Randomized, Controlled, and Real.

Authors

Ali Al-Kassab-Córdova, Stephen Burgess, Nasir Bashir

Published in

Journal of clinical epidemiology. Pages 112414. Jul 09, 2026. Epub Jul 09, 2026.

Abstract

The growing use of the term "real-world evidence" (RWE) has introduced a classification of clinical research based on its perceived proximity to routine practice rather than its methodological characteristics. Although the term is often used operationally to refer to evidence derived from routinely collected clinical data or routine care settings, it has also been criticized for implying that such studies are inherently closer to "real life" than traditional randomized controlled trials (RCTs). In this Commentary, we argue that such a distinction is conceptually misleading. Both randomized and observational studies are conducted within the same empirical reality; what differentiates them is not their "realness," but the methodological structures used to observe and analyze that reality. Randomization and other forms of experimental control do not detach research from real-world contexts but, rather, reduce systematic error and uncertainty in order to better isolate causal effects. We further examine the common claim that RWE provides greater external validity through more "representative" populations. Representativeness, however, is neither synonymous with scientific validity nor always necessary for informative inference. In many cases, the key question is not population-wide generalizability but the contextual applicability of estimates to specific decision settings. More broadly, all epidemiological study designs involve trade-offs among unbiasedness, precision, and generalizability. Randomized trials, observational studies, and quasi-experimental designs therefore occupy different positions along these methodological dimensions rather than constituting fundamentally different epistemic categories. We conclude that abandoning rhetorically charged labels such as RWE may promote greater conceptual clarity and encourage evaluation of evidence based on explicit methodological principles.

PMID:
42425232
Bibliographic data and abstract were imported from PubMed on 10 Jul 2026.

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