The optimism-adjusted bootstrap is a resampling technique used to obtain unbiased estimates of future prediction model performance. Although popular in biomedical sciences, it is not currently implemented in the R tidymodels ecosystem. This post introduces the method and provides a step-by-step implementation with tidymodels.