4th Wheel Social Impact

Monitoring and Evaluation, Impact Assessments, Social Audit, CSR India

By Payal Mulchandani

Webinar 3 of 3 tomorrow: AI in evaluation is a systems problem, not a tools one

The final gLOCAL Evaluation Week session — why responsible AI in evaluation is an institutional question, not a technical one. 5 June, 2 PM IST.

Latest Discussions

Webinar tomorrow: the part of evaluation AI still can't touch

Both our co-founders join the panel to ask what stays human when AI handles the technical work. 3 June, 2 PM IST.

AI is already in your evaluation workflow. Tomorrow's webinar shows you where.

A practitioner conversation on what AI has actually changed in reporting, analysis, and synthesis — and what it shouldn't touch. (2 June, 2 PM IST)

gLOCAL 2026: three webinars from 4th Wheel on AI in evaluation

After a quiet quarter, returning with a three-part series for gLOCAL Evaluation Week 2026. Practitioner conversations on where AI helps, where judgment…

New Year, New Website 🎉

From why we’re called the 4th Wheel to how we approach MEAL—now in one place.

3 Hours to Go: Are We Measuring What Matters in India’s Development Sector?

What we found, what it means, and what we need to rethink — together.

We’re Measuring More — But Are We Learning Better?

What our MEAL in India study reveals — and what we’ll unpack together in our webinar.

Report Launch Webinar: What We Found About MEAL Practices Across India

A sector-wide reflection on Monitoring, Evaluation, Accountability & Learning practices in India, shared through our report and webinar.