Data Ethics Repository

Tag: Data Modeling

Understanding Data Bias

Biased Data, Data Collection, Data Modeling, Discriminatory Practices, Omitted Variable Bias, Response Bias

Author: Prabhakar Krishnamurthy; Publisher: Medium; Publication Year: 2019. The following article discusses how most datasets suffer from bias which can affect conclusions drawn from the data in a way that is discriminatory. This paper describes…
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Ethics and Data Science

Consent, Consequences, Control, Data Collection, Data Interpretation, Data Modeling, Guidelines, Model Implementation

Author: Mike Loukides, Hilary Mason, DJ Patil; Publisher: O’Reilly; Publication Year: 2018. The following book focuses on implementing ethical guidelines into data scientists’ daily work. The authors provide 5 framing guidelines: consent, clarity, consistency, control,…
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