Measurement as Bricolage: Examining How Data Scientists Construct Target Variables for Predictive Modeling Tasks
Fuente:
arXiv
Saved in:
| Main Authors: | Guerdan, Luke, Saxena, Devansh, Chancellor, Stevie, Wu, Zhiwei Steven, Holstein, Kenneth |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Validating LLM-as-a-Judge Systems under Rating Indeterminacy
by: Guerdan, Luke, et al.
Published: (2025)
by: Guerdan, Luke, et al.
Published: (2025)
Beyond Predictive Algorithms in Child Welfare
by: Moon, Erina Seh-Young, et al.
Published: (2024)
by: Moon, Erina Seh-Young, et al.
Published: (2024)
Wisdom of the Crowd, Without the Crowd: A Socratic LLM for Asynchronous Deliberation on Perspectivist Data
by: Khadar, Malik, et al.
Published: (2025)
by: Khadar, Malik, et al.
Published: (2025)
AI Mismatches: Identifying Potential Algorithmic Harms Before AI Development
by: Saxena, Devansh, et al.
Published: (2025)
by: Saxena, Devansh, et al.
Published: (2025)
Observe, Ask, Intervene: Designing AI Agents for More Inclusive Meetings
by: Houtti, Mo, et al.
Published: (2025)
by: Houtti, Mo, et al.
Published: (2025)
Beyond the Individual: A Community-Engaged Framework for Ethical Online Community Research
by: Zent, Matthew, et al.
Published: (2025)
by: Zent, Matthew, et al.
Published: (2025)
Funding AI for Good: A Call for Meaningful Engagement
by: Lin, Hongjin, et al.
Published: (2025)
by: Lin, Hongjin, et al.
Published: (2025)
Predictive Performance Comparison of Decision Policies Under Confounding
by: Guerdan, Luke, et al.
Published: (2024)
by: Guerdan, Luke, et al.
Published: (2024)
Making the Right Thing: Bridging HCI and Responsible AI in Early-Stage AI Concept Selection
by: Jung, Ji-Youn, et al.
Published: (2025)
by: Jung, Ji-Youn, et al.
Published: (2025)
A Framework for Evaluating LLMs Under Task Indeterminacy
by: Guerdan, Luke, et al.
Published: (2024)
by: Guerdan, Luke, et al.
Published: (2024)
The Promises and Perils of using LLMs for Effective Public Services
by: Moon, Erina Seh-Young, et al.
Published: (2026)
by: Moon, Erina Seh-Young, et al.
Published: (2026)
Unraveling Entangled Feeds: Rethinking Social Media Design to Enhance User Well-being
by: Milton, Ashlee, et al.
Published: (2026)
by: Milton, Ashlee, et al.
Published: (2026)
Secondary Stakeholders in AI: Fighting for, Brokering, and Navigating Agency
by: Ajmani, Leah Hope, et al.
Published: (2025)
by: Ajmani, Leah Hope, et al.
Published: (2025)
"I'm Petting the Laptop, Which Has You Inside It": Reflecting on Lived Experiences of Online Friendship
by: Yong, Seraphina, et al.
Published: (2025)
by: Yong, Seraphina, et al.
Published: (2025)
Socially Constructed Treatment Plans: Analyzing Online Peer Interactions to Understand How Patients Navigate Complex Medical Conditions
by: Basak, Madhusudan, et al.
Published: (2025)
by: Basak, Madhusudan, et al.
Published: (2025)
Constructing Algorithmic Authority: How Multi-Channel Networks (MCNs) Govern Live-Streaming Labor in China
by: Xiao, Qing, et al.
Published: (2025)
by: Xiao, Qing, et al.
Published: (2025)
"Near Data" and "Far Data" for Urban Sustainability: How Do Community Advocates Envision Data Intermediaries?
by: Qiao, Han, et al.
Published: (2025)
by: Qiao, Han, et al.
Published: (2025)
Examining Risks in the AI Companion Application Ecosystem
by: Brigham, Natalie Grace, et al.
Published: (2026)
by: Brigham, Natalie Grace, et al.
Published: (2026)
How do Data Journalists Design Maps to Tell Stories?
by: Gomes, Arlindo, et al.
Published: (2025)
by: Gomes, Arlindo, et al.
Published: (2025)
Risk, Data, Alignment: Making Credit Scoring Work in Kenya
by: Mwesigwa, Daniel, et al.
Published: (2026)
by: Mwesigwa, Daniel, et al.
Published: (2026)
PersonaTeaming: Supporting Persona-Driven Red-Teaming for Generative AI
by: Deng, Wesley Hanwen, et al.
Published: (2026)
by: Deng, Wesley Hanwen, et al.
