
Use pandas, matplotlib, and real datasets to wrangle, clean, and visualize data. Strong foundation in Python.

Learn data cleaning, formulas, pivot tables, and build basic dashboards using Excel. Ideal for beginners starting out in data analysis.
- Teacher: Thabo Chitambo

Use R and ggplot2 for statistical modeling, policy analysis, and professional research reports.
- Teacher: Thabo Chitambo

Analyze surveys, cross-tabs, and perform regressions. Tailored for researchers in academic or nonprofit settings.
- Teacher: Thabo Chitambo

Learn to create interactive dashboards from Excel/SQL data and tell data stories for business reporting.
- Teacher: Thabo Chitambo
- Teacher: CHISALA MUMBA

Master SQL using PostgreSQL and MySQL. Learn real-world querying, filtering, joins, and relational database concepts.
- Teacher: Thabo Chitambo

Learn version control, branches, pull requests, and team collaboration with Git and GitHub.