What the color-conversion research actually shows
The most-cited examples of color affecting conversion rates are almost all confounded by a simpler variable: contrast. The famous 'red button vs. green button' tests that showed 20-34% conversion lifts did not demonstrate that red is better than green for CTAs. They demonstrated that the red button had higher contrast against the grey page background than the green button did. The same test on a green or red background would likely produce the opposite result. When researchers control for contrast, size, and position — holding everything constant except hue — hue differences produce much smaller and less consistent conversion effects than commonly claimed. The practical implication is straightforward: design your primary CTA to have the highest contrast on the page. The specific hue matters less than the contrast relationship.
