Automation saves time, but humanitarian work still requires human judgment.

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Core Points

• Key design principles:
  • Human-in-the-loop oversight.
  • Clear trigger thresholds.
  • Local partner validation.
• Ethical considerations:
  • Avoid false positives or missed triggers.
  • Ensure consent and understanding by recipients.
  • Design for inclusion (not everyone has smartphones).
• Why partnerships matter:
  • Humanitarian NGOs bring context.
  • Tech partners provide infrastructure.
  • Local organizations ensure relevance and trust.
• When not to automate:
  • Highly political contexts.
  • Situations requiring discretion.
  • Where data quality is unreliable.

Mini-Case Insight

Anticipatory systems work best when automation supports, not replaces, humanitarian expertise.

Practical Takeaway

The goal isn’t full automation; it’s faster, fairer decision-making.