Madhukar Prabhakara
19 posts





I didn’t expect an impact measurement guide to be this practical. It reads like sitting next to a patient mentor who shows you exactly how to use AI, real data, and simple prompts to finally make sense of your programs and portfolios, follow @madprabh for updates on this.

I've spent years working with organizations on impact measurement at Sopact , and I kept seeing the same struggle: the process was too technical, too time-consuming, and left valuable data unused. AI has genuinely changed what's possible here. What used to take months now takes minutes. Complex analysis that required specialists is now accessible to anyone. So I put together a practical guide showing how to: - Use AI to build Theory of Change models - Analyze mixed data (surveys, interviews, documents) together - Create insights and reports quickly - Work with portfolio data for funds and accelerators It's hands-on, not theoretical – with real examples and prompts you can use. If you're working in impact measurement and want to explore how AI might help, I hope you'll find it useful. You can download the book for free: madhukarsp.gumroad.com/l/immbook #ImpactMeasurement #SocialImpact #AI #Impact #nonprofit




























