Keisha… Dora T… Hopeto… Yu-lin…

Here is the professional framework for identifying the mathematical pitfalls of compositional data in interaction models. Learn the technical nuances of the closure problem and the role of log-ratio transformations. This guide ensures your data reporting is precise, providing a stable and reliable foundation for your research and analytical tasks.