30. Build your path in model refinement
Map the roles involved in model refinement, including data scientist, machine learning engineer, data engineer, product owner, domain reviewer, evaluator, and governance lead. You will plan proof-of-skill projects, portfolios, certifications when useful, and habits for staying current as tools and model families change.