CRISIS ALERT • JANUARY 2026 The Global Humanitarian Crisis of 2026 represents unprecedented suffering amid historic funding collapse. Two simultaneous famines threaten millions while evidence-based decision-making has never been more essential for survival. The Global Humanitarian Crisis of 2026 Why …
KEY INSIGHT Cohen’s Kappa (κ) measures agreement between raters beyond chance, making it essential for reliable qualitative coding in M&E. While percent agreement can be misleading, Kappa reveals true consistency in human judgment and validates AI-assisted coding workflows. Cohen’s Kappa: …
Essential Guide to Evaluation Criteria for Artificial Intelligence What are the evaluation criteria for artificial intelligence? The core evaluation criteria for artificial intelligence are a set of standards used to assess an AI system’s performance, trustworthiness, and impact. These key …
The Essential Guide to the 15 MEL Skills Needed in 2026 In 2026, MEL (Monitoring, Evaluation, and Learning) professionals will need a powerful blend of technical, analytical, and adaptive skills. The core competencies center on advanced data analysis, applying Artificial …
Essential Guide to Unlock the Power of AI in Monitoring and Evaluation Direct Answer: To unlock the power of AI in Monitoring and Evaluation (M&E), you use artificial intelligence to automate tasks, analyze complex data, and generate predictive insights. This …
The Complete Guide to the UN AI Ethics Principles for M&E The United Nations Principles for the Ethical Use of AI provide a human-centric framework for deploying AI systems in Monitoring and Evaluation (M&E). These principles ensure AI tools …
OECD AI Principles: The Essential Guide to Human-Centric AI The OECD AI Principles are the first intergovernmental standard for trustworthy artificial intelligence. Adopted in 2019 and updated in 2024, they provide a shared global framework to guide governments and organizations …
EU AI Act: Complete Guide to the World’s First AI Law The EU Artificial Intelligence Act (Regulation (EU) 2024/1689) is the world’s first comprehensive legal framework governing artificial intelligence. Adopted by the European Union in 2024, this landmark legislation establishes …
UNESCO Recommendation on AI Ethics: The Essential Guide The UNESCO Recommendation on the Ethics of AI is the first global standard-setting instrument for ethical artificial intelligence. Adopted by all UNESCO Member States in November 2021, this framework establishes core values, …
What is the Theory of Change? Complete Guide for M&E Practitioners 🎯 Theory of Change Builder Create professional Theory of Change frameworks with templates and smart tools 🚀 Start Building 📚 M&E Resources Ultimate Guide for M&E Professionals What is …