What is demographic parity?
An example of an AI chatbot conversation about demographic parity in AI and fairness.
Can you explain what demographic parity means?
Demographic parity refers to a fairness criterion in machine learning where the outcomes are independent of sensitive attributes like race or gender.
Why is demographic parity important in AI?
It's important because it helps ensure that AI systems do not discriminate against certain groups, promoting fairness and equity.
How is demographic parity measured?
It's typically measured by comparing the proportion of positive outcomes across different demographic groups to ensure they are similar.
Can you give an example of demographic parity in action?
Sure! If a hiring algorithm selects candidates, demographic parity would mean that the selection rates for different genders or ethnicities are roughly equal.
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