Use Exact Tests for Nested Experimental Designs

Hierarchical resampling provides exact statistical tests for nested experimental designs by combining bootstrap resampling within experimental units with permutation testing at the randomization level. This approach maintains Type I error control while using all available information, unlike traditional methods that either pool inappropriately or discard useful data.