AI-Enabled People Analytics and the Emerging Crisis of Managerial Accountability, by Jonathan H. Westover PhD

Abstract: Artificial intelligence is transforming organizational capabilities in talent analytics, enabling real-time detection of retention patterns previously obscured by aggregated metrics and delayed feedback cycles. This shift threatens to expose a longstanding organizational blind spot: the localized nature of attrition, engagement decline, and talent development failures that cluster around individual managers rather than systemic policies. Drawing on research in people analytics, psychological safety, and leadership development, this article examines how AI-driven insights will make managerial performance visible in unprecedented ways, creating both accountability pressures and developmental opportunities. We explore evidence-based organizational responses including transparent coaching systems, capability-building frameworks, and governance structures that position data as a developmental tool rather than a punitive mechanism. Organizations that proactively address this transition can transform retention from a lagging HR metric into a dynamic leadership development signal, while those that delay face cultural backlash, legal risks, and accelerated talent loss among their strongest performers.