Toolkit
Iterative A/B Testing Toolkit
Noam Angrist, Amanda Beatty and Claire Cullen
Organisations need fast, affordable ways to optimise programme cost-effectiveness on the path to scale. Iterative A/B testing is emerging as a practical, low-cost method for social and public sector organisations to learn, adapt and improve rigorously.
Youth Impact has been running A/B tests for nearly a decade, and this toolkit codifies what they have learned: it explains how to get started, outlines best practices, and shares tools and tips developed through years of field-based testing.
The primary audience for this toolkit is anyone in the social or public sectors – NGOs, philanthropists, bilaterals, multilaterals, and regional or national governments – looking to integrate A/B testing into their M&E systems. These tools and guidance can be adapted to a user’s specific context. While Youth Impact’s experience centres on optimising youth education programs, the toolkit applies broadly to any organisation seeking to develop iterative learning systems.
Angrist, N., Beatty, A. & Cullen, C. 2025. Iterative A/B Testing Toolkit. What Works Hub for Global Education. Research Report. 2025/004. https://doi.org/10.35489/BSG-WhatWorksHubforGlobalEducation-RP_2025/004
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