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Explore 1 peer-reviewed paper in Human Machine Interaction (2025). Academic research using Prolific for high-quality human data collection.
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Authors: AC Wömmel
Year: 2025
Published in: 2025 - ediss.sub.uni-hamburg.de
Institution: University of Hamburg
Research Area: Machine Fairness, Behavioral Economics, Human-Machine Interaction
Discipline: Behavioral Economics, Artificial Intelligence, Human-Machine Interaction
Human behavior can undermine fairness interventions in AI, amplify inequalities, and reinforce socioeconomic disparities, emphasizing the need to integrate behavioral mechanisms into AI governance.
Methods: The dissertation utilized three empirical approaches: (i) deliberation experiments with UK participants using NLP analysis, (ii) online hiring experiments testing algorithmic fairness interventions, and (iii) panel data analysis of German households measuring digital skills and confidence levels.
Key Findings: Public attitudes towards AI, the adoption of fairness interventions in algorithmic tools, and socioeconomic disparities in digital skills and confidence.
Citations: 1
Related Research Areas: Machine Fairness, Behavioral Economics, Human-Machine Interaction
Related Institutions: University of Hamburg
Researchers: AC Wömmel
Publication Years: 2025
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