Graphs and charts are preferred over numerical tables or textual descriptions for presenting statistical engineering data. Well-constructed visual representations provide a clear and concise way to emphasize numerical values (quantitative) or illustrate relationships between data points (qualitative). They enhance data comprehension, making complex information easier to interpret.