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Fairness, Bias, and Research Governance / Fairness Perception, Resource Allocation, and Interaction Presentation

How do different information presentation methods (e.g., text vs. scatter plots) affect public perception of ML predictor fairness?

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

How do different information presentation methods (e.g., text vs. scatter plots) affect public perception of ML predictor fairness?

CHI '21Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors

Similar questions

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

Across social scenarios, are individuals' fairness preferences related to their perception of decision error risk?

IUI '24Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

How do risk characteristics of specific scenarios affect people's preference for fairness metrics?

IUI '24Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

Do fairness metric preferences differ significantly across groups (e.g., racial background, privilege status)?

IUI '24Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

How do feature explanations affect human reliance on AI recommendations and the ability to correct them?

CHI '24Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

Do feature explanations help improve allocative fairness (fairness of allocation outcomes)?

CHI '24Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation

What is the relationship between perceived fairness and improvements in allocative fairness?

CHI '24Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making

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Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?

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