Tag: Fairness

Using Data Science to Boost Diversity, Using Diversity to Boost Data Science

Data Revolution, Data Science, Equity, Fairness, Unseen Bias

Author: Matt Swayne; Publisher: Penn State; Publication Year: 2021. The following article discusses the symposium, “Harnessing the Data Revolution to Enhance Diversity,” which had the message “Data science can only be data science for good…
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The importance of an ethical AI implementation in the financial industry

Algorithms, Biased AI, Cyberattacks, Ethical Guidance, Fairness, Machine Learning, Transparency

Author: Marc Garay Publisher: NTT Data Publication Year: 2021 Summary: The following article discusses how a financial institution can implement compatible ethical guidelines when trying to implement machine learning to keep up with the needs…
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Delayed Impact of Fair Machine Learning

Fairness, Fairness Criteria, Machine Learning

Author: Lydia T. Liu, Sarah Dean, Esther Rolf, Max Simchowitz, Moritz Hardt; Publisher: BAIR; Publication Year: 2018. The following article discusses the pursuit of fairness in terms of machine learning implementation in regards to treatment…
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AI Ethics Left Hanging When AI Wins Art Contest And Human Artists Are Fuming

AI Usage, Artificial Intelligence, Fairness, Image Generation, Philosophy

Author: Lance Eliot; Publisher: Forbes; Publication Year: 2022. The following article discusses how recently in Colorado someone submitted art into a competition and won, the catch being that they used artificial intelligence (AI) to create…
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Data Science Ethics – What Could Go Wrong and How to Avoid It

Accessible, Consent, Consumer Data, Consumer Privacy, Discrimination, Fairness, Fairness Accountability Transparency, Findable, Interoperable, Reusable, Transparency

Author: Kylie Ying; Publisher: freeCodeCamp; Publication Year: 2021. The following article discusses how the notion of informed consent quickly fades in a business setting, where it may be in fine print or even without our…
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A.I. Bias Caused 80% Of Black Mortgage Applicants To Be Denied

Artificial Intelligence, Fairness, Fintech, Home Ownership, Mortgage, Racial Bias

Author: Kori Hale; Publisher: Forbes; Publication Year: 2021. The following article describes a specific instance of an unethical artificial intelligence (AI) program where across the board minorities are being rejected from mortgage requests at higher…
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AI & Data Fairness & Bias

AI Bias, Algorithms, Fairness, Inclusivity

Author: Kathleen Walch, Ronald Schmelzer; Publisher: AI & Data Today; Publication Year: N/A. The following podcast focusses on how building frameworks can help avoid the pitfalls associated with bias and fairness in artificial intelligence (AI).…
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How I’m Fighting Bias in Algorithms

Algorithmic Bias, Coded Gaze, Discriminatory Practices, Facial Recognition Systems, Fairness, Machine Learning, Representation in Training Datasets

Author: Joy Buolamwini; Publisher: TED; Publication Year: N/A. The following speech discusses how algorithmic bias, or the “coded gaze,” can lead to discriminatory practices. Machine learning is being used for facial recognition but a lack…
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Global Data Ethics Pledge

Fairness, Openness, Reliability, Social Benefit, Trust

Author: N/A; Publisher: Data4Democracy; Publication Year: 2021. The following document was created by the organization, Data4Democracy. Data4Democracy is a volunteer organization that brings together data practitioners from all over the world to work on data…
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