Compositional modeling of plant communities with Dirichlet regression

Compositional data, where observations represent proportions that sum to a constant, are ubiquitous in ecology, yet many analysts fall back on problematic approaches like separate binomial models, beta regression on ratios, or worse, standard linear regression on raw proportions. These methods ignore the fundamental constraint that proportions must sum to …