Data Scientist and Machine Learning Specialist for AI and Predictive Analytics
Skills matrix for Data Scientist and Machine Learning Specialist for AI and Predictive Analytics, covering proficiency levels, role expectations and career development within a competency matrix.
Category
Associate
Data Scientist
Senior Data Scientist
Lead Data Scientist
Principal ML Specialist
Technical Skills
Problem Framing & Business Translation
Technical Skills
Statistics & Experimentation
Technical Skills
Data Preparation & Feature Engineering
Technical Skills
Model Development & Evaluation
Technical Skills
Software Engineering & Reproducibility
Technical Skills
MLOps, Deployment & Monitoring
Responsible AI & Governance
Responsible AI, Risk & Governance
Communication & Collaboration
Communication & Stakeholder Management
Execution
Delivery, Ownership & Prioritization
Leadership
Leadership & Mentoring