sociable systems.
Curriculum track

Operational AI Governance for Social Impact & M&E

How to use AI in social research without compromising methodological integrity or community trust.

Audience · M&E practitioners, social impact researchers, development sector consultants.

Modules in this track

  1. Module 1
    The Liability Sponge
    Stop-work authority. How junior staff get scapegoated, and how to architect around it.
  2. Module 2
    The Victim Register
    Red-teaming reports from the perspective of the populations being assessed.
  3. Module 3
    The Audit Trail
    AI-use guidelines for associates and contractors. What to document, how, why.
Pitch context

This track was drafted for an upcoming conversation with the director of Social Impact Insights Africa. It is deliberately compact — three modules, not ten — framed around the specific pain points M&E practitioners and social researchers face when integrating AI without compromising methodological integrity or community trust.

Stub page. Enrollment CTA, pricing, testimonials, and full syllabus populate later.