Workforce Compression in AI-Driven Clinical Trial Operations

Clinical trial operations depend on a workforce largely to bridge a fragmented stack of standalone software systems, data managers, monitors, coordinators, safety reporters, and regulatory staff who spend much of their effort reconciling data across platforms that do not connect. Administrative staff and site monitoring together account for a substantial share of direct trial cost.