Real-World Evidence (RWE) in Life Sciences

RWD vs RWE

Real-world data (RWD) is data collected outside conventional randomised trials — from claims, electronic health records, registries, wearables and more. Real-world evidence (RWE) is the clinical evidence derived by analysing RWD.

Where RWE is used

• Regulatory submissions and label expansions.
• Post-market safety and effectiveness.
• Health economics and outcomes research (HEOR).
• Payer and access decisions.

Common data sources

• Electronic health records and claims.
• Patient registries and cohorts.
• Wearables and patient-reported outcomes.

How AI accelerates RWE

• Structuring unstructured clinical text.
• Cohort discovery and phenotyping.
• Signal generation and hypothesis testing.

Watch-outs

• Data quality and bias.
• Privacy and de-identification.
• Transparent, reproducible methods.

Anxya Health supports consent-first cohorts and de-identified analysis. Informational only, not clinical advice.