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Review model behavior, feature pipelines, evaluation evidence, and production readiness.
Review model behavior, ML features, pipelines, risk, and production readiness.
ML engineers, applied AI teams, data scientists
IC, manager
Review model behavior, feature pipelines, evaluation evidence, and production readiness.

Answer business questions with trusted data, transparent assumptions, and clear narratives.

Build governed dashboards, semantic metrics, and self-service reporting assets.

Maintain metric definitions, dbt models, lineage, and analytics-ready datasets.