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Why comparing PLS, Lasso, and Ridge regression is critical for modeling multicollinear chemical data. This professional guide explains how to link physico-chemical properties to degradation rates with technical precision. Master these advanced statistical techniques to ensure your environmental models are robust, accurate, and scientifically valid.