How is multivariate analysis used in research?

Multivariate analysis is a statistical technique used in research to analyze relationships between multiple variables simultaneously. It is particularly useful when researchers want to understand how different variables interact with each other and influence an outcome of interest. By taking into account multiple factors at once, multivariate analysis enables researchers to identify complex patterns and associations that may not be apparent when examining variables individually. It can be used to examine various research questions, such as understanding the effects of several independent variables on a dependent variable, identifying latent constructs or factors that underlie observed variables, and studying the interactions between different variables. Common multivariate techniques include regression analysis, factor analysis, cluster analysis, and discriminant analysis. Overall, multivariate analysis widens the scope of analysis and enhances the understanding of complex relationships in research.

This mind map was published on 26 October 2023 and has been viewed 132 times.