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Previous research has shown strong cross-cultural agreement in facial attractiveness judgments. However, these studies all used a theory-driven approach in which responses to specific facial characteristics are compared between cultures. This approach is constrained by the predictions that can be derived from existing theories and can therefore bias impressions of the extent of cross-cultural agreement in face preferences. We directly addressed this problem by using a data-driven, rather than theory-driven, approach to compare facial attractiveness judgments made by Chinese-born participants who were resident in China, Chinese-born participants currently resident in the UK, and UK-born and -resident White participants. Analyses of the shape principal components along which faces naturally varied suggested that Chinese and White UK participants used face-shape information in different ways when judging attractiveness. In other words, the data-driven approach used in the current study revealed cross-cultural differences in face-shape preferences that were not apparent in studies using theory-driven approaches.