Data-viz drawing

Data is the raw material from which a range of outputs such as data visualisation, information graphics, and data-driven artworks are created. However, this material is often dealt with digitally and rarely engaged with in a tangible, physical way. How would your ideas for a data project change if you started by drawing with charcoal on paper instead of starting with code, dataviz software, and screens?