The document discusses the role of data journals in incentivizing open scholarship. It notes that scientific validation, dissemination, and further development form the social contract of science. However, publishers, researchers, and libraries have at times engaged in "scientific malpractice" that undermines this social contract. Data journals and metajournals have been proposed as one way to incentivize open data practices and remedy issues caused by scientific malpractice. Specifically, data papers allow data to be cited similarly to bibliographic citations, which researchers, universities, and research assessment frameworks may better recognize and reward compared to other data sharing methods.