From Algorithms to Evidence: Using GenAI in Evaluation Practice (Comparative Policy Evaluation)

ISBN 10: 1041357486 ISBN 13: 9781041357483
Verlag: Routledge, 2026
Neu Hardcover

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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.

Über die Autorin bzw. den Autor:

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.

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Bibliografische Details

Titel: From Algorithms to Evidence: Using GenAI in ...
Verlag: Routledge
Erscheinungsdatum: 2026
Einband: Hardcover
Zustand: New

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