Ultimately, the study provides a guide for purchasers to identify the dimensions
of satisfaction to manage for satisfactory buyer–supplier relationships, namely perceived growth opportunity,
relational behavior, operative excellence and profitability. The application of the new procedure for
creating cross-validated, out-of-sample point predictions reinforces the practical relevance of these findings,
which indicates a satisfactory prediction of cases outside the modeling sample.