We examine alignment at both node and taxonomy levels across four major skill taxonomies. Using semantic similarity and cluster analysis, results indicate uneven overlap: some skills converge, and some taxonomies interleave more than others. These findings could inform educational assessment by clarifying construct validity claims and score interpretations across frameworks.