Lesson 4 of 10 · AI Compliance and Ethics for Product Teams
In this lesson. Who the system fails, and a slice you will measure.
What you will learn
- A slice
- A harm
- Measure
Walkthrough
You will pick a slice (language, region, or another you can legally and ethically measure) and a harm. Then you measure. Unmeasured fairness is a wish.
Work through the ideas in order. After each point, pause and connect it to a task you already do — a document, a workflow, or a feature you own. The goal of AI Compliance and Ethics for Product Teams is usable skill, not a pile of notes.
If something is unclear, rewrite it in your own words before you continue. Teaching the step back to yourself is the fastest way to see gaps.
Practice
Name a slice and a metric you will actually compute, or name why you cannot yet and what you will do instead.
Keep the first attempt small. A finished example you can reuse beats a perfect plan you never run.
Check your understanding
- Can you explain the goal of this lesson in one sentence to a teammate?
- Where would you apply “A slice” in your own work this week?
- What would you change on a second pass of the practice?
Next. Continue to the following lesson when the practice has a real artifact, even a rough one.