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The Data Is Already There. The Question Is Whether You Can See It

By Moe Alsumidaie

The math on clinical trial complexity is unambiguous: data volumes have more than tripled in a decade, driven not by more patients but by more sources—EDCs, central and local labs, wearables, sensors, passive collection from devices patients never bring to a site visit. The problem this creates is not storage. It is comprehension. When data lives in disconnected silos, the burden of synthesis falls on the human beings least positioned to carry it—data managers and medical monitors who should be making decisions, not hunting for information.

Venu Mallarapu, Chief Transformation & AI Officer at eClinical Solutions, has built his argument around that structural gap. elluminate, eClinical’s comprehensive AI-powered clinical data and analytics solution, is his answer to it: a single cloud-based environment that automates data ingestion, standardization, and validation across every source a modern trial produces. In this conversation, Mallarapu discusses what separates high-performing adopters from average ones, why even the ROI case hasn’t accelerated enterprise adoption at large pharma, and what it will mean—for data managers, for regulators, and for patients—when AI agents move from assistants to advisors inside clinical operations.


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