helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
Across social scenarios, are individuals' fairness preferences related to their perception of decision error risk?Direction: Fairness, Bias, and Research Governance
Fairness Perception, Resource Allocation, and Interaction Presentation
Stats are based on currently indexed question data; missing sources remain visible.
44
items
11
sources
2024
latest
All questions
44 items
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do risk characteristics of specific scenarios affect people's preference for fairness metrics?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
Do fairness metric preferences differ significantly across groups (e.g., racial background, privilege status)?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Automated decision systems involve risk in sensitive scenarios, and their fairness is difficult for users to trust.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do feature explanations affect human reliance on AI recommendations and the ability to correct them?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
Do feature explanations help improve allocative fairness (fairness of allocation outcomes)?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
What is the relationship between perceived fairness and improvements in allocative fairness?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
AI systems may amplify bias in tasks, leading to unfair allocations, such as gender discrimination in occupational prediction.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How can an interactive system be designed to detect and debug social bias in pretrained text representations?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How can users dynamically define and explore domains and types of bias?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
What visualization methods can efficiently show interaction bias across multiple social subgroups?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Pretrained text models may contain social bias, leading to injustice in downstream applications.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How does price discrimination by algorithms (versus humans) affect consumers' sense of price fairness?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do consumers respond differently to algorithmic versus human pricing across discrimination types (favorable and unfavorable)?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do attribution mechanisms explain consumer responses to algorithmic and human pricing?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Consumers feel algorithmic pricing and price discrimination are unfair, affecting purchase satisfaction and brand trust.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How can Shapley values improve fairness in resource allocation in adaptive social exergames?IUI '23Improving Fairness in Adaptive Social Exergames via Shapley Bandits
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How does a Shapley Bandit-based fairness optimization model affect user motivation and team cohesion?IUI '23Improving Fairness in Adaptive Social Exergames via Shapley Bandits
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How does Shapley Bandit outperform traditional MAB algorithms in long-term user engagement and behavior intervention?IUI '23Improving Fairness in Adaptive Social Exergames via Shapley Bandits
lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Low-performing users' engagement is easily overlooked in social exergames, creating unfair experiences.IUI '23Improving Fairness in Adaptive Social Exergames via Shapley Bandits
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How can data visualization narrate and support community political and social goals?CSCW '23The Opportunity Cost: Using a Narrative Approach to Reframe Pro-equity Urban Informatics
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
Which narrative elements in visualization are crucial for action logic promoting social equity?CSCW '23The Opportunity Cost: Using a Narrative Approach to Reframe Pro-equity Urban Informatics
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How might data dashboards inadvertently reinforce or undermine social equity goals?CSCW '23The Opportunity Cost: Using a Narrative Approach to Reframe Pro-equity Urban Informatics
lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Existing data dashboards may deviate from real needs of social equity.CSCW '23The Opportunity Cost: Using a Narrative Approach to Reframe Pro-equity Urban Informatics
helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
In multiplayer online games, how do punishment explanations affect players' perceptions of transparency and fairness?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do players' perceived procedural and restorative justice affect their coping strategies?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do different punishment mechanisms affect players' interaction experience and behavior adjustment?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Players develop negative emotions from punishment, affecting game experience and community atmosphere.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do information presentation formats (e.g., text and visualization) affect users' fairness in resource allocation?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
Do individual-level information frames promote fairer allocation than group-level information frames?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
Can interactive tools reduce users' cognitive biases and improve resource allocation decisions through real-time feedback?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Donors struggle to allocate relief resources fairly due to cognitive biases.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How are novices defined in data visualization research?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do current definitions of novices show consistency or contradiction in practice?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
What shortcomings exist in participant representativeness and evaluation methods in current data visualization research?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Unclear definitions of data visualization novices lead to designs lacking generalizability.helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
In multi-sequence decision-making, how can anchoring bias be detected and corrected to improve fairness and accuracy?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
What effective anchoring-state correction methods can be built on support vector machines and reinforcement learning?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How can instance presentation order be dynamically optimized to reduce anchoring effects?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Evaluators in multi-sequence tasks are prone to anchoring bias from decision order, reducing fairness and accuracy.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?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How does variable display affect fairness evaluation in different contexts (e.g., criminal recidivism risk assessment vs. loan approval)?helpResearch questionFairness Perception, Resource Allocation, and Interaction Presentation
How do users' background characteristics (e.g., gender, education level) moderate their perception of algorithmic predictor fairness?lightbulbPractical problemFairness Perception, Resource Allocation, and Interaction Presentation
Non-technical users struggle to understand whether complex AI predictors are fair.Related papers
IUI 2024
Do Crowdsourced Fairness Preferences Correlate with Risk Perceptions?
Chowdhury Mohammad Rakin Haider, Christopher Clifton, Ming Yin
CHI 2024
Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making
Jakob Schoeffer, Maria De-Arteaga, Niklas Kühl
CHI 2024
STILE: Exploring and Debugging Social Biases in Pre-trained Text Representations
Samia Kabir, Lixiang Li, Tianyi Zhang
CHI 2024
I lose vs. I earn: Consumer perceived price fairness toward algorithmic (vs. human) price discrimination
Xiaoping Zhang, Xusen Cheng
CHI 2023
Transparency, Fairness, and Coping: How Players Experience Moderation in Multiplayer Online Games
Renkai Ma, Yao Li, Yubo Kou
CHI 2023
Designing Resource Allocation Tools to Promote Fair Allocation: Do Visualization and Information Framing Matter?
Arnav Verma, Luiz Morais, Pierre Dragicevic
CHI 2023
Who Do We Mean When We Talk About Visualization Novices?
Alyxander Burns, Christiana Lee, Ria Chawla
CHI 2022
AI-Moderated Decision-Making: Capturing and Balancing Anchoring Bias in Sequential Decision Tasks
Jessica Maria Echterhoff, Matin Yarmand, Julian McAuley
CHI 2021
Effect of Information Presentation on Fairness Perceptions of Machine Learning Predictors
Niels van Berkel, Jorge Goncalves, Daniel Russo
Adjacent categories
Fairness, Bias, and Research Governance
Algorithmic Decision Accountability, Contestability, and User Auditing
121 items
Fairness, Bias, and Research Governance
Machine Learning Fairness and Data Development Practices
114 items
Fairness, Bias, and Research Governance
Race, Ethnicity Bias, and Black/Latinx/Indigenous/Minority Representation in Technology
98 items
Fairness, Bias, and Research Governance
Healthcare Equity, Clinical Algorithm Fairness, and Marginalized Patient Support
94 items
Fairness, Bias, and Research Governance
Bias and Fairness in Large Language Models and GenAI
86 items
Fairness, Bias, and Research Governance
Participatory Design and Community Equity Governance
76 items
Fairness, Bias, and Research Governance
Fairness, Bias, and Cultural Adaptation in Online Content Moderation
75 items
Fairness, Bias, and Research Governance
Educational Algorithm Fairness, Learning Opportunity, and Marginalized Student Support
74 items