Complementary Toolkits
Below are some complementary toolkits developed by various organisations, including educational materials, resources, templates, and checklists, which all aid different stakeholders in the production of open data sets.
Use Cases

Lacuna Fund Learning and Evaluation Report
Report
The report aimed to assess what aspects of Lacuna Fund have effectively and efficiently enabled the creation, expansion, and maintenance of representative and unbiased training datasets for ML; examine process challenges experienced by stakeholders; and provide recommendations for improvement.

The Responsible Foundation Model Development Cheatsheet
Guide
The research is aimed at shaping responsible development practices with a growing collection of 250+ tools and resources. This includes a survey of resources (e.g. software, documentation, frameworks, guides, and practical tools) that support informed data selection, processing, and understanding, precise and limitation-aware artifact documentation, efficient model training, advance awareness of the environmental impact from training, careful model evaluation of capabilities, risks, and claims, as well as responsible model release, licensing and deployment practices.