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