The Essential Guide to Artificial Intelligence in Program Evaluation Artificial Intelligence in program evaluation transforms how we assess social programs. AI and Machine Learning (ML) enhance traditional methods. They provide data-driven insights and improve efficiency. This guide explains the …
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 …
AI Governance Framework Selection Worksheet | EvalCommunity Academy AI Governance Framework Selection Worksheet Systematically evaluate and select the most appropriate AI governance frameworks for your monitoring and evaluation organization based on your specific context, resources, and priorities. Part of EvalCommunity …
AI Trends 2026 M&E: Essential Guide for International Development Leaders AI trends 2026 M&E are transforming how development organizations collect evidence, measure impact, and make decisions. By 2026, successful M&E will require AI governance frameworks, autonomous agentic systems, and ethical …
AI and the Global South: Why Civil Society Must Be Central to AI Decision-Making The governance of AI and the Global South is not keeping pace with rapid technological adoption. For AI to support genuine development outcomes in low- and …
🔐 AI-Assisted M&E: Informed Consent Forms Five adaptable, ethically-grounded templates for implementing transparent informed consent processes in AI-assisted monitoring and evaluation. Select a template below to view, customize, and implement ethical data collection practices. 📚 Related EvalCommunity Resources AI Integration …
The Essential Guide to UNICEF’s AI for Children Principles UNICEF’s Policy Guidance on AI and Children provides a child rights-based framework for developing and deploying artificial intelligence systems used by or affecting children. The guidance outlines 10 core requirements …
Essential Guide: Building an Evaluator’s AI Stack in 2025 An Evaluator’s AI Stack is a strategic collection of specialized artificial intelligence tools, each chosen for a specific task in the monitoring and evaluation lifecycle. It moves beyond relying on …
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 …








