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Where compositional data is used in interaction models, researchers must account for specific mathematical pitfalls. Discover the professional solutions for the closure problem, spurious correlations, and log-ratio transformations. This guide provides the technical expertise required to conduct high-quality, rigorous statistical data analysis.