Intracluster Correlation (ICC) is a measure used to quantify the degree of similarity or clustering within groups or clusters in a dataset. It is crucial in statistical analyses involving hierarchical or nested data structures, as it impacts the design and interpretation of studies by indicating how much of the total variance is attributable to the clustering structure.