The Effective Statistician - in association with PSI

Real-World Evidence vs. Randomized Trials: Can We Emulate Accuracy?

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Jun 16, 2025
Sebastian Schneeweiss, a Harvard Medical School professor specializing in medicine and epidemiology, shares insights on emulating randomized trials with real-world data. He discusses the motivation behind this approach, emphasizing its significance for regulatory-grade evidence. Topics include the challenges of data quality and adherence, use cases for real-world evidence in expanding treatment indications, and the innovative ‘Benchmark-Calibrate-Extrapolate’ strategy. This conversation is a must-listen for those in biostatistics, epidemiology, and healthcare innovation.
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INSIGHT

High-Quality Emulation Matches RCTs

  • Emulating randomized controlled trials (RCTs) with real-world evidence (RWE) can produce similar findings if design and measurement quality are high.
  • Variability in results arises from differences in populations, adherence, and measurement limitations rather than data quality alone.
ANECDOTE

CAROLINA Trial Predicted by RWE

  • The CAROLINA trial's cardiovascular safety findings were predicted six months in advance by RWE emulation.
  • The RWE study also anticipated benefits on hypoglycemic events, later confirmed by the trial.
INSIGHT

RCT DUPLICATE Enhances RWE Validity

  • FDA-funded RCT DUPLICATE project rigorously emulated 37 randomized trials using claims data.
  • Successful emulation required pre-registered protocols, reproducible patient selection, and collaboration with FDA for regulatory-grade evidence.
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