Multilevel multinominal logistic regression For the analysis of repeated measurements data by developing a multilevel multinominal logistic model, in what format should the data set be prepared? What about any other technical pearls?

In practice it will depend on which software you use to fit the model, but generally data will be in long format, with one row for every subject/unit
