The document discusses eliminating unnecessary or distracting elements, known as "chartjunk", from data visualizations and graphs. It provides several examples of chartjunk such as 3D charts, unnecessary gridlines, and pie charts. Experts argue that visualizations should clearly show the data and relationships without extra elements that do not add information or distract the viewer. The key is focusing on the meaningful representation of data through techniques like minimizing ink usage and removing non-data elements.