People-focused frameworks


A fictitious scenario designed to prompt reflection and discussion about issues at the intersection of datasets, AI, documentation and transparency as you go through the Playbook.

Taxonomy of Stakeholders

Explore our taxonomy of stakeholders, their tasks, and the decisions they make.

Agent Information Journeys

Capture the unique information needs of different audiences of your Data Card or documentation as information journeys.


Learn about different granularities of framing questions. Balance focal lengths for a clear picture of your dataset.

Dataset-focused frameworks


A novel knowledge acquisition framework to systematically ask transparency-focused questions about datasets.


Five signals from Data Cards that help readers arrive at informed conclusions about your dataset.