Practice - Measurement Bias (Feature Definition Bias / Proxy Bias)
Practice Questions
Test your understanding with targeted questions
Define Measurement Bias in your own words.
💡 Hint: Think about how biases can emerge during model training.
What is a Proxy Bias?
💡 Hint: Consider how indirect measures might mask real discrepancies.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What is Measurement Bias?
💡 Hint: Think about how different definitions can alter data representations.
True or False: Proxy Bias can occur even if sensitive variables are not included in the model.
💡 Hint: Consider how indirect associations can still influence outcomes.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Given a dataset that measures customer satisfaction based solely on online surveys, outline a plan to address possible Measurement Bias.
💡 Hint: Think about incorporating multiple perspectives to gather balanced data.
Critically evaluate the implications of using proxy variables in AI models. How can they lead to unintended discrimination?
💡 Hint: Consider how proxies might oversimplify complex social issues.
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Reference links
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