Technology & Analytics · Learning roadmap

Data Analysis

Build skills. Leave with proof.
Turn raw data into clear insights. Follow a practical path from your first spreadsheet to a portfolio you can share.

Entry: Beginner / No coding6 core stages1 optional extension90–109 hours

Learn at your own pace

Start with the foundations, practise each capability in context, and use every milestone to produce evidence you can explain and defend.

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Your roadmap

7 focused stages

Understand how organizations use quantitative evidence, frame commercial questions, and maintain data ethics.

Core topics & frameworks

Business questions
Data types (numerical vs categorical)
Data quality & anomalies
Privacy & ethics (GDPR basics)

Recommended resources

“Thinking with Data” primer — Max Shron
Ed3Hub Interactive Ethics Sandbox Module
Harvard Business Review: Anatomy of a Good Metric

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