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AI-teaming: Redefining collaboration in the digital era
Jan B Schmutz1, Neal Outland2, Sophie Kerstan3
1Department of Psychology, University of Zurich, Switzerland.
Current Opinion in Psychology
|July 18, 2024
Summary
Integrating artificial intelligence (AI) into human teams (HATs) is complex. While AI can enhance performance, HATs often struggle with trust, coordination, and shared understanding, leading to underperformance.
Area of Science:
- Human-AI Interaction
- Team Dynamics
- Artificial Intelligence
Background:
- Human-AI teams (HATs) are an emerging area with significant potential.
- Understanding team dynamics, trust, and cognition in HATs is crucial for effective integration.
- Current HATs frequently underperform despite AI's capabilities.
Purpose of the Study:
- To examine team constellations and dynamics in HATs.
- To analyze trust in artificial intelligence (AI) teammates.
- To investigate shared cognition within HATs.
Main Methods:
- Literature review and synthesis of existing research on human-AI teaming.
- Analysis of factors influencing team performance in HATs.
- Examination of trust dynamics and shared cognition models.
Main Results:
- Integrating AI teammates can initially decrease coordination, communication, and trust.
- Trust in AI often declines over time due to overestimation of capabilities, hindering teamwork.
- HATs frequently exhibit poor team cognition and lack of mutual understanding, leading to underperformance.
Conclusions:
- Realizing the full potential of HATs requires addressing challenges in team cognition and mutual understanding.
- Interdisciplinary collaboration between computer science and psychology is essential for future research.
- Development of robust theoretical frameworks is needed to guide the design and implementation of effective HATs.
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