Diagrams are visual representations of statistical data that are simple, easy to understand, and allow for quick comparison. Common types include bar charts, pie charts, and pictograms. Effective diagrams are clearly labeled, use appropriate scales, and maintain proportions to accurately represent the relationships and patterns in the data without overwhelming the reader with unnecessary complexity or details.