Lore

Two Distinct 'Data' Roles (Analyst vs. ML Engineer)

Cagan distinguishes two genuinely different competencies that get flattened into a single buzzword, 'data': decision-support data analysts — an established function roughly 20 years old, functionally similar to Product Ops — versus engineers who build data- or ML-powered features into the product itself. Treating 'data' as one emerging competency conflates a mature analytical support role with a newer, product-facing engineering discipline.

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When a team says it needs 'more data people,' clarify which of the two roles is meant — the answer changes who you hire and where they sit.