The dancer has blue and pink half-shaved hair, wears a black long sleeved cut-top with a black and white tie, and has a pink-and-black skirt along with a red rhinestone belt, black socks with pink stripes, and blue sneakers. She also has heavy eyeliner around her eyes.
The background is a rainy sky with a clock and a door that enters a sunny day. Random numbers (3, 9, 28, etc.) also appear. At the hook, it changes to a meadow with a golden sky and flowers. The door remains open throughout these two scenes.
Data for an unused Party Master Mode can be found among the Just Dance 2014 files.
In the gameplay teaser, the title accidentally features two hyphens instead of one between the artist’s name and the song title.
The music video for Miss Understood states that the song was specifically made for Just Dance 2014. The song was recorded at Ubisoft Publishing.
On the back of the Just Dance 2014 physical copy for the NTSC Playstation 3, the song is erroneously called "Understood" and the artist is credited as "Sammie Miss".
Sammie did an event where she gave away a signed version of Just Dance 2014.
Sammie said on YouTube Miss Understood would have been her last song in Just Dance, but she stated that she would keep working with the same people.
In some parts of the routine, the coach’s glove briefly turns pink.
In another part of the routine, the right side of her face gets cut out.
In an image showing all of the avatars that are in Just Dance 2014, a Beta version of Miss Understood’s avatar can be seen - unlike the final one, it has eye makeup that matchee the coach’s. This detail would later be added in the following game.
In Just Dance Unlimited, Miss Understood was initially affected by a glitch that did not unlock its avatar after playing for the first time. This was later fixed.
Miss Understood (Sweat Mashup) features a hidden Gold Move: when Wild Wild West (Extreme Version) performs his original Gold Move 1, no sounds or visual effects play.
This hidden Gold Move is not counted on camera consoles.
Unlike in the Classic routine, the coach does not turn gold at the end.