Literature

This page contains links to literature related to data-envelopes and to dataset documentation and contextualisation in general.

Do you know a good reference that isn’t listed here? Please let us know.

• Alkemade et al, “Datasheets for Digital Cultural Heritage Datasets”, 2023
• Gebru et al, “Datasheets for Datasets”, 2018
• Jo and Gebru, “Lessons from Archives: Strategies for Collecting Sociocultural Data in Machine Learning”, 2020
• Heger et al, “Understanding Machine Learning Practitioners’ Data Documentation Perceptions, Needs, Challenges, and Desiderata”, 2022
• Lehmann et al, “Guidelines for the Documentation of Ethical, Legal and Social Issues (ELSI) in Cultural Data”, 2025
• Luthra and Eskevich, “Data-Envelopes for Cultural Heritage: Going beyond Datasheets”, 2024
• Maemura and Byrne, “Datasheets for Web Archives Toolkit”, 2024
• Pushkarna et al,”Data Cards: Purposeful and Transparent Dataset Documentation for Responsible AI”, 2022
• Roman et al, “Open Datasheets: Machine-readable Documentation for Open Datasets and Responsible AI Assessments”, 2023
• Subramaniam et al, “Comprehensive and Comprehensible Data Catalogs: The What, Who, Where, When, Why, and How of Metadata Management”, 2023