Visualization of statistically significant correlation coefficients from a correlation matrix: a call for a change in practice

Correlation matrices are tabular numerical displays of correlation coefficients that provide information on pairwise relationships between variables. Often times, they provide information about the statistical significance of correlation coefficients, usually at multiple levels of significance. In two studies, we provide evidence that commonly used formats for displaying statistical significance, namely, the use of different number of asterisks...