Using a BERT classifier's predicted hate-crime probabilities as an auxiliary sampling variable yields a Hansen-Hurwitz estimate of 6,051 hate crimes among 2022 Swedish police reports, with a design effect of 0.0068.
A generalization of sampling without replacement from a finite universe.Journal of the American Statistical Association, 47(260):663–685, 1952
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Prediction-powered estimators for finite population statistics in highly imbalanced textual data: Public hate crime estimation
Using a BERT classifier's predicted hate-crime probabilities as an auxiliary sampling variable yields a Hansen-Hurwitz estimate of 6,051 hate crimes among 2022 Swedish police reports, with a design effect of 0.0068.