Tag: Representation
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Why the World Needs More Women Data Scientists
Author: Ugonma Nwankwo, Michael Pisa; Publisher: Center for Global Development; Publication Year: 2021. The following article discusses how evidence-based policy making is ineffective when it relies on biased information, a potential source for this is…
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Incorporate Inclusivity – Data Science Ethics Podcast
Author: Marie Weber, Lexy Kassan; Publisher: Data Science Ethics; Publication Year: 2020. The following podcast episode discusses making sure that minorities are represented in the process of both building and testing especially if the results…
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Crunching the Numbers on Diversity in Data Science: Events & Resources to Foster Inclusion
Author: Laramie Paxton; Publisher: Medium; Publication Year: 2020. The following article describes how data science is currently one of the most attractive jobs due to job availability and competitive salaries, but it has a diversity…
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8 Types of Data Bias That Can Wreck Your Machine Learning Models
Biased Data, Discrimination, Machine Learning, Representation, Selection Bias, Systemic Bias, Underrepresented DatasetsAuthor: Joanna Kaminska; Publisher: Statice; Publication Year: 2022. The following article discusses how it is important to know that while working with data there is a possibility that the data is biased; this is a…
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Truth in Pictures: What Google Image Searches Tell Us About Inequality at Work
Author: Gretchen Hellman; Publisher: Diversity Employers; Publication Year: 2017. The following article speaks about the bias of search engines. If you were to look for images of a “professor” or “CEO” you would find images…
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The Impact of AI on Society
Author: N/A; Publisher: Data Ethics 4 All; Publication Year: N/A. The following panel discusses ethical artificial intelligence (AI) practices, and how the data science community needs to balance human values with the values of an…
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Trust in the Digital Age Requires Data Ethics and a Data Literate Workforce
Author: Andrew Beers; Publisher: Forbes; Publication Year: 2022. The following article lists guidelines for ethical standards for companies using data ethics and AI. The first of the 3 guidelines is by setting up review panels.…