Chart color variation design refers to the process of selecting and organizing colors in data visualizations to enhance clarity and aesthetic appeal. It involves principles of color theory, contrast, and accessibility. Effective color schemes can help highlight trends, patterns, and comparisons in data, while poor choices can lead to misinterpretation. This field is crucial in data science, graphic design, and user interface development.