CONCEPT
The Data-Ink Ratio
Tufte's quantitative standard for information displays — the proportion of total ink devoted to non-redundant data should approach 1.0, with every other element suspect as chartjunk.
The data-ink ratio is Edward Tufte's foundational measurement for evaluating any information display: divide the ink devoted to actual data by the total ink used in the display, and drive the result toward unity. Ratios below 0.3 indicate chartjunk has overtaken evidence. The principle is not aesthetic preference but epistemic necessity — non-data-ink competes with data-ink for the viewer's finite attention, and the human perceptual system cannot automatically distinguish signal from decoration. Under time pressure or cognitive load, low ratios produce misreadings that no individual decision-maker can detect. The Challenger charts had ratios Tufte calculated in the teens; the fuel-oil forecast did worse. Applied to software, the typical forty-page specification document achieves 0.10 to 0.15 — a failure by Tufte's standard so severe it would not pass review in any domain where the stakes were legible.
In The You On AI Field Guide
The principle emerged from Tufte's analysis of hundreds of published graphics across four centuries of scientific, journalistic, and administrative communication. What he found