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Why the correct handling of compositional data in interaction models is a critical skill for professional researchers. Learn to apply log-ratio transformations correctly to avoid the closure problem and spurious correlations. This technical guide helps you avoid common errors, ensuring your results are accurate, robust, and scientifically sound.