Machine Fairness: Research Area — Prolific Citations Library

Discover 1 peer-reviewed study in Machine Fairness (2025). Explore research findings powered by Prolific's diverse participant panel.

This page lists 1 peer-reviewed paper in the research area of Machine Fairness in the Prolific Citations Library, a curated collection of research powered by high-quality human data from Prolific.

Papers (1 of 1)

On Human Factors in Machine Fairness: Essays in Behavioral Economics

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