This project explores sociodemographic and attitudinal predictors of vaccine hesitancy in Germany using data from the International Social Survey Programme 2021 (n = 1,571). Four complementary methods are applied to identify robust correlates of hesitancy: a pruned decision tree, random forest, logistic regression, and LASSO regularization.