Source: https://tendernation.io/opportunities/01a13c3e-70ea-735c-b5dc-d688faf3fcf9/technical-analysis-and-comparison-of-approaches-to-bias-identification-and-mitig closed GB open procedure Suitable for SMEs # Technical analysis and comparison of approaches to bias identification and mitigation in decision making algorithms [Department for Digital, Culture, Media and Sport](https://tendernation.io/buyers/department-for-digital-culture-media-and-sport) Often single bidder Estimated value Not stated Published 28 Sept 2019 Deadline Closed 25 Oct 2019 ## Who can bid - Buyer says suitable for SMEs The buyer ticked “suitable for SMEs” on the notice. Anyone can still bid. - Buyer says suitable for VCSEs The buyer ticked “suitable for voluntary, community and social enterprises” on the notice. - Open procedure Anyone can submit a full tender; there is no shortlisting stage. [More contracts for small businesses and VCSEs](https://tendernation.io/opportunities/for-small-businesses) ## About this tender With particular reference to approaches within financial services and recruitment, The Centre for Data Ethics and Innovation (CDEI) is commissioning a piece of research analysing, assessing and comparing the various approaches to bias mitigation as well as providing detailed technical standards which could be used to identify bias and means for mitigating bias. We will use the outputs produced through this work to develop our recommendations for Government themed around the areas of tools, data and governance which will be published in March 2020. We will provide an initial list of tools and approaches to guide the assessment and standards development, however further work will be needed to ensure this has sufficient coverage to capture all the key approaches available. The focus of our work in this space is financial services and recruitment. Therefore, we would expect this work to provide good coverage and analysis of tools that are explicitly aimed at these two sectors. ## CPV classification Research consultancy services Source Contracts Finder (UK) [View official notice](https://www.contractsfinder.service.gov.uk/notice/73af919d-37c2-4ce1-a118-54356fcb338c) Never miss a tender like this again Get AI summaries, deadline alerts and a bid pipeline for tenders matched to your business. Free to start. [Track tenders free](https://tendernation.io/register) [Buyer profile Department for Digital, Culture, Media and Sport: past awards and live tenders](https://tendernation.io/buyers/department-for-digital-culture-media-and-sport) [Sector More Research & development tenders](https://tendernation.io/sectors/research-development) ## More tenders like this [NCC1999 NE Rural Growth Programme Evaluation · Northumberland County Council · 22 days left · 10 Nov 2026](https://tendernation.io/opportunities/01a154e4-464d-73d3-9c3e-e81aa703d9f0/ncc1999-ne-rural-growth-programme-evaluation) [Nature recovery and intangible cultural heritage · Natural England · 25 days left · 12 Nov 2026](https://tendernation.io/opportunities/01a154e4-4787-7110-ab3a-3a405c46164b/nature-recovery-and-intangible-cultural-heritage) [Local Government Data Sharing Playbook: Multi-Agency Sharing in Children’s Social Care · Improvement and Development Agency for Local Government (IDeA) · 21 days left · 9 Nov 2026](https://tendernation.io/opportunities/01a154e4-4947-728c-ad83-59c066944fda/local-government-data-sharing-playbook-multi-agency-sharing-in-childrens-socia) [Specialist Advice/Advisor Service for Gloucestershire’s Advanced Engineering and Manufacturing Sector · Tewkesbury Borough Council · 28 days left · 16 Nov 2026](https://tendernation.io/opportunities/01a15476-6446-722b-9ec6-44e39018b2f6/specialist-adviceadvisor-service-for-gloucestershires-advanced-engineering-and) [Research and development services and related consultancy services – Forschungsprojekt - DZSF - Mobilitätskettenanalyse - Wie Verkehrsdaten den ländlichen Schienenverkehr stärken können · Eisenbahn-Bundesamt · 100 days left · 27 Jan 2027](https://tendernation.io/opportunities/01a15183-2140-73b5-8807-5ad43f7122d9/germany-research-and-development-services-and-related-consultancy-services-f) [Research and development services and related consultancy services – Begleitforschung Städtebauförderung - Wissenstransfer: Anwendungsleitfaden des Bundes zur Praxis Städtebauförderung · Bundesinstitut für Bau-, Stadt- und Raumforschung (BBSR) im Bundesamt für Bauwesen und Raumordnung (BBR) · 30 days left · 18 Nov 2026](https://tendernation.io/opportunities/01a15183-4375-730a-9135-c6d6d211cb68/germany-research-and-development-services-and-related-consultancy-services-b)