Human-Centric AI Linked to Lower Firm Idiosyncratic Risks

Zhen-Yuan Ralph Liu (CUMT), Yu-Ting Wang (NFU), Jia-Jia Yan (NEOMA), Shivam Gupta (NEOMA), Mihalis Giannakis· June 24, 2026 View original

Summary

This study investigates how human-centric AI (HCAI) strategies affect firms' idiosyncratic risks (IR), finding that HCAI is associated with lower IR by reducing ethical risks and fostering AI-human synergies. It also identifies moderating socio-technical factors like digitalization and executive shareholding.

The impact of human-centric AI (HCAI) on a firm's idiosyncratic risks (IR) has been largely unexplored, despite growing discussions around HCAI in Industry 5.0. Idiosyncratic risk, which reflects investor reactions to a company's unique AI strategies and implementations, is crucial for firms navigating financial risks during technological shifts. This research conceptualizes HCAI as a situated AI strategy designed to mitigate AI-related ethical risks and cultivate synergistic relationships between AI and human operations. By aligning with diverse stakeholder expectations, HCAI is hypothesized to reduce IR. The study also considers various socio-technical factors that might influence this relationship, including digitalization, operational efficiency, executive shareholding, and the presence of CEOs with IT backgrounds. Using a multi-source panel dataset of Chinese listed firms from 2015 to 2023, the findings confirm that HCAI is indeed associated with lower firm idiosyncratic risks. Furthermore, digitalization and executive shareholding were found to strengthen this risk-reducing effect. Interestingly, operational efficiency and CEOs with IT backgrounds surprisingly attenuated the positive impact of HCAI on risk reduction, suggesting complex interactions that warrant further investigation.

Why it matters

For business leaders, investors, and AI strategists, this research provides critical insights into the financial implications of adopting human-centric AI. It highlights that ethical AI governance and human-AI collaboration can directly contribute to reduced financial risk and improved investor confidence.

How to implement this in your domain

  1. 1Prioritize the development and implementation of human-centric AI strategies within your organization.
  2. 2Integrate ethical AI governance frameworks to mitigate AI-related risks and build stakeholder trust.
  3. 3Foster AI-human synergy in business operations through training and collaborative tool design.
  4. 4Analyze the moderating effects of digitalization and executive shareholding on AI risk management.
  5. 5Re-evaluate the role of operational efficiency and IT-savvy leadership in the context of HCAI risk reduction.

Who benefits

FinanceConsultingEnterprise ITAI DevelopmentCorporate Governance

Key takeaways

  • Human-centric AI (HCAI) strategies are linked to lower firm idiosyncratic risks.
  • HCAI reduces ethical risks and fosters AI-human synergies, aligning with stakeholder expectations.
  • Digitalization and executive shareholding strengthen the risk-reducing effect of HCAI.
  • Operational efficiency and IT-background CEOs can surprisingly attenuate this positive effect.

Original post by Zhen-Yuan Ralph Liu (CUMT), Yu-Ting Wang (NFU), Jia-Jia Yan (NEOMA), Shivam Gupta (NEOMA), Mihalis Giannakis

"arXiv:2606.24224v1 Announce Type: new Abstract: Despite the extensive discussions of human-centric AI (HCAI) in Industry 5.0, its effects on firms' idiosyncratic risks (IR) remains underexplored. This is an imperative issue for firms navigate financial risks during the current te…"

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Originally posted by Zhen-Yuan Ralph Liu (CUMT), Yu-Ting Wang (NFU), Jia-Jia Yan (NEOMA), Shivam Gupta (NEOMA), Mihalis Giannakis on X · view source

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