I want to calculate the Pearson correlation coefficient and its significance of two variables. Since the data is clustered, I intend to bootstrap on the clusters.
However, Cameron & Miller, 2015 suggest to use the Wild cluster bootstrap for regression analysis, if there are fewer than around 50 clusters.
Since I couldn't find any sources so far, to what extent might this also apply to the Pearson correlation coefficient?