Ep 18 | Bias in Data Science - Data or Science? with Annie Hou, SVP of Data Science at GroupM
Update: 2021-01-19
Description
In Episode 18 of Driven by Data: The Podcast, Kyle Winterbottom is joined by Annie Hou, SVP of Data Science at GroupM, where they discuss bias in data science; which includes:
- Why data isn't a commodity
- Where bias comes from and how to mitigate it
- Why we need a call to arms of critical modelling
- How data is not the sole answer to all our questions, nor can it ever be
- The importance of human judgement & critical thinking
- The need for better design of data collection
- Real-life use cases of bias
- The commercial impact of bias within an organisation
- The importance of understanding the context by which the data exists
- Why ML/DS degrees aren't helping
- How we are starting to understanding the impacts of Data Ethics
- Why we shouldn't automate everything
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