Paper on lots of arguments why ordinal models > metric models with ordinal data

[CamDavidsonPilon]

Overall, it's a deep and thorough article on why to use ordinal regression when you have ordinal data.

https://osf.io/9h3et/download

Arguing that it is okay to use a metric model instead of an ordered probit model because a difference in conclusions may be rare is like arguing it’s okay to drive drunk because accidents rarely happen