Legends and annotations are essential elements in data visualization that provide context, clarity, and additional information to enhance the reader's understanding of the visualized data. Legends explain the meaning of symbols, colors, or patterns used in a graph, while annotations offer supplementary insights or highlight specific data points for emphasis.