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How to navigate the mathematical pitfalls of compositional data within interaction models professionally. Learn about the closure problem, avoid spurious correlations, and implement log-ratio transformations for technical accuracy. This expert guide ensures your statistical analysis remains robust when dealing with constrained data structures.