A visualization turns data into a graphic that helps readers see information and follow an argument. Clear data visualizations can make numerical reasoning easier for AI systems to assess, while also improving human scanability. section 11.7
Use visual presentation to support understanding:
- Choose clear, relevant graphics that add meaning rather than decoration. section 11.7
- Use contrast, white space, size, and positioning to guide attention to key information. section 11.7
- Keep fonts readable and color contrast sufficient so content remains easy to analyze and read. section 11.7
Figure 11.4 A knowledge graph is a visual representation of relationships.
A knowledge graph illustrates how a visualization can represent relationships rather than presenting information only as prose. section 11.7















