---
title: Algorithmic Bias in Social Services
type: concept
frequency: 12
papers_count: 12
related_concepts:
  - AI Literacy in Social Work
  - Algorithmic Fairness
  - Predictive Analytics in Child Welfare
  - AI Literacy for Social Workers
  - Algorithmic Fairness and Transparency
tags:
  - concept
---
# Algorithmic Bias in Social Services

## Definition

Systematische Verzerrungen in KI-Modellen, die marginalisierte Bevölkerungsgruppen in Bereichen wie Kinderschutz, Kriminalprognose und Ressourcenallokation diskriminierend benachteiligen. Diese entstehen durch verzerrte Trainingsdaten und unzureichende Repräsentation unterrepräsentierter Gruppen.

## Co-occurrence

| Konzept | Gemeinsame Papers |
|---------|------------------|
| [[AI Literacy in Social Work]] | 4 |
| [[Algorithmic Fairness]] | 2 |
| [[Predictive Analytics in Child Welfare]] | 2 |
| [[AI Literacy for Social Workers]] | 2 |
| [[Algorithmic Fairness and Transparency]] | 2 |
| [[Predictive Analytics in Social Work]] | 2 |
| [[AI Literacy in Professional Practice]] | 1 |
| [[Explainable Artificial Intelligence (XAI)]] | 1 |

## Papers

- [[Social work and artificial intelligence- Collaboration and challenges]]
- [[Debnath_2024_LLMs]]
- [[Automated government benefits and welfare surveillance]]
- [[Considering a unified model of artificial intelligence enhanced social work- A systematic review]]
- [[The End of the World as We Know It- ChatGPT and Social Work (Goldkind_2024_The_end_of_the_world_as_we)]]
- [[Bedeutung von Künstlicher Intelligenz in der Sozialen Arbeit- Eine exemplarische arbeitsfeldübergreifende Betrachtung des Natural Language Processing (NLP)]]
- [[Künstliche Intelligenz in der Sozialen Arbeit- Grundlagen für Theorie und Praxis]]
- [[The role of artificial intelligence (AI) and machine learning in social work practice]]
- [[Künstliche Intelligenz in der Sozialen Arbeit- Grundlagen, Entwicklungen, Herausforderungen]]
- [[Research on the application risks and countermeasures of ChatGPT generative artificial intelligence in social work]]
- [[Artificial Intelligence in Social Sciences and Social Work- Bridging Technology and Humanity to Revolutionize Research, Policy, and Human Services]]
- [[RETHINKING SOCIAL SERVICES WITH ARTIFICIAL INTELLIGENCE- OPPORTUNITIES, RISKS, AND FUTURE PERSPECTIVES]]

## Assessment-Divergenz

Von 6 bewerteten Papers: 3 Divergenzen (50%)

