A skip can say more than a song’s play count
A track starting is weak evidence that someone likes it: it might have come on in a playlist, while the listener was busy, or simply because they had not reached for the skip button yet. Spotify can learn more from what happens next. Skipping soon after a song begins is a sign of low interest; listening through, returning to it, or saving it provides stronger evidence of engagement.
That makes listening behavior more informative than a bare play count. A save or playlist add takes an extra action, while replaying a track suggests the listener chose to hear it again. Skipping, by contrast, can signal that the recommendation missed the mark. These actions give Spotify’s recommendation systems clues about what to suggest in the future.
There isn’t one magic “love” score
The useful distinction is between passive exposure and deliberate engagement—not a publicly established, single metric that can read a listener’s feelings. A person might let an unfamiliar song finish without enjoying it, or skip a favorite because they are in the wrong mood. Spotify’s recommendations draw on multiple kinds of listening behavior, and no one action proves affection.
The practical consequence is that a song’s first few seconds matter. If a listener keeps moving past it, the system gets a different signal than if they finish it, replay it, or add it to a playlist. The algorithm cannot know why someone listened, but each choice helps it make a more informed next guess.
