Multivariable Analysis

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Multivariable analysis is confusing! Whether you are performing your first research project or attempting to interpret the output from a multivariable model, you have undoubtedly found this true. Basic biostatistics books are of little to no help to you, since their coverage often stops short of multivariable analysis. However, existing multivariable analysis books are too dense with mathematical formulas and derivations and are not designed to answer your most basic questions. Is there a book that steps aside from the math and simply explains how to understand, perform, and interpret multivariable analyses?