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WarpPLS is a powerful statistical software package designed for Partial Least Squares (PLS) SEM. Unlike traditional PLS software, WarpPLS is distinct in its ability to identify and estimate non-linear (often "warped") relationships between variables. While standard linear SEM software assumes that the relationship between an independent variable (IV) and a dependent variable (DV) is a straight line, WarpPLS allows the data to define the shape of the relationship, revealing curves, U-shapes, and S-shapes that linear models miss. When searching for it is vital to distinguish