This document introduces Scientific Data, a new peer-reviewed journal for publishing data descriptors from Nature Publishing Group. It will provide structured metadata and narrative articles to describe datasets for reuse. The journal is now open for submissions and will launch in May 2014, featuring an advisory panel and sections for standardized data descriptor articles and experimental metadata. It aims to give proper credit for data sharing and promote open access, reuse and peer review of curated scientific datasets.