Product Analytics: Amplitude, Mixpanel

Uses analytics tools (Amplitude, Mixpanel, Google Analytics) for monitoring product metrics. Builds basic dashboards and reports. Configures event tracking.

Knows main product analytics tools: Amplitude, Mixpanel, PostHog. Understands how event tracking architecture affects data quality. Can find and interpret basic reports.

Designs analytics architecture for the product. Creates complex funnels, cohort analyses, and retention curves. Uses SQL for custom queries against raw data.

Independently designs event tracking schema considering data architecture. Configures custom reports and cohort analysis. Understands technical aspects: data sampling, event batching, SDK performance impact.

Builds data infrastructure for product analytics. Defines event taxonomy and data governance. Creates self-service analytics for the team.

Defines product analytics strategy including event taxonomy and data governance. Designs tracking architecture for microservice environments. Links product events with backend metrics for full-stack observability.

Standardizes the analytics stack for the division. Defines data strategy and analytics tooling investments. Trains teams on working with data.

Defines analytics standards for the division. Introduces unified tracking taxonomy and data quality monitoring. Coordinates data engineering and product analytics. Trains teams on self-service analytics.

Defines corporate data strategy. Shapes investments in data platform and analytics capabilities. Ensures a data-driven culture at the organizational level.

Shapes enterprise data and analytics strategy for the product organization. Defines unified data platform requirements. Builds data-driven culture with governance, privacy compliance and cross-product analytics capabilities.