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