Automating partnership principle assessment. Using generative AI to analyze stakeholder participation in European operational program governance

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dc.abstract.enThe partnership principle represents a cornerstone of European Cohesion Policy, requiring meaningful involvement of diverse stakeholders in program design, implementation, and monitoring. This case study demonstrates how generative AI transformed traditional document analysis in evaluation practice, moving from labor-intensive manual coding to sophisticated automated extraction and categorization. Using Google’s Gemini API, we systematically analyzed monitoring committee protocols and membership compositions across several European operational programs in Poland. The AI-powered workflow automated stakeholder extraction, attendance tracking, and analysis of substantive contributions during committee deliberations, processing approximately 200 protocols that would have required months of manual analysis.
dc.affiliationInstytut Nauk Społecznych
dc.affiliationWydział Nauk Społecznych w Warszawie
dc.contributor.authorLyubashenko, Igor
dc.contributor.editorBruce, Kerry
dc.contributor.editorGandhi, Valentine J.
dc.contributor.editorBohni Nielsen, Steffen
dc.date.access2026-08-27
dc.date.accessioned2026-09-14T07:54:21Z
dc.date.available2026-09-14T07:54:21Z
dc.date.created2026
dc.date.issued2026-08-27
dc.description.accesstimeat_publication
dc.description.physical162-171
dc.description.sdgNoSDGsAreRelevantForThisPublication
dc.description.versionfinal_published
dc.identifier.doi10.4324/9781003799139-16
dc.identifier.eisbn9781003799139
dc.identifier.isbn9781041357483
dc.identifier.urihttps://share.swps.edu.pl/handle/swps/2521
dc.identifier.weblinkhttps://www.taylorfrancis.com/chapters/oa-edit/10.4324/9781003799139-16/automating-partnership-principle-assessment-igor-lyubashenko
dc.languageen
dc.pbn.affiliationnauki o polityce i administracji
dc.pbn.affiliationnauki o zarządzaniu i jakości
dc.publisher.ministerialRoutledge
dc.relation.bookFrom Algorithms to Evidence. Using GenAI in Evaluation Practice
dc.relation.languageen
dc.relation.pages420
dc.rightsCC-BY-NC-ND
dc.rights.questionYes_rights
dc.share.monoOTHER
dc.swps.sciencecloudsend
dc.titleAutomating partnership principle assessment. Using generative AI to analyze stakeholder participation in European operational program governance
dc.title.journalFrom Algorithms to Evidence
dc.typeMonographyChapter
dspace.entity.typeBook