Ask answerable questions and inspect data quality.
All pathways
Pathway 2026.116 weeks
Data Science & AI
Turn messy data into responsible analysis, useful models, and honest decisions.
Data analystJunior data scientistAI research assistant
Fixed mastery contract
5 required competencies
8 mandatory labs
2 milestones + portfolio capstone
80% final exam minimum
AI-guided capstone defence
Competency sequence