Traits
Deep SpecialistPhD-level or 10+ years in one narrow domain Hands-on BuilderStill ships code/designs personally despite seniority Systems ArchitectDesigns distributed systems / large-scale infrastructure / org-wide platforms Skills
Data Science & StatisticsSoftware DevelopmentNatural-Science Research & LabSimulation & Calculation (FEA/CFD)AI & Machine Learning