Tag: negative control outcomes

RWE for Regulatory Submissions: A Compliance-First Playbook for Inspection-Ready Evidence (2025)

November 6, 2025 digi

RWE for Regulatory Submissions: A Compliance-First Playbook for Inspection-Ready Evidence (2025) Submitting Real-World Evidence with Confidence: Design, Dossier, and Governance Purpose, Fit-for-Purpose Criteria, and the Global Compliance Frame Real-world evidence (RWE) becomes submission-grade when three elements align: a precise decision question, a defensible design that answers that question, and a traceable story from the originating…

Real-World Evidence (RWE) & Observational Studies, RWE for Regulatory Submissions

External Controls & Synthetic Arms: Building Credible Comparators for Regulatory-Grade RWE (2025)

November 6, 2025 digi

External Controls & Synthetic Arms: Building Credible Comparators for Regulatory-Grade RWE (2025) Constructing External Controls and Synthetic Arms That Withstand Regulatory Scrutiny Why External Controls—and the Global Frame That Governs Them External controls and synthetic arms allow sponsors to estimate treatment effects when randomized concurrent controls are infeasible, unethical, or impractical—ultra-rare diseases, early signals in…

External Controls & Synthetic Arms, Real-World Evidence (RWE) & Observational Studies

Causal Inference & Bias Mitigation in RWE: Target Trial Emulation and Robust Estimation (2025)

November 6, 2025 digi

Causal Inference & Bias Mitigation in RWE: Target Trial Emulation and Robust Estimation (2025) Causal Inference and Bias Mitigation for Real-World Evidence That Withstands Scrutiny Principles, Estimands, and a Harmonized Regulatory Frame Real-world evidence (RWE) is persuasive when three elements line up: a precise causal question, a defensible design that answers it, and end-to-end provenance…

Causal Inference & Bias Mitigation, Real-World Evidence (RWE) & Observational Studies