Ariana Grande
Every measured song, ranked by the share of Ariana Grande's own players who named it correctly — never compared against a different artist's catalogue.
Catalogue recognition
Share of this artist's own players who named each song correctly. Thin marks show the 95% interval.
Hardest to name
How fast people finish
A run is ten rounds on Ariana Grande. This is how quickly players get all ten right.
The clock is the ten answer times added together, each measured from the start of its round with clip loading included — not wall-clock, because pauses between rounds are not measured. A run counts only if all ten rounds were answered, none was skipped, no single answer came in under a second and the whole run took at least fifteen. 74 runs on this artist were excluded by that floor. Nerve on the last round. 93% of players who had the first nine right also got the tenth. The first round costs you 757ms against the median of rounds two to ten — nobody is warm on the opening clip.
Recognition vs streams
What streaming popularity predicts, against what players actually did.
Rain On Me — 76% of this artist's own players name it correctly against 50% predicted by its streaming popularity (26 points above, n=441). Baby I — 68% of this artist's own players name it correctly against 44% predicted by its streaming popularity (24 points above, n=416). Thinking Bout You — 32% of this artist's own players name it correctly against 44% predicted by its streaming popularity (12 points below, n=406). dandelion — 36% of this artist's own players name it correctly against 49% predicted by its streaming popularity (13 points below, n=374).
Markets
Where this artist is played more than their global share predicts.
Taste neighbours
Artists whose players overlap most, learned from who plays whom — useful for support slots and playlist seeding.
What this is, and is not
Who is measured. Muzify players who chose this artist in the app — mostly existing fans, not a random public sample. Read it as "how well do their own listeners know the catalogue", never as national awareness.
What "named it" means. One clip, four options, a five-second clock. Chance alone is 25%.
Floors. A song appears only above 200 answers; a market only above 25,000 plays. Everything else is withheld rather than shown thin.
Player counts are bands, never exact figures.