Team Organization
How to structure data teams.
Roles
Data scientist: model building. Data engineer: pipelines. ML engineer: production. Data analyst: insights.
Structures
Centralized: single team. Embedded: in product teams. Hybrid: center + embedded.
Skills Needed
Statistics. Programming. Domain expertise. Communication.
Key Takeaways
- Different roles for different needs
- Centralized vs embedded structures
- Cross-functional teams