Systemic Data Ethics Framework

Explore

Sources

The Source Database

Authors and Organizations

Data Ethics Principles

A collection of data ethics principles in our sources

Current number of sources:

45

Top 5 sources:

KPMG Data and Artificial Intelligence (AI) Ethics Navigator AI Risk and Controls Matrix Intro to data ethics GDPR Ethics guidelines for trustworthy AI

Source depth

Source depth

Overall domain representation

Overall domain representation

Overall balance of levels

Overall balance of levels

Overall balance of dimensions

Overall balance of dimensions

Domain depth

This table shows how much information we can find on each of the domains based on indexed sources.

Lighter colours indicate more information, darker colours less.

[TODO: ADD DOMAIN LABELS]

Sources by primary domain

Sources by primary domain

primary domain

title

url

Strategy

ASILOMAR AI PRINCIPLES

https://futureoflife.org/ai-principles/

2009 National Business Ethics Survey

https://web.archive.org/web/20150501022700/http://www.ethics.org:80/files/u5/NBESResearchBrief2.pdf

Developing a framework for responsible innovation

https://www.sciencedirect.com/science/article/pii/S0048733313000930

A Way of Being

https://www.amazon.co.uk/Way-Being-Carl-R-Rogers/dp/0395755301/

Integrity, business ethics and the resilient organisation

https://intelligentethics.com/wp/wp-content/uploads/2017/11/integrity-business-ethics-and-the-resilent-organisation-1.pdf

What is ethical leadership

https://www.wgu.edu/blog/what-is-ethical-leadership2001.html#close

ETHICS AT WORK An employer’s guide

https://www.cipd.co.uk/Images/7919-ethics-guide_tcm18-66759.pdf

Accountability

Business Ethics and Big Data

https://www.ibe.org.uk/resource/business-ethics-and-big-data.html

Aletheia

https://www.rolls-royce.com/sustainability/ethics-and-compliance/the-aletheia-framework.aspx

Transparency

Gov.uk Data ethics framework

https://www.gov.uk/government/publications/data-ethics-framework/data-ethics-framework-2020

Ethics and data science

https://www.amazon.co.uk/Ethics-Data-Science-Mike-Loukides-ebook/dp/B07GTC8ZN7/ref=sr_1_1?dchild=1&keywords=Ethics+and+Data+Science&qid=1613065721&sr=8-1

Sustainability

Beijing AI Principles

https://www.baai.ac.cn/news/beijing-ai-principles-en.html

Ethical AI Governance Framework

https://uploads-ssl.webflow.com/5c8abedb10ed656ecfb65fd9/6032f1fe8177f066d8083a09_Saidot%20Ethical%20AI%20Governance.pdf

Fairness

Big Data and AI Executive Survey 2021

https://c6abb8db-514c-4f5b-b5a1-fc710f1e464e.filesusr.com/ugd/e5361a_76709448ddc6490981f0cbea42d51508.pdf

KPMG Data and Artificial Intelligence (AI) Ethics Navigator

https://atlas.kpmg.com/de/en/business-analytics/details/data-and-artificial-intelligence-(ai)-ethics-navigator

From What to How: An Initial Review of Publicly Available AI Ethics Tools, Methods and Research to Translate Principles into Practices

https://link.springer.com/article/10.1007/s11948-019-00165-5

Applying legitimate interests in practice

https://ico.org.uk/for-organisations/guide-to-data-protection/guide-to-the-general-data-protection-regulation-gdpr/legitimate-interests/how-do-we-apply-legitimate-interests-in-practice/

Infrastructure

GDPR

https://ico.org.uk/for-organisations/guide-to-data-protection/guide-to-the-general-data-protection-regulation-gdpr/

Intro to data ethics

https://www.scu.edu/media/ethics-center/technology-ethics/IntroToDataEthics.pdf

Data Ethics Principles

https://dataethics.eu/data-ethics-principles/

THE PRINCIPLES OF SAFE AI

https://investindk.com/insights/denmark-paves-the-way-for-implementation-of-trust-by-design

AI Risk and Controls Matrix

https://assets.kpmg/content/dam/kpmg/uk/pdf/2018/09/ai-risk-and-controls-matrix.pdf

Confronting the risks of artificial intelligence

https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/confronting-the-risks-of-artificial-intelligence

Application

Understanding AI ethics and safety

https://www.turing.ac.uk/sites/default/files/2019-06/understanding_artificial_intelligence_ethics_and_safety.pdf

Ethically Aligned Design

https://standards.ieee.org/content/dam/ieee-standards/standards/web/documents/other/ead1e.pdf

Ethics guidelines for trustworthy AI

https://ec.europa.eu/digital-single-market/en/news/ethics-guidelines-trustworthy-ai

Consequences

Responsible Innovation: A Best Practices Toolkit

https://docs.microsoft.com/en-us/azure/architecture/guide/responsible-innovation

Responsible Stakeholder Considerations - A Starter for Ten

https://static1.squarespace.com/static/5ff34da2fbf14e2399fafadc/t/601455205e64c93bce6ea2cb/1611945249137/Responsible+Stakeholders+Starter+for+Ten.pdf

CDEI AI Barometer

https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/894170/CDEI_AI_Barometer.pdf

Materials

ODI canvas

https://theodi.org/article/data-ethics-canvas

Accenture’s universal principles of data ethics

https://www.accenture.com/_acnmedia/pdf-24/accenture-universal-principles-data-ethics.pdf

Guidelines for AI Procurement

https://www.gov.uk/government/publications/guidelines-for-ai-procurement/guidelines-for-ai-procurement

Guidelines for the Ethical Use of AI and Big Data Systems

https://www.project-sherpa.eu/wp-content/uploads/2019/12/use-final.pdf

Inclusivity

Tenets

https://www.partnershiponai.org/tenets/

Compliance

Biases in AI systems

https://queue.acm.org/detail.cfm?id=3466134p

Sources Matrix

The matrix below assigns aspects from different frameworks to different domains within our Systemic Data Ethics Map. This form of system map will always have some fuzzy edges - it’s never possible to perfectly assign “everything” into 12 domains.

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The Source Database

Domain depth

level
Intention depth
Implementation depth
Information depth
Implication depth
1
Governance
2
Operations
3
Design
There are no rows in this table

Sources Matrix

Filter by source :
ODI canvas

The Source Database

Domain depth

levelIntention depthImplementation depthInformation depthImplication depth1Governance2Operations3DesignThere are no rows in this table

Sources Matrix

Filter by source : ODI canvas

level
Intention depth
Implementation depth
Information depth
Implication depth
1
Governance
2
Operations
3
Design
There are no rows in this table

Filter by source :
ODI canvas