Privacy, Sensitive Data and Access Control

Learning Outcome

Protect personal, confidential, and regulated information in AI workflows.

Core Ideas

• PII: Information that can identify a person.
• Data minimization: Use only the information needed.
• Access control: Limit who or what can read data.
• Redaction: Removing sensitive details before sharing.

Career Use Case

An HR coordinator can redact personal identifiers before asking AI to summarize candidate feedback.

Practical Workflow

1. Start by naming the outcome: what should improve after using Privacy, Sensitive Data and Access Control?
2. Add the input material, constraints, and success criteria before asking for output.
3. Ask for assumptions and uncertainty when the answer affects a real decision.
4. Verify important claims, numbers, and policy statements before publishing or acting.

Hands-On Mini Task

• Take a sample prompt and mark which fields should be removed, masked, or kept.
• A good privacy workflow uses minimum necessary data and approved systems.
• Before moving on, explain how PII and Data minimization change the decision.

Common Mistakes

• Using a generic prompt when the task needs clear context.
• Accepting polished wording as proof of accuracy.
• Sharing private data without redaction or approval.
• Skipping a final human review for important decisions.

Quick Revision

Module 8: AI Safety, Privacy And Evaluation lesson 22 is about practical judgement: use AI to increase speed, but keep the goal, context, evidence, and accountability clear.

FAQs

Is Privacy, Sensitive Data and Access Control only for technical users?

No. The course treats AI as a practical workplace and learning skill, with technical depth only where it improves judgement.

Should I trust AI output immediately?

No. Use AI to accelerate work, then verify facts, privacy, source fit, and reasoning before relying on the result.

What should I practice after this lesson?

Take a sample prompt and mark which fields should be removed, masked, or kept.

How does the linked practice quiz help?

The practice quiz checks the lesson concepts immediately with feedback, while the paid mock bundle uses separate assessment questions.