort-based insights to prioritise improvements.
- Experimentation and dashboards: A/B test significance calculations, feature flag examples, north star metric definition (WAC), and practical dashboard queries and targets for product teams.
- Use Case: Audit your onboarding funnel, implement missing events in PostHog, calculate weekly cohort retention, and recommend experiments to improve activation rates.
Quick Start
Ask the assistant to audit your product event taxonomy, run a funnel analysis for signup-to-first-conversation using your PostHog project, and produce a prioritized list of hypotheses.