“Netflix settled on “thumbs up/down," which is widely understood to imply that you are training an algorithm to know what you like, [Netflix’ Cameron] Johnson said.

“That simple change led to an over 200% increase” in ratings, Johnson said. The inclusion of a “percent match” number also reinforces the idea that these recommendations are personalized, he added.”