How to Interpret Results of Multivariate Analyses?

Interpreting results from multivariate analyses requires understanding the coefficients, p-values, and confidence intervals. Important considerations include:

Coefficients: Indicate the direction and magnitude of the relationship between an independent variable and the outcome.
P-values: Assess the statistical significance of the coefficients. Typically, a p-value less than 0.05 indicates a significant association.
Confidence Intervals (CIs): Provide a range of values within which the true effect size is expected to lie. Narrow CIs indicate more precise estimates.