There are four girls who appear to be high-school girls; just like in the music video, and cheerleaders. Their dresses have the same design but different colors (all of them have been inverted except P1 in the remake) and different hairstyles, but they're all blondes (they all have black hair in Just Dance Now).
P1 is wearing a red cheerleader outfit. Her hair is short. She also wears a green hair clip. In the remake, her cheerleader outfit is now sky blue, and her hair clip is now pink and her hair is now black.
P2 is wearing a purple cheerleader outfit. Her hair is long, falling down her collarbones. In the remake, her cheerleader outfit is now lime green and her hair is now black.
P3 is wearing a blue cheerleader outfit. Her hair is tied in two pigtails. In the remake, her cheerleader outfit is now orange and her hair is now black
P4 is wearing a green cheerleader outfit. Her hair is long too, but unlike P2, she has bangs. Her hair is orange. In the remake, her cheerleader outfit is now dark pink and her hair is now black.
The girls might be dancing in a locker room or a school corridor since there are lockers in the back. The floor is checkered and the brick wall is pink. A school bell can be seen too. The lockers are occasionally light up and opens/closes the doors. The same goes for the floor. At some points lockers act like a piano tiles.
In Just Dance 3, during the first Gold Move, P1 looks like she is about to fall, but she scoots her leg over and regains her composure. Also, at the beginning of the routine, she does a completely different leg motion than the other dancers. And after she does the second move, she accidentally does the moves after she hit the Gold Move the first time, then follows the rest.
This also seems to happen in the remake for P1 as well.
In Just Dance 3, the Gold Move pictogram for P1 instructs you to lift up your right leg, but you are meant to lift up your left leg instead. This doesn't happen in the Xbox 360 version.
There is a dancer with magenta pigtails that appears in the Mashup. It is currently unknown for what song she was supposed to be in, but people have unofficially dubbed her for this song, like an alternate routine. She is seen again in Hit ’Em Up Style (Oops!) and Oops!...I Did It Again Mashups.
P4 is the same dancer as Boom. They also have the same hairstyle.
The Just Dance Now remake inverted the coaches' outfits colors. However, their original outfit colors appear in the same game via the You’re On My Mind Mashup.
In Just Dance Now, a few lines disappear too quickly and they get replaced by the following one; surprisingly, they don't get highlighted until they're sung.
This routine's Just Dance Now remake is seen in a number of Chrome Cast advertisements.
In Just Dance Now, the Gold Move effect does not appear in the preview.
It also glitches on Just Dance Unlimited sometimes.
In the line That somethin’ wasn't right here, the word here is absent.
Also, in the remake, in the line I must confess I still believe (still believe), still believe (the part in the brackets) is included in the lyrics with the line.
In the Just Dance Now remake, both of P3's socks glitch and turn white when she and P4 circle each other. This also happens throughout the routine.
The Just Dance Now bundle archives show four scoring detection files named babyonemorequat_goldceline, babyonemorequat_goldmanue, babyonemorequat_goldnatsuko and babyonemorequat_goldsandrine, which are references to the name of the performers.
Baby One More Time is the first song covered by The Girly Team.