Data Scientist Playbooks

Tactical playbooks for Data Scientists — experimentation, ML production, communicating to non-ML stakeholders, and the path to Senior DS and Lead.

1. A Day in the Life of a Data Scientist

   Apr 29, 2026· Camellia
2. Your First 30/60/90 Days as a New Data Scientist

   Apr 29, 2026· Camellia
3. Experiment Design That Survives Stakeholder Review

   Apr 29, 2026· Camellia
4. Moving Models to Production Without Breaking Them

   Apr 29, 2026· Camellia
5. Communicating Results to Non-ML Stakeholders

   Apr 29, 2026· Camellia
6. Data Scientist Tools and Tech Stack

   Apr 29, 2026· Camellia
7. DS Metrics: Shipped Models, Business Impact, Decay

   Apr 29, 2026· Camellia
8. Path From Data Scientist to Senior and Lead

   Apr 29, 2026· Camellia
9. Common Data Scientist Pitfalls

   Apr 29, 2026· Camellia
10. AI in the Data Scientist Workflow

    Apr 29, 2026· Camellia