I’m working with proportion data and have tried several models to address issues of overdispersion and underdispersion. Initially, I used a binomial distribution model which showed overdispersion. After introducing an OLRE (Overdispersed Random Effect), I encountered underdispersion. Then, I fitted the model using beta_family, which resolved the overdispersion and underdispersion issues. However, when checking the residual plot, a pattern appears.