Roadmap
Day 26 · Responsible data 42 min 30 XP
⚖️Ethics, privacy & bias in data
Data is about real people. An analyst who leaks personal details or presents a skewed sample can cause genuine harm. Good habits protect people and your reputation.
What you'll learn
- Spot personal data and protect it
- Recognise common sources of bias
- Describe data honestly, including its limits
A peek inside
Privacy by default
The rest of Day 26 is a Pro lesson
You're on the free Explorer plan — you get the intro and the video. Go Pro to open the full guided lesson (and all 30 days).
- 3 deep-dive lessons
- A copy-paste worked example
- 3 hands-on practice tasks
- Studio task: Audit a dataset for risk
- 3-question quiz, up to 45 XP
- 4 quick-glance glossary cards
- 30 XP + streak tracking
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