Data ethics
Being able to show that researchers, statisticians and analysts have not only considered how they can use data but also how they should use data, from an ethical perspective, is vital to ensuring public acceptability around the use of data for research and statistical purposes.
As the UK’s national statistical institute, we play a lead role in providing statisticians, researchers and analysts with applied sources of advice, guidance and other tools to help them ensure they use data in ethically appropriate ways.
Our Data Ethics team leads our provision of data ethics services, helping to ensure that the collection, access, use and sharing of data is ethical and for the public good. To find out more about the various forms of work that we engage in, please explore our web pages below.
Centre for Applied Data Ethics Policy
The Centre for Applied Data Ethics Policy was established by the UK Statistics Authority in 2021 to provide practical support and thought leadership in the application of data ethics by the research and statistical community. It forms part of the activities of the UK Statistics Authority data ethics team.
The Centre aims to provide a world leading resource that addresses the current and emerging needs of user communities, collaborating with partners in the UK and internationally to develop user-friendly, practical guidance, training and advice in the effective use of data for the public good.
You can read about some of our Centre activities in our letter to the House of Commons Public Administration and Constitutional Affairs Committee.
Ethical principles
In reviewing project and policy proposals, we will provide advice to the National Statistician on the basis of the following principles:
- The use of data has clear benefits for users and serves the public good.
- The data subject’s identity (whether person or organisation) is protected, information is kept confidential and secure, and the issue of consent is considered appropriately.
- The risks and limits of new technologies are considered and there is sufficient human oversight so that methods employed are consistent with recognised standards of integrity and quality.
- Data used and methods employed are consistent with legal requirements such as Data Protection Legislation[1], the Human Rights Act 1998, the Statistics and Registration Service Act 2007 and the common law duty of confidence.
- The views of the public are considered in light of the data used and the perceived benefits of the research.
- The access, use and sharing of data is transparent, and is communicated clearly and accessibly to the public.
[1] “Data Protection Legislation” means the full, applicable data protection framework as set out in the Data Protection Act 2018. This encompasses general processing (including the General Data Protection Regulation and the applied GDPR).
These principles are reviewed regularly.
Guidance and support
Ethics guidance documents
- Ethical considerations in the use of geospatial data for research and statistics
- Considering public good in research and statistics: Ethics guidance
- Considering public views and engagement regarding the use of data for research and statistics
- Using data from third parties for research and statistics: High-level ethics checklist
- Ethical considerations in the use of machine learning for research and statistics
- Ethical considerations related to the inclusivity of data for research and statistics
- Ethical considerations associated with Qualitative Research methods
- Ethical considerations relating to the creation and use of synthetic data
You can also view our other ethics-related publications and presentations undertaken as part of our engagement activities.
We want our ethics guidance to be as useful as possible in addressing the current and emerging needs of the research and statistical community.
If you would like to see practical user guidance on a particular ethics-related topic, be it data types, methods or applications, then please let us know by emailing data.ethics@statistics.gov.uk.
Ethics support
“Ethics by design” allows a consideration of ethical issues to be embedded in the design of a project, from its initial conception through to completion.
If you are involved in a major research project and would like to speak to us about embedded ethics involvement from the research design stage, please contact us at Data.Ethics@Statistics.gov.uk
Our data ethics team also provides a data ethics advisory service for all types of research and statistical projects. Visit the UK Statistics Authority’s data ethics service and the National Statistician’ Data Ethics Advisory Committee for further information.
The Centre for Applied Data Ethics Policy provides researchers and statisticians with practical guidance, training, and support in the effective and ethical use of data for the public good.
Ethics training
The Centre provides, and supports, data ethics training related to the UKSA Data Ethics Principles and the concept of ethics by design. If you could like support in developing or delivering data ethics training relevant to statistical research and projects, please get in touch by contacting data.ethics@statistics.gov.uk.
Ethics Assessments
The ethics assessment processes aims to offer researchers an understandable framework to consider the ethics of their projects throughout the research cycle. The framework provides a means to identify ethical issues and shape future discussions. The process aims to support accurate and consistent estimation of the ‘ethical risks’ of research proposals.
The Data Ethics Policy Team can support you when considering the ethics of your research project by offering further guidance, advice and training. Please contact us at data.ethics@statistics.gov.uk.
Engagement and outreach
Presentations and publications
Here you will find our presentations, publications, reviews and other engagement pieces.
You can view previous presentations and publications by the data ethics team here.
Publications
- Identifying gaps, opportunities and priorities in the applied data ethics guidance landscape
- Enabling ethical research: How can we best address emerging ethical challenges in the use of data for research and statistics?
- You may also be interested in viewing our ethics guidance publications.
Presentations
- ADR UK Conference. “Ethical pinch-points: Effectively communicating ethical consideration in research design”. November 2023.
