04.29.26 -- STREAM Edition: Turn Messy Data Into Usable Evidence

Gain an auditors insight into common compliance gaps and learn practical ways to strengthen audit readiness in sIRB studies.

Explore how the new ICH E6 (R3) revisions are reshaping clinical trial oversight and examine how AI-driven tools like the Clinical Decision Suite can help sponsors enhance trial efficiency.

Discover how functional service providers (FSPs) are reshaping clinical research by offering specialized expertise, flexible resources, and cost-effective solutions.

Starting earlier can dramatically improve clinical research meetings. Explore how timing affects your choices and why identifying non-negotiables first helps teams manage meeting budgets.

How is AI‑powered search, intelligent data capture, and ontology‑driven structure streamlining scientific discovery and documentation, as well as how structured data unlocks smarter analysis?

Kathleen Mandziuk explains how transforming “messy” real-world data starts with clearly defining the research question, identifying available datasets, and addressing gaps. She highlights linking datasets, statistical methods, and balancing sample size with data limitations to generate meaningful evidence.

Purpose‑driven work, deep experience, and strong values help life‑changing therapies reach patients faster through empathy, collaboration, and quality across life sciences.