Linkage criteria are methods used in hierarchical clustering to determine the distance between clusters, influencing the structure of the resulting dendrogram. Different criteria, such as single, complete, average, and ward linkage, can significantly affect the clustering outcome, making the choice crucial for accurate data interpretation.