How to Verify an AI-Generated Evaluation Finding: A 10-Step Tutorial AI can produce evaluation findings that sound precise, evidence-based and convincing. But a convincing finding is not necessarily a verified finding. For Monitoring & Evaluation professionals, the key question is …
Accuracy Paradox of AI: What It Means and How to Fix It The Accuracy Paradox of AI describes a problem that becomes increasingly important as AI systems become better at producing fluent, plausible and apparently accurate answers: improving accuracy can …
What Did AI Miss? Recall, Omission and Completeness Auditing for AI-Generated Evaluation Reports An AI-generated evaluation report can be accurate sentence by sentence and still be incomplete. That is one of the most important risks to understand when using AI …
EVALCOMMUNITY TUTORIAL • AI IN MONITORING & EVALUATION How to Verify an AI-Generated Evaluation Report: Precision and Evidence Checking A practical guide to checking whether the claims, quotations, numbers and interpretations in an AI-generated evaluation report are actually supported by …
EvalCommunity Tutorial • AI in Monitoring & Evaluation Can AI Write an Accurate Evaluation Report? AI can now turn Terms of Reference, interview transcripts and other evidence into a convincing evaluation report. But is a convincing report necessarily an accurate, …
Claude Cowork Tutorial for Evaluators and Development Professionals How to implement Claude Cowork in real M&E, evaluation, research and international development workflows. Artificial intelligence is moving beyond simple question-and-answer chat. Agentic AI systems can increasingly take a defined objective, work …
AI in Evaluation: From Augmented to Automated Evaluation How artificial intelligence can support evaluation across the policy cycle—and the emerging possibility of integrating evaluation into autonomous AI systems. Case study source: Steve Jacob, Artificial Intelligence and the Future of Evaluation: …
How the World Development Report 2026 Says AI Should Be Evaluated for Development What Monitoring & Evaluation professionals can learn from the World Bank’s framework for evaluating AI performance, use and development outcomes. Case study source: World Bank, World Development …
How UNFPA Designed a Responsible GenAI Strategy for Evaluation How the UNFPA Independent Evaluation Office developed a structured approach to using generative AI to improve evaluation processes while addressing methodological, ethical and organizational risks. Case study: UNFPA Independent Evaluation Office …
AI IN MONITORING & EVALUATION How AI Supported the Census Evaluation How UNFPA used AI for multilingual document review, evidence extraction and analysis while maintaining human oversight. How can AI expand the evidence base of an evaluation? Large-scale evaluations can …