Using data analytics to accelerate biopharmaceutical process scale-up

•General framework to accelerate the development cycle of biopharmaceuticals.•Pattern recognition and machine learning to aid process scale-up.•Multiway principal components analysis to identify the most productive and stable cell lines.•Procrustes analysis to assess similarity across scales.•Joint-Y projection to latent structures to predict cell-lines performance across scales.