Data Scientist, Machine Learning Engineer, Data Analyst, Business
Intelligence Analyst, Data Engineer and AI/ML Research Associate are the roles this course
maps to. These roles share a strong overlapping skill base — Python for data manipulation and
modelling, SQL for pulling and shaping data, and a BI tool for building dashboards that
stakeholders can self-serve from — but they differ in who you report to and what decisions your
output feeds into.
| Role |
Core Tools |
| Data Scientist |
Python, SQL, Scikit-learn, TensorFlow |
| Machine Learning Engineer |
Python, TensorFlow, MLflow, Cloud |
| Data Analyst |
SQL, Excel, Power BI |
| Business Intelligence Analyst |
Power BI, Tableau, SQL, DAX |
| Data Engineer |
Python, SQL, ETL, Cloud |
| AI/ML Research Associate |
Python, PyTorch, NLP |
Most graduates begin as a Data Analyst or Junior Data Scientist and move into the
others after two to four years, as they build domain knowledge in a specific function such as
marketing, operations or finance. Because Nangloi Jat sits inside the Delhi NCR job market,
learners here have one of the widest choices of entry-level analytics roles in India — across
GCCs, BFSI, e-commerce, consulting, healthcare and public-sector analytics.