The top 10 neighbors for Cher Lloyd span musicians, actors, and a TV show — a mixed-subcategory cluster compressed into a narrow similarity band running from 0.96 down to 0.93, with no single neighbor pulling decisively ahead of the rest.

The shape is flat. Victoria Justice leads at 0.96, followed closely by Avril Lavigne at 0.96 and iCarly at 0.95. Demi Lovato and Ashley Tisdale sit at 0.94, with Christina Aguilera, Katy Perry, Kevin Jonas, Miranda Cosgrove, and Justin Bieber rounding out the set between 0.94 and 0.93. Tallying by subcategory: five of the ten neighbors are Musicians and Bands (Lavigne, Lovato, Aguilera, Perry, Jonas, Bieber — actually six), three are Actors (Justice, Tisdale, Cosgrove), and one is a TV Show (iCarly). The musician neighbors share Cher Lloyd's own subcategory; the actors and the TV show do not. That the top position belongs to an actor rather than a fellow musician, and that a Nickelodeon-era TV property sits at position three, points to an audience shaped as much by early-2010s youth entertainment broadly as by music specifically.

The flat distribution across this mixed cluster suggests an audience that doesn't concentrate around any single adjacent identity — it spreads evenly across the pop-music and teen-entertainment space of that era.