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Using random effects models in prediction problems

The Unofficial Google Data Science Blog

We have many routine analyses for which the sparsity pattern is closer to the nested case and lme4 scales very well; however, our prediction models tend to have input data that looks like the simulation on the right. Data analysis using regression and multilevel/hierarchical models." Cambridge University Press, (2006). [2]