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SmartPLS is a software tool designed for SEM and PLS analysis, widely used in various fields, including business, psychology, education, and healthcare. SmartPLS 4 is the latest version of the software, offering a range of innovative features, such as improved algorithms, enhanced graphics, and a more user-friendly interface. With SmartPLS 4, users can perform complex analyses, including PLS-SEM, PLS-DA, and IPMA, among others. In the world of structural equation modeling (SEM)