This journal and Scientific Data are calling for submissions containing linked open data models that embody and extend the FAIR principles: that data should be findable, accessible, interoperable and reusable by both humans and machines. These principles are achievable with existing resources, languages and vocabularies to enable computers to combine and reanalyze data sets automatically and lead humans to new discoveries.