Not My Truce: Personality Differences in AI-Mediated Workplace Negotiation
Summary: arXiv:2604.00464v1 Announce Type: cross
Abstract
AI-driven conversational coaching is increasingly used to support workplace negotiation, yet prior work assumes uniform effectiveness across users. We challenge this assumption by examining how individual differences, particularly personality traits, moderate coaching outcomes. We conducted a between-subjects experiment (N=267) comparing theory-driven AI (Trucey), general-purpose AI (Control-AI), and a traditional negotiation handbook (Control-NoAI).
Key Findings
Participants were clustered into three profiles based on the Big-Five personality traits and ARC typology:
- Resilient Workers: Achieved broad psychological gains primarily from the handbook.
- Overcontrolled Workers: Showed outcome-specific improvements with theory-driven AI.
- Undercontrolled Workers: Exhibited minimal effects despite engaging with the frameworks.
Discussion
These patterns suggest that personality traits are significant predictors of readiness for AI-mediated negotiation coaching. Vulnerable users, particularly those classified as undercontrolled, benefit more from targeted interventions rather than comprehensive approaches. This finding calls for a shift in how AI coaching systems are designed, emphasizing the need to align support intensity with individual readiness rather than assuming a one-size-fits-all model.
Implications for Future Research
The study advances our understanding of personality-determined intervention prerequisites, highlighting the necessity for adaptive AI coaching systems. Future research should focus on:
- Exploring additional personality traits and their impact on negotiation outcomes.
- Developing AI systems that can dynamically adjust their coaching strategies based on user profiles.
- Investigating the long-term effects of personalized AI coaching on workplace negotiation skills.
Conclusion
As AI continues to evolve in workplace settings, understanding the nuances of personality and its impact on the effectiveness of AI-driven coaching tools is crucial. This study offers valuable insights into how organizations can better support their employees, tailoring interventions to meet individual needs and enhancing overall negotiation effectiveness.