Partial least squares prediction of the first hyperpolarizabilities of donor-acceptor polyenic derivatives

► PLS regression predicts static β values of 35 push-pull organic molecules. ► PLS equations show correlation of β with structural-electronic parameters. ► PLS regression selects best components of push-bridge-pull nonlinear compounds. ► PLS analyses can be routinely used to select novel second-order materials.