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The Effective Statistician - in association with PSI

Choosing and Interpreting PROs and COAs – A Guide for Clinical Trial Statisticians

41 min17 april 2026
Interview with Rachael Lawrance

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Why You Should Listen

** **If you work in clinical trials or healthcare analytics, this episode will help you: **

  • Understand why patient perspectives are now central—not optional
  • Learn the difference between PROs and COAs, and when each matters
  • See how questionnaires are scientifically developed and validated
  • Improve how you select, analyze, and interpret endpoints
  • Avoid common pitfalls when using patient-reported data

Episode Highlights

  • 00:00 – Introduction and background to the episode
  • 01:31 – Rachael’s journey into patient-centered outcomes
  • 03:24 – Why PROs have become central to drug development
  • 05:18 – What COAs are and how they extend beyond PROs
  • 05:46 – The four types of COAs explained
  • 08:58 – Generic vs disease-specific questionnaires
  • 13:16 – How PRO instruments are developed and validated
  • 15:06 – What “meaningful change” really means
  • 17:02 – Using Phase II data to inform Phase III endpoints
  • 18:24 – FDA expectations and guidance on PROs
  • 21:47 – Using the estimand framework for patient-centered endpoints
  • 23:15 – What “psychometrically sound” actually means
  • 31:16 – How I would choose the right PRO or COA for a trial
  • 34:01 – Avoiding missing data and reducing patient burden
  • 37:18 – Key takeaways on interpreting patient-reported data

About the Guest

Rachael Lawrance Senior Director & Functional Lead Statistics, Patient-Centered Outcomes (PCO), Adelphi Values

Rachael is a highly experienced statistician specializing in patient-centered outcomes. She works across the full lifecycle of PRO development—from qualitative research and questionnaire design to statistical validation and interpretation.

With a background in pharma and consultancy, she focuses on bridging the gap between rigorous statistical methodology and meaningful patient insights.

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The Effective Statistician - in association with PSI med Alexander Schacht and Benjamin Piske, biometricians, statisticians and leaders in the pharma industry finns tillgänglig på flera plattformar. Informationen på denna sida kommer från offentliga podd-flöden.