Move beyond spreadsheets and BI tools into programmatic data analysis with Python and pandas
You can load, clean, transform, and analyse real datasets using Python and pandas, write reproducible analysis scripts, and produce clear summary outputs and visualisations from code rather than a GUI tool.
Demonstrate genuine Python/pandas competence across loading, cleaning, transforming, aggregating, and visualising real data.