What this role is about
ML and Python are core, with SQL and statistics for product decisions. Many roles now blend experimentation, production deployment, and ongoing model ownership. R remains common, especially in analytics-heavy and research-adjacent teams. Cloud and LLM work appear often, but usually as applied tooling.