Published: (2026)
Opportunities and Barriers for AI Feedback on Meeting Inclusion in Socioorganizational Teams
by: Houtti, Mo, et al.
Published: (2026)
by: Houtti, Mo, et al.
Published: (2026)
"Your Doctor is Spying on You": An Analysis of Data Practices in Mobile Healthcare Applications
by: Stevenson, Luke, et al.
Published: (2025)
by: Stevenson, Luke, et al.
Published: (2025)
Prototyping Multimodal GenAI Real-Time Agents with Counterfactual Replays and Hybrid Wizard-of-Oz
by: Gmeiner, Frederic, et al.
Published: (2025)
by: Gmeiner, Frederic, et al.
Published: (2025)
Does Travel Stage Matter? How Leisure Travellers Perceive Their Privacy Attitudes Towards Personal Data Sharing Before, During, and After Travel
by: Yuan, Haiyue, et al.
Published: (2026)
by: Yuan, Haiyue, et al.
Published: (2026)
LLMs Homogenize Values in Constructive Arguments on Value-Laden Topics
by: Shahid, Farhana, et al.
Published: (2025)
by: Shahid, Farhana, et al.
Published: (2025)
Task Synthesis for Elementary Visual Programming in XLogoOnline Environment
by: Wen, Chao, et al.
Published: (2024)
by: Wen, Chao, et al.
Published: (2024)
From Consumption to Collaboration: Measuring Interaction Patterns to Augment Human Cognition in Open-Ended Tasks
by: Holstein, Joshua, et al.
Published: (2025)
by: Holstein, Joshua, et al.
Published: (2025)
Invisible Saboteurs: Sycophantic LLMs Mislead Novices in Problem-Solving Tasks
by: Bo, Jessica Y., et al.
Published: (2025)
by: Bo, Jessica Y., et al.
Published: (2025)
How Warm-Glow Alters the Usability of Technology
by: Saravanos, Antonios
Published: (2025)
by: Saravanos, Antonios
Published: (2025)
The Datafication of Care in Public Homelessness Services
by: Moon, Erina Seh-Young, et al.
Published: (2025)
by: Moon, Erina Seh-Young, et al.
Published: (2025)
Am I Productive? Exploring the Experience of Remote Workers with Task Management Tools
by: Beale, Russell
Published: (2025)
by: Beale, Russell
Published: (2025)
Locating Risk: Task Designers and the Challenge of Risk Disclosure in RAI Content Work
by: Qian, Alice, et al.
Published: (2025)
by: Qian, Alice, et al.
Published: (2025)
GPTutor: Great Personalized Tutor with Large Language Models for Personalized Learning Content Generation
by: Chen, Eason, et al.
Published: (2024)
by: Chen, Eason, et al.
Published: (2024)
Into the Void: Understanding Online Health Information in Low-Web Data Languages
by: Nigatu, Hellina Hailu, et al.
Published: (2025)
by: Nigatu, Hellina Hailu, et al.
Published: (2025)
Measuring the Mental Health of Content Reviewers, a Systematic Review
by: Gonzalez, Alexandra, et al.
Published: (2025)
by: Gonzalez, Alexandra, et al.
Published: (2025)
Measuring Perceptions of Fairness in AI Systems: The Effects of Infra-marginality
by: Tong, Schrasing, et al.
Published: (2026)
by: Tong, Schrasing, et al.
Published: (2026)
Speculating for Epiplexity: How to Learn the Most from Speculative Design?
by: Hu, Botao Amber
Published: (2026)
by: Hu, Botao Amber
Published: (2026)
Understanding How Visually Impaired Players Socialize in Mobile Games
by: Ran, Zihe, et al.
Published: (2025)
by: Ran, Zihe, et al.
Published: (2025)
Video-based Social Interaction Behavior Analysis with the Simulated Interaction Task for Children (Kids-SIT)
by: Pardhi, Rituja, et al.
Published: (2026)
by: Pardhi, Rituja, et al.
Published: (2026)
Similar Items
-
Validating LLM-as-a-Judge Systems under Rating Indeterminacy
by: Guerdan, Luke, et al.
Published: (2025) -
Beyond Predictive Algorithms in Child Welfare
by: Moon, Erina Seh-Young, et al.
Published: (2024) -
Wisdom of the Crowd, Without the Crowd: A Socratic LLM for Asynchronous Deliberation on Perspectivist Data
by: Khadar, Malik, et al.
Published: (2025) -
AI Mismatches: Identifying Potential Algorithmic Harms Before AI Development
by: Saxena, Devansh, et al.
Published: (2025) -
Observe, Ask, Intervene: Designing AI Agents for More Inclusive Meetings
by: Houtti, Mo, et al.
Published: (2025)