- ‘What we do’ at the Centre for Applied Data Ethics (CADE). Show and tell Government Social Research (GSR) internal event. November 2023.
- DataConnect 2023 session on ‘Effectively communicating ethical consideration in research design’. September 2023.
- Poster presentation at the Research Ethics Conference (REC). “The CADE’s Impact and Engagement in the Data Ethics Space: What we do”, July 2023.
- Simon Whitworth (ONS) and Eric Rancourt (Stats Canada), In-depth review on data ethics, Conference of European Statisticians Seminar on Data Ethics as an Enabler of Social Acceptability, 28 June 2023.
- The African Centre of Statistics (ACS) of the United Nations Economic Commission for Africa (UNECA). Webinar on Data Stewardship in Africa: The Role of National Statistical Offices, May 2023.
- Organisation for Economic Co-operation and Development (OECD). The World Data Forum session on “Data ethics: From principles to real-world implementation”, April 2023.
- Presentation as part of the UKSA Delegation for the Future of Statistics Commission study visit. CADE presented on the UKSA’s ethical principles and how they are mobilised via different tools. March 2023.
- DataConnect 2022 session on “Quality in=Quality Out: Qualitative methods to improve your data quality”, September 2022.
- DataConnect 2022 session on “A day in the life of a Research Ethics Committee”, September 2022
- International Population Data Linkage Network Conference, September 2022
- “Ethical Considerations relating to Qualitative Research Methods” event, in collaboration with the ONS Data Quality Hub, July 2022
- UNECA Presentation session on “Experience sharing on the modernization and use of administrative data and records for statistical purposes”, June 2022
- Presentation on the data ethics services to the Public Policy Analysis Division of ONS, May 2022
- Training on the revised ethics self-assessment for the accredited processing environments, April 2022
- Scottish Data and Intelligence Network Data Showcase event, January 2022
- Royal Geographical Society /Association for Geographic Information’s Ethics Forum, January 2022
- UNESCAP/SIAP e-Learning Course on Machine Learning for Official Statistics, December 2021
- ONS-UNECE Machine Learning Group 2021 webinar, November 2021
- Government Geography Profession 2021 conference, November 2021
- UNECE/EFTA Expert Meeting on Modernizing Statistical Legislation, November 2021
- Statistics Canada International Methodology Symposium, October 2021
- Public Attitudes to Data and AI (PADAI) network, October 2021
- Royal Statistical Society International Development Section meeting, October 2021
- Housemark Ltd 10 Days of Data: Data for good? Exploring the ethics of data science, October 2021
- Introducing the UK Statistics Authority’s Centre for Applied Data Ethics Heads of Professions event, October 2021
- DataConnect21 event, September 2021
- Data for Policy Conference, September 2021
- Royal Statistical Society Conference, September 2021
- The British Society for Population Studies Conference, September 2021
- UNESCAP Asia-Pacific Stats Café: “Big Data Governance”, August 2021
- Royal Geographical Society/ Association for Geographic Information Ethics webinar, A right to be lost: Bias, Anonymity, Privacy, July 2021
- Government Economic and Social Research seminar, July 2021
- International data ethics meeting, July 2021
- UK Statistics Authority Centre for Applied Data Ethics Inaugural Roundtable event, May 2021
- Data Science, Ethics and Society Reading Group, March 2021
- ONS-United Nations Economic Commission for Europe Machine Learning 2021 group meeting, February 2021
- Government Digital Service data ethics profession in government event, January 2021
International engagement
Understanding and effectively applying data ethics within our rapidly evolving society is a global issue.
Engaging with other National Statistical Institutes, international organisations and bodies is important to us and allows us to develop a shared understanding of the range of ethical issues that exist today and how they can best be addressed.
- The Centre is leading the ethics component of a collaboration between the ONS and the UN Economic Commission for Europe (UNECE) on the ethical implementation of machine learning for the modernisation of official statistics. The Centre will collaborate with a number of National Statistical Institutes across the globe to lead the development of ethical principles providing a clear framework and tools to enable National Statistical Institutes to use machine learning in ethically appropriate ways.
- The Centre recently undertook a brief survey of data ethics challenges, priorities and approaches within other National Statistical Institutes and is convening a series of collaborator meetings with interested organisations to share learnings in this area.
- The Centre is contributing to other international initiatives, such as data ethics aspects of the UNECE Task Team on Ethical Leadership, UNESCAP Asia-Pacific Stats Cafe on Big Data Governance, and the Global Partnership for Sustainable Development Data Data Values Project.
Collaboration
We collaborate with a range of organisations to ensure that the work that we do is as relevant and useful as possible to the research and statistical community.
We also engage with others to ensure that the practical application of data ethics remains a key consideration in the wider data ethics landscape, both at home and abroad.
If you are interested in collaborating with us on any of our data ethics work, please get in touch.