-Pain and Konan aren't missing ninja(They were rebels that became leaders of Rain)
-Zetsu isn't a missing ninja either, he's a creature of made matter.
-Obito/Madara/Tobi aren't really missing ninja either, he's KIA (Kill in Action)
Sure all four of them are S-Rank and in the Bingo Book(I Assume)
-Deidara became a missing ninja because he stole a kinjutsu(Forbiddin)
-Hidan ended up being blamed for a slaughter of a clan that had gone to the Valley of Hell, he believed that living there you were meant to kill(??) so he slaughtered his neighbours and joined the cult, Jashin.
-Itachi Uchiha(Really? Everyone knows how he became a missing ninja) He slaughtered his clan(Even if he was ordered/manipulated into doing it)
-Kakuzu failed in his mission of killing Hashirama Senju(The First Hokage) when he got back to his village he ended up being treated horribly (Kinda like what happened with Sakumo Hatake) he began to hate his village for being ungrateful for all he has done, he killed the elders, stole their hearts and fled with some kinjutsu.
-Kisame Hoshigaki has a lot of background, his comrades were selling information and he killed the, the Mizukage praised him for his loyalties to the village, he became disillusioned and in that time Madara(Obito) convinced him to work for him. Kisame became known as a missing ninja mainly became of all the assassinations he did, (The Daimyo being one of them)
-Sasori lost his parents young and when the puppets couldn't mimic the love he wanted/needed he became cold and aloof of human life.he begun to experiment about human puppets and guess just walked from the village.
-Orochimaru...human experiments, got busted, and fled.
-Juzo Biwa(No idea who he is, had to look him up)He is/was one of the Seven Swordsmen of the Mist. He is/was especially known for his brutality. It doesn't say anything on why he left, only that after the Third Great Shonbi War he became a missing ninja.
There hope that's a bit helpful.
Most of my research came from Fandom Wiki...really just google the character, click on the fandom wiki and oh...look at all that information.