This dataset contains anonymized, case-level expert evaluation records used to reproduce the participation-risk assessment framework reported in the associated study.It includes expert scores, criteria weights, and alternative-level evaluations for institutional group multi-criteria decision-making cases.The dataset is intended solely for replicating the analyses and experiments presented in the article and does not serve as a benchmark for evaluating alternative decision rules.