PhD-Level Data Science

Routing Boundaries

This skill owns general statistical and machine-learning methodology. Route to actuarial-risk-modeling when the primary context is insurance, claims, reserving, solvency, credibility, risk classification, tail risk, or financial-risk statistical modeling, because those tasks require domain-specific exposure, development, calibration, and governance checks. Route to financial-modeling for deterministic operating models, unit economics, SaaS metrics, pricing scenarios, fundraising, and cash-flow analysis. Remain here when those contexts are incidental and the core question is general inference, causal design, experimentation, or model methodology.

When Not to Use

• Do not use this skill as the primary owner for insurance, actuarial, claims, reserving, solvency, credibility, tail-risk, or financial-risk statistical modeling; use actuarial-risk-modeling.
• Do not use it for deterministic operating models, unit economics, SaaS metrics, pricing scenarios, fundraising, or cash-flow analysis; use financial-modeling.

Core Competencies