The standards program of the AAMC
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Data Standards | Resources.Data.Gov

The U.S. federal Data Standards Repository is a centralized platform designed to accelerate the creation and adoption of data standards across government agencies. It offers a comprehensive catalog of metadata, classification, and content standards, along with policies and guidance to support consistent and interoperable data practices. This resource is particularly valuable for federal data managers, technologists, and policymakers aiming to enhance data quality and interoperability.

What is the Five Safes framework? | UK Data Services

The Five Safes Framework is a set of principles developed by the UK's Office for National Statistics to enable secure research access to sensitive data. It encompasses five dimensions: Safe Projects, Safe People, Safe Data, Safe Settings, and Safe Outputs. This framework has become best practice in data protection, balancing the demands of open science with the need for confidentiality. It's widely adopted by Trusted Research Environments (TREs) across the UK, including the UK Data Service's SecureLab, to facilitate responsible data use. ICNARC+3

Find Data Ethics Guidance, Standards and Frameworks | GOV.UK

he UK government's Data Ethics Guidance provides a suite of frameworks and tools to support responsible data and AI use across the public sector. It includes the Data Ethics Framework, which outlines principles for appropriate and responsible data use, and the Five Safes Framework for secure data access. This guidance is essential for public servants, policymakers, and data practitioners aiming to ensure ethical considerations are embedded throughout the data lifecycle.