beginner → Portfolio-ready
A beginner-friendly journey through spreadsheets, SQL, Python, statistics, dashboards, and a complete business intelligence capstone.
Use this overview to understand the sequence. Open each stage below for course details.
Included published courses are activated together. Your course certificates remain individual, and completing every required certified course unlocks the roadmap distinction.
Required courses build the core skill. Optional courses let you specialise.
Understand spreadsheets, data quality, and simple statistics.
Use formulas, tables, pivots, and repeatable cleaning workflows.
Understand variation, comparison, confidence, and responsible interpretation.
Use SQL and Python to answer practical questions.
Query, join, aggregate, and analyse real relational datasets.
This sample mirrors the issued certificate. Your name, verified results, QR code, and verification ID appear only after every required course certificate is earned.
Use Python, Pandas, and NumPy to prepare and explore datasets.
Build dashboards and communicate useful findings.
Design dashboards that make decisions easier to understand.
Complete an end-to-end business intelligence project.
Combine Excel, SQL, Python, and Power BI in one realistic project.
Awarded for meeting the published learning and assessment requirements. Preview only — it has no verification ID and cannot be used as a credential.