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Who needs a robust understanding of constrained data should study the pitfalls of compositional data in interaction models. Learn how the closure problem, spurious correlations, and log-ratio transformations differ in a professional context. This expert guide ensures your statistical synthesis is technically sound and highly reliable for all.