The Role of Trustworthy Artificial Intelligence in Enhancing Managerial Decision Quality Under the Conditions Uncertainty
The Role of Trustworthy Artificial Intelligence in Enhancing Managerial Decision Quality Under the Conditions Uncertainty

Summary/Abstract: This study investigates the role of trustworthy Artificial Intelligence (AI) in enhancing managerial decision quality under uncertainty within cyber-physical and financial systems. We analyze how data integrity, model explainability, and system complexity influence managerial trust in AI-generated risk insights. Specifically, we synthesize evidence from two distinct high-stakes environments: autonomous UAV logistics and banking compliance (Ultimate Beneficial Ownership). The research proposes a cross-domain conceptual framework defined by four central propositions, which explore the non-linear relationships between technical reliability and the acceptance of AI systems.

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