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      • Applying Advanced Data Privacy Methods to Real World Data (RWD)
      • Estimands for RWD/RWE
      • Missing Data Imputation in RWD Exploration of Multiple Techniques on Open-Source Data
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    Estimands for RWD/RWE

      Estimands for RWD/RWE

      Oct 01, 2025

      Project Scope 

      The focus of this project is on best practices of RWD estimands, not on their implementation using data standards. The team formed has representation from the PHUSE Implementation of Estimands (ICH E9 (R1)) using Data Standards project team, which has a White Paper nearing publication, and the Estimands Implementation Working Group (EIWG) sub team on HTA and RWE, both with estimands expertise, along with representation from teams under the RWE Working Group. The EIWG sub team on HTA and RWE started in late 2022, and has a cross-functional membership, including regulators, statisticians, epidemiologists and health economists.

      Project Statement 

      There is currently very little guidance or discussion on how to construct estimands for RWD/RWE, including how it is similar or different from randomised clinical trials (RCTs). As of Q1 2024, one FDA guidance related to RWD/RWE mentions estimands: Considerations for the Design and Conduct of Externally Controlled Trials for Drug and Biological Products – February 2023 (https://www.fda.gov/regulatory-information/search-fda-guidance-documents/considerations-design-and-conduct-externally-controlled-trials-drug-and-biological-products). This is a good start, but expanding these principles with more guidance and examples provides an opportunity.

      Project Impact 

      It would be helpful to many stakeholders across the pharma and biotech industries to discuss and make available best practices for RWD estimands, including how they are similar or different from estimands in RCTs. 

      Project LeadsEmail

      Matt Baldwin, Amgen

      mbaldw01@amgen.com

      Ksenia Titorenko, ICONKsenia.Titorenko@iconplc.com
      Paramita Chakraborty, IQVIA paramita.chakraborty@iqvia.com
      Nicola Newton, PHUSE Project Coordinator

      nicky@phuse.global 

      CURRENT STATUS (Updated Quarterly) 

      • Draft chapters of white paper ready for internal review
      • Plan webinars for Q1/Q2 2026​
      • Stable initial version of white paper

      Objectives & Deliverables

      Timelines

      Webinar Series
      • Q2-2025: Webinar 1
      • Q3-2025: Webinars 2&3
      • Q4-2025: Webinars 4&5
      White Paper
      • Q1-2025: Draft Abstract released for team. Start drafting the whitepaper (Target start draft and have a preliminary by 10th Feb for Subteam 1 and 2 Review). Release to leadership by end of February. 
      • Q2-2025:  Continue 1) Background research necessary for the draft. 2) Whitepaper draft. 
      • Q3-2025:  Target finishing main sections of the whitepaper draft. 
      • Q4-2025: Target finishing the whitepaper draft. 

       

      • Q1-2026: Release for internal review and collaborator review. 
      • Q2-2026: Finish updates from Q1 Review. 
      • Q3-2026: Target releasing for FDA/public review. 
      • Q4-2026: Incorporate feedback from FDA/public review.

       

      • Q1-2027: Incorporate feedback from FDA/public review.
      • Q2-2027: Publish white paper
      , multiple selections available,
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