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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?

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