Cluster-Robust Prediction-Powered Inference
Cluster-Robust PPI++ is introduced, which provides standard errors in closed form and asymptotically valid confidence intervals under arbitrary dependence within independent clusters, requiring no bootstrap or resampling and a cluster-aware power tuning rule that minimizes asymptotic variance.