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Challenge Algorithmic Bias

Objectives

Learn and Support

Learn how algorithms impact decisions in finance, jobs, and justice. Support efforts to audit and regulate biased algorithms.

Advocate for Transparency

Advocate for transparency in automated decision-making. Educate others about the risks of algorithmic discrimination.

Demand Accountability

Demand accountability from companies using AI and automation.

Promote Inclusive Design

Encourage the development and use of algorithms that are inclusive, fair, and regularly reviewed for bias.

What You Can Do

Learn how algorithms shape lives

Read reports like ProPublica’s study on predictive policing or MIT’s Gender Shades project exposing facial recognition bias.

Take a free AI ethics course

Try Elements of AI or Data Ethics, AI, and Responsible Innovation (University of Edinburgh, free online).

Support watchdog groups

Back the Algorithmic Justice League, Data & Society, or AI Now Institute, which audit and challenge biased systems.

Demand algorithmic transparency

When interacting with schools, employers, or agencies, ask if decisions involve automated systems and request explanations.

Push for independent audits

Support initiatives like the AI Audit Toolkit or laws requiring regular bias audits for companies deploying AI.

Promote inclusive datasets

Highlight and share projects like Google’s skin-tone scale research or Inclusive Images dataset to improve representation.

Share fairness tools

Encourage developers and organizations to use open-source toolkits like Aequitas, Fairlearn, or AI Fairness 360 for bias testing.

Advocate for stronger policy

Support regulations like the Algorithmic Accountability Act (U.S.) or the EU AI Act that require transparency and fairness in AI.

Helpful Tools

AI Now Institute
ainowinstitute.org

Algorithmic Justice League
ajl.org

Center for Humane Technology
humanetech.com

Data & Society
datasociety.net

Data Ethics & AI Course
ed.ac.uk

Elements of AI
elementsofai.com

Ethical Design Manifesto
ind.ie

Fairlearn
fairlearn.org

Gender Shades
gendershades.org

Monk Skin Tone Scale
skintone.google

ProPublica: Machine Bias
propublica.org

Terms of Service; Didn't Read
tosdr.org

The Social Dilemma
thesocialdilemma.com