cyberneticlibrary

Set up analytics tracking for product decisions

analytics-trackingskillsetup L20
Mikecranesync/MIRA

Causal-lift measurements

event-tracking-design+12pp vs no-skill baselinewith-skill 80% · baseline 68%

Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.

What it does

Set up analytics tracking for marketing and product decisions

Best for

Analyst or PM setting up comprehensive analytics for SaaS or product — covers full workflow from business context → decision questions → event naming → GA4 implementation, with templates for essential events.

Inputs
  • · Product marketing context (if .agents/product-marketing-context.md exists)
  • · Business context (what decisions will data inform, key conversions)
  • · Current tracking state (what exists, what tools are in use)
  • · Technical context (tech stack, privacy/compliance requirements)
Outputs
  • · Tracking plan framework (event name, category, properties, trigger, notes)
  • · Event types categorization (pageviews, user actions, system events, conversions)
  • · Essential events by product type (marketing site, app/product)
  • · Event naming conventions (object-action format, best practices)
  • · GA4 implementation guide with custom event example
Requires
  • · GA4
  • · Google Tag Manager (optional)
Preconditions
  • · Analytics tool chosen (GA4, PostHog, Mixpanel, etc.)
  • · Conversion funnel defined
  • · Product marketing context available (optional but helpful)
Failure modes
  • · Doesn't validate event firing — assumes manual spot checks are sufficient
  • · GTM container structure guidance is generic (doesn't account for custom triggers)
  • · Data layer pattern example is basic — complex implementations need custom design
  • · Privacy/compliance requirements are out of scope (mentioned but not covered)
Trust signals
  • · Workflow: business context → questions → events (backward-looking)
  • · Event naming convention (object-action, snake_case, be specific)
  • · Recommended events table (purchase, sign_up, login, search, view_item, add_to_cart)
  • · GA4 custom event example with gtag.js syntax
  • · Data layer pattern for GTM