AI-beleid en samenleving

• Identify affected stakeholders and unequal impacts.
• Compare governance tools and their enforcement limits.
• Write evidence-grounded public-interest analysis.

Recommended first: AI-fundamenten

1. 1

   Ethics and impact

   Outcome: Distinguish values, harms, tradeoffs, and measurable outcomes.

   Practice: Create a stakeholder and impact map for one AI deployment.

   Bias and fairnessPublic-interest impact analysis
   AI-ethiek →AI-vooroordeel →
2. 2

   Privacy, security, and safety

   Outcome: Separate privacy, misuse, accident, and security risks.

   Practice: Build a threat-and-harm register with owners and mitigations.

   Privacy and data handlingAI security and misuse riskAutomation boundaries and safeguards
   AI en privacy →AI-beveiliging →AI-veiligheid →
3. 3

   Law and governance

   Outcome: Compare regulation, standards, audits, procurement, and internal controls.

   Practice: Compare two governance approaches against the same public problem.

   AI policy and regulationGovernance and accountability
   AI-regulering →AI-beheer →
4. 4

   Public communication

   Outcome: Explain evidence and uncertainty without hype or false balance.

   Practice: Write a 300-word public briefing with sources, limits, and a decision point.

   Stakeholder communicationSource and claim verificationUncertainty and confidence calibration
   AI-mythen →Toekomst van AI →