This course maps to roles such as Data Scientist, Machine Learning Engineer, Data Analyst, Business Intelligence Analyst, Data Engineer and AI/ML Research Associate. Each role overlaps in core skills — Python, SQL, statistics and visualisation — but differs in the depth of modelling and AI work involved.
| Role | Core Tools |
| Data Scientist | Python, SQL, Machine Learning |
| ML Engineer | Python, ML, MLOps |
| Data Analyst | SQL, Python, Power BI/Tableau |
| Business Intelligence Analyst | SQL, Power BI, Tableau |
| Data Engineer | SQL, Python, Data Engineering tools |
| AI/ML Research Associate | Python, ML, Deep Learning |
Most graduates begin as a Data Analyst or Junior Data Scientist and move into more specialised roles with experience. Completing the course does not automatically guarantee any specific job title — outcomes depend on skills, experience, interview performance and hiring conditions.