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How Data Ethics Supports Governance & Monetisation

Alation

In the Cambridge Analytica case, the company went from a data strategy focused on monetisation by increased revenue to company closure due to the reputational damage from the negative media and public response. Clearly, using private Facebook data collected in a nefarious manner to sway political elections is not ethical.

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Measuring Validity and Reliability of Human Ratings

The Unofficial Google Data Science Blog

Measurement challenges Assessing reliability is essentially a process of data collection and analysis. To do this, we collect multiple measurements for each unit of observation, and we determine if these measurements are closely related. ACL-IJCNLP 2021) Data Excellence: Better Data for Batter AI (Aroyo, L.

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Themes and Conferences per Pacoid, Episode 6

Domino Data Lab

These two points provide a different kind of risk management mechanism which is effective for science, specifically data science. Of course, some questions in business cannot be answered with historical data. Instead they require investment, tooling, and time for data collection. Yuri Burda, et al.