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Staff Data Scientist Playbook
Module 1: Becoming Staff
The Core Senior vs. Staff Delta
The 3 Archetypes of Staff
The Cost (The “Internal” Shift)
The New Mechanics (The “External” Shift)
The Survival Guide
Module 2: Product Leadership
The Metric Decomposition Tree:
"Fermi" Sizing
Strategy as "No":
Causal Architecture: Mapping the Machine
Product Lifecycle
Module 3: Verification
What ‘Good’ looks like at Staff
From Diagnosis to Design
Basic A/B Tests Hygiene
Short‑Term vs Long‑Term Effects
Global holdouts and aggregate long‑term impact
Experimentation in Difficult Environments
Governance, Pitfalls, and Organizational Learning
Module 4: Alignment (Trust, Influence & Politics)
The Veto Node:
The Trust Ladder:
Strategic Influence:
Strategy as “No”
Module 5: Speed (AI Multiplier)
The 10x Analyst:
The "Vibe Check":
The Context Window:
About the Author
Staff Data Scientist Playbook
Module 4: Alignment (Trust, Influence & Politics)
The Veto Node:
The Trust Ladder:
Strategic Influence:
Strategy as “No”
Module 3: Verification
The Veto Node:
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