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Sutherland and Young (Br. J. Psychol., 113, 2022, 1056) provide a comprehensive and timely overview of recent developments in research on social judgements of faces, emphasizing the utility of data‐driven approaches. Here, we expand on this theme, focusing on how data‐driven approaches can provide new insights into the physical characteristics in face images that best predict social judgements.