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SmartPLS is a software tool designed for structural equation modeling (SEM), a statistical technique used to examine the relationships between observed and latent variables. SmartPLS 4 represents a significant leap forward in SEM analysis, offering a user-friendly interface, advanced algorithms, and enhanced visualization capabilities. It supports a wide range of analyses, including PLS-SEM (Partial Least Squares SEM), PLSc-SEM (Partial Least Squares Consistent SEM), and more, making it an indispensable tool for researchers across various disciplines.