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Artist report · generated from the live index

Sabrina Carpenter

Every measured song, ranked by the share of Sabrina Carpenter's own players who named it correctly — never compared against a different artist's catalogue.

93 / 100songs report-ready (n≥200)
200-500players in window
2026-08-22 → 2026-11-01measurement window

Catalogue recognition

Share of this artist's own players who named each song correctly. Thin marks show the 95% interval.

01
Manchild
96%
02
Espresso
96%
03
When Did You Get Hot?
96%
04
That’s Not How This Works (feat. Dan + Shay & Sabrina Carpenter) [Sabrina’s Version]
94%
05
Bed Chem
93%
06
Best Thing I Got
93%
07
Can't Blame a Girl for Trying
93%
08
Clouds
93%
09
Espresso (Mark Ronson x FNZ Working Late Remix)
92%
10
Tears
92%
11
Nonsense (Remix)
91%
12
Juno
91%

Hardest to name

93
Slim Pickins
36%
92
cindy lou who
59%
91
Already Over
59%
90
Don’t Worry I’ll Make You Worry
61%
89
Mona Lisa
62%

How fast people finish

A run is ten rounds on Sabrina Carpenter. This is how quickly players get all ten right.

17.8sfastest verified 10/10
41.7stypical 10/10 run
26%of 1,855 runs were 10/10
60s
Under 60 seconds
385 of 478 perfect runs
81%
50s
Under 50 seconds
322 of 478 perfect runs
67%
40s
Under 40 seconds
220 of 478 perfect runs
46%
30s
Under 30 seconds
119 of 478 perfect runs
25%
How the clock works

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. 46 runs on this artist were excluded by that floor. Nerve on the last round. 90% of players who had the first nine right also got the tenth. The first round costs you 1,025ms 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.

Evidence

Can't Blame a Girl for Trying — 59% of this artist's own players name it correctly against 39% predicted by its streaming popularity (20 points above, n=220). Best Thing I Got — 52% of this artist's own players name it correctly against 37% predicted by its streaming popularity (15 points above, n=210). Goodbye — 15% of this artist's own players name it correctly against 50% predicted by its streaming popularity (35 points below, n=201). Goodbye — 19% of this artist's own players name it correctly against 50% predicted by its streaming popularity (31 points below, n=221).

Markets

Where this artist is played more than their global share predicts.

01
Brazil
under 50 players
1.5×
02
Australia
under 50 players
1.4×
03
United Kingdom
under 50 players
1.3×
04
Argentina
50-200 players
1.2×
05
Mexico
under 50 players
1.1×
06
United States
50-200 players
1.0×

Taste neighbours

Artists whose players overlap most, learned from who plays whom — useful for support slots and playlist seeding.

01
Gracie Abrams
shared audience
0.50
02
Tate McRae
shared audience
0.45
03
KPop Demon Hunters Cast
shared audience
0.38
04
Kyba
shared audience
0.38
05
Pearl Jam
shared audience
0.38
06
Olivia Rodrigo
shared audience
0.38

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.

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