The routine is performed by four different male dancers.
The first dancer has buzz-cut hair. He wears a purple fedora, a purple vest and a purple loose tie over a green button down shirt, gray pants, and green shoes. His outline is green. For the beginning of the verse, he straightened his tie.
The second dancer wears a purple cap, an orange leather jacket, a purple shirt, dark gray pants, and neon orange shoes. His outline is orange.
The third dancer resembles Mick Jagger. He has shoulder length black hair. He wears a red headband, dark aviator sunglasses, an opened red jacket with purple belts, Union Jack leggings, and black boots. His outline is red. He also makes a reappearance in Y.M.C.A..
The fourth dancer has buzz-cut hair. He wears yellow shutter shade glasses, a purple and blue one-sleeved jacket with a cut-out shaped like tiger stripes, a light turquoise shirt, gray pants with multiple zipper pockets on each side, and purple and yellow sneakers. He ends the song. His outline is purple.
The background is based off the NBC reality show The Voice. The dance floor consists of a circular platform with colorful light-up panels behind, as well as the silhouette of an audience, and four judges on the turning chairs behind the panels.
The Battle color scheme for C3 is used in Puppet Master Modes as a "Strike The Pose!" picture; however, his clothes are in a lighter shade of red, and his glove is yellow rather than pink.
C3’s avatar has a different design from the one seen in Just Dance 2014, with his neck now visible right below his head in the avatar. This alteration was performed in Just Dance Wii U, and carried onto Just Dance 2015 and future games.
In Just Dance 2015, only the avatar of C3 is available.
In Just Dance 2016 however, C1 and C3’s avatars are available, along with a new avatar of C4.
In the shop of Just Dance 2015, the main coach’s silhouette can be seen on the song icons which do not load up.
In Just Dance Unlimited, the audience’s applause was removed from the end of the routine for a short period of time. However, it was re-added during the 2017 system only.
Although Maneater is in her C2 color scheme (blue), her pictograms are still red.
This does not occur on the Wii version.
Puppet Master Mode
Moves Like Jagger (Pupper Master Mode) is the only Puppet Master Mode in Just Dance 4 with captions that appear more than once.
The Puppet Master Mode is sometimes affected by a glitch, where Oh No!’s "Goofy Skipping" appears as Maneater’s "Hypnotic Slaps".
The following anomalies can be noticed.
The coach fades in while walking from the left.
The pictograms from the caption "Hypnotic Slaps" are red in spite of the coach being in her blue form.