An operational framework for Machine Learning in evaluation Issued by UNICEF

This document offers practical guidance on how to apply Machine Learning (ML) analytical approaches in evaluations. It presents an operational framework that was developed after a thorough literature review and UNICEF Evaluation Office’s (EO) experiments with application of ML methods. Additionally, it discusses potential use cases of these methods, along with associated risks and limitations.