Nature Catalysis, Published online: 31 July 2026; doi:10.1038/s41929-026-01572-1 Constructing reliable models for the discovery of heterogeneous catalysts requires high-quality data. This round-robin study reveals the need for rigorous assessment of uncertainty when selecting the input and output features of data-driven models.