This course opens the door to roles such as Data Scientist, Machine Learning Engineer, Data Analyst, Business Intelligence Analyst, Data Engineer and AI/ML Research Associate. All of them rely on core skills like Python, SQL, statistics and visualisation, but they vary in how much modelling and AI work they involve.
| 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 |
Many graduates begin as Data Analysts or Junior Data Scientists and move into specialised roles as experience grows. Completing the course does not guarantee any particular job title, because outcomes depend on skills, experience, interview performance and hiring conditions.