From Algorithms to Evidence

Using GenAI in Evaluation Practice
1. Auflage 2026
ISBN: 978-1-041-35748-3
Verlag: Taylor & Francis Ltd

Buch, Englisch, 370 Seiten, Format (B × H): 152 mm x 229 mm

Reihe: Comparative Policy Evaluation

From Algorithms to Evidence: Using GenAI in Evaluation Practice offers a timely, practice-grounded guide for evaluators and development professionals navigating the fast-moving world of generative AI. Building on the foundations laid in Artificial Intelligence and Evaluation (2025), this volume moves decisively from theory to application. It documents how evaluators across the globe are already using GenAI in real projects, showing not only what worked, but also what failed, why, and under what conditions. The result is a clear, practitioner-centered resource that cuts through hype and provides grounded, real-world insight.

Structured around the seven phases of the evaluation lifecycle (design, structuring and inception, data collection, data analysis, reporting, judgment, and utilization) the book offers concrete examples of how GenAI is being integrated into everyday evaluation tasks. Contributors explain their rationale for using AI tools, the steps they took, and the results they achieved. Crosscutting chapters synthesize lessons on methodological adaptation, evolving evaluator competencies, and the ethical and professional standards needed to use GenAI responsibly. Throughout, the volume emphasizes “hybrid intelligence,” showing how human expertise and AI-enabled methods can work together to strengthen evaluative reasoning.

Clear, accessible, and grounded in real practice, From Algorithms to Evidence fills a critical gap in the literature. It provides evaluators, policymakers, and organizational leaders with practical guidance for building more adaptive, data-informed, and future-ready evaluation systems, while keeping equity, transparency, and human judgment at the center of their work.

Zielgruppe

Postgraduate and Undergraduate Advanced

Autoren/Hrsg.

Bruce, Kerry

Ghandi, Valentine J

Bohni Nielsen, Steffen

Fachgebiete

• Sozialwissenschaften Politikwissenschaft Regierungspolitik
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz

Inhaltsverzeichnis

Foreword.  1. The Transformation of Evaluation Practice: From Algorithms to Evidence 2. Threading the Needle: Making Evaluation Affordable and Participatory for Grassroots Nonprofits 3. Scoping evaluation with GenAI: A case study of the partnership principle in Poland 4. From Supporting Evaluators to Evaluating AI: A Human-Centered Approach to Developing EvalAssist, an AI-for-Good Augmentation Tool for Evaluation Design  5. Designing with Generative AI: Using GPT-4 to Build a Monitoring, Evaluation and Learning Framework  6. From Ritual to Reflex: Reimagining Results Measurement with Generative AI  7. Playing to Plan: Using a GenAI-Powered Chatbot Game to Support Logic Model Development in a City Government Context 8. Harnessing Generative AI for Data Structuring and Geospatial Analysis in Evaluation 9. Balancing Innovation and Rigor at World Bank Independent Evaluation Group: Thoughtful Integration of Artificial Intelligence for Evaluation  10. Integrating Generative AI into Thematic Analysis: A Structured Approach for Large-Scale Document Review in Evaluation 11. Bridging Complexity with Intelligence: The Role of Generative AI in a Mixed-Methods Evaluation of SDG1 in Sub-Saharan Africa  12. Using AI for Interviewing in a Challenging Context  13. How to Train a Work Horse. Using Generative AI for Labelling Data  14. Sifting for Gold: Mining Relevant Content in a Large Document Collection  15. Harnessing Generative AI for Geospatial Analysis in Environmental Evaluations 16. Automating Partnership Principle Assessment: Using Generative AI to Analyze Stakeholder Participation in European Operational Program Governance  17. Elevating Local Voices: Qualitative Analysis Reimagined  18. Generative AI for Protocol-Dirven Structured Analysis in Evaluations  19. Experimenting with AI Tools in CGIAR Science Group Evaluations: A Candid Assessment of Adoption by Learning  20. AIDA - Assessment for Development Analytics  21. ChatGPT x GBA+ - Using GenAI to Apply Evaluative Criteria: Assessing Reports Against Canada's GBA+ Framework  22. Human in the Loop: AI-supported Evaluation in Hungary  23. Reviewer 0: Using Generative AI as the Evaluator’s First Line of Feedback  24. Beyond the Radar: Addressing Undeclared AI Use in Evaluation Practice  25. Enhancing Evaluation Dissemination & Reporting with Generative AI  26. Leveraging Self-Hosted AI Solutions for Data-Secured Research and Evaluation  27. Leveraging Generative AI to Transform Evaluation Reports into Engaging Multi-Media Products  28. Podcasting Findings. Using Generative Artificial Intelligence to Tailor Dissemination to Diverse Stakeholders  29. Bridging Evaluation and Official Statistics Through GenAI: The EQUA Platform  30. Where Methodological Automation Ends and Judgement Begins: Evaluation in the Generative Artificial Intelligence Era  31. Artificial Intelligence in Evaluation Practice: Uses, Good Practice, and Emerging Competencies  32. Artificial Intelligence and the Ethics and Practice of Evaluation  33. FRAME: A Practical Framework for Responsible AI in Monitoring and Evaluation  34. GenAI and the Evolution of Evidence in Evaluation

Über Autor(innen)

Kerry Bruce (DrPH) is a global health and evaluation practitioner working to support both practical monitoring, evaluation and learning projects and training. She is the CEO of ClearUp Consulting and is a member of INTEVAL.

Valentine J Gandhi (PhD) wears multi-disciplinary hats as a Policy Advisor, MEL, Data Science and Cybersecurity expert. He is the founder of the think tank The Development CAFE, and the host of the EvalEdge Podcast for European Evaluation Society. He has worked in over 40 countries including in conflict zones.

Steffen Bohni Nielsen (PhD) is Director General at the Danish National Research Centre for the Working Environment (NFA) and a member of the Danish National Research and Innovation Council and chairman of the Partnership for European Research in Occupational Safety and Health (PERSOH). He is a member of INTEVAL and has published extensively in the field of evaluation.