✓Apply Python for business analytics to uncover revenue drivers and profitability trends in real‐world datasets.
✓Create budgeting, split-bill and recipe-converter tools that turn Python logic into everyday business solutions.
✓Craft interactive Jupyter & Colab notebooks that document every analytics step for seamless team hand-offs.
✓Develop regression models in data analytics python to predict prices, sales, and customer behaviour with confidence.
✓Design ranking visuals—bar, lollipop, spider charts—that turn complex metrics into crystal-clear stories for executives.
✓Visualize distributions with histograms, violin and ridgeline plots to reveal patterns fast using python for data analysis.
✓Build end-to-end python for data analytics pipelines in pandas to clean, merge, and transform messy business data.
✓Present capstone insights—from the Virtual Escape Game to the Bitte-Eats simulator—to prove full-pipeline analytics mastery.