Fig. 7From: Incorporating random effects in biopharmaceutical control strategiesWorkflows for creating control strategies based on regression models. The left column describes an approach that uses OLS models for the estimation of PARs. A mixed-model-based workflow is summarized on the right. The differences in the steps involved are subtle but generally result in a more realistic estimation of variance and therefore a more robust control strategyBack to article page