Informed decisions on whether and how to (re)use digital datasets are dependent on an understanding about the quality of the underpinning data and relevant information. This new paper addresses the challenges and promotes the creation and (re)use of freely and openly shared information about the quality of individual datasets. Members of several groups around the world have undertaken an effort to develop international community guidelines with practical recommendations for the Earth science community, collaborating with international domain experts.