Best Practices for Managing Data Annotation Projects

Tina Tseng, Amanda Stent, Domenic Maida

Abstract: Annotation is the labeling of data by human effort. Annotation is critical to modern machine learning, and Bloomberg has developed years of experience of annotation at scale. This report captures a wealth of wisdom for applied annotation projects, collected from more than 30 experienced annotation project managers in Bloomberg's Global Data department.