Data Analysis learning roadmap

What you will learn

1. 01

   Exploratory Data Analysis

   Translate a stakeholder question into defined metrics, profile the data, and produce a reproducible analysis plan.

   Question & metric framing · Data profiling · Analysis planning

   10h
2. 02

   Data Visualization

   Choose honest visual encodings and produce accessible charts that make the comparison and uncertainty clear.

   Chart selection · Honest encoding · Accessible visualisation

   10h
3. 03

   Dashboard Design

   Build a focused dashboard that answers three defined questions on desktop and mobile without hiding context or accessibility.

   Decision-led layout · KPI definitions · Accessible interaction

   10h
4. 04

   Data Storytelling

   Turn analysis into a concise recommendation that separates evidence, uncertainty, limitations, and the decision required.

   Executive synthesis · Evidence & uncertainty · Recommendation delivery

   8h
5. 05

   Governed BI Delivery

   Prepare data with Power Query, model facts and dimensions, write dependable DAX measures, and publish a governed report.

   Power Query · Semantic models & DAX · Security & refresh

   12h
6. 06

   AI-Assisted Analysis

   Use AI to accelerate an analysis while preserving reproducibility, privacy, source traceability, and human accountability.

   AI-assisted workflow · Claim verification · Audit trail

   8h
7. 07

   Decision Intelligence Capstone

   Release a cumulative development-outcomes decision product that joins public indicators, exposes uncertainty, and gives a real stakeholder a defensible next action.

   Reproducible evidence chain · Decision-ready product · Governed release

   18h