Data from two large-scale experiments is provided. In total, 192 participants were recruited to construct composites of target faces unfamiliar to them. Composite quality was assessed by asking 110 participants familiar with the target identities to each attempt to name a subset of 12 composites. Naming responses were coded as correct for the target name (a score of 1) or otherwise (a score of 0) producing a binary dataset for each experiment.