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Assessing the Generalizability of Randomized Trial Results to Target Populations
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Details:
  • Pubmed ID:
    25307417
  • Pubmed Central ID:
    PMC4359056
  • Description:
    Recent years have seen increasing interest in and attention to evidence-based practices, where the "evidence" generally comes from well-conducted randomized trials. However, while those trials yield accurate estimates of the effect of the intervention for the participants in the trial (known as "internal validity"), they do not always yield relevant information about the effects in a particular target population (known as "external validity"). This may be due to a lack of specification of a target population when designing the trial, difficulties recruiting a sample that is representative of a prespecified target population, or to interest in considering a target population somewhat different from the population directly targeted by the trial. This paper first provides an overview of existing design and analysis methods for assessing and enhancing the ability of a randomized trial to estimate treatment effects in a target population. It then provides a case study using one particular method, which weights the subjects in a randomized trial to match the population on a set of observed characteristics. The case study uses data from a randomized trial of school-wide positive behavioral interventions and supports (PBIS); our interest is in generalizing the results to the state of Maryland. In the case of PBIS, after weighting, estimated effects in the target population were similar to those observed in the randomized trial. The paper illustrates that statistical methods can be used to assess and enhance the external validity of randomized trials, making the results more applicable to policy and clinical questions. However, there are also many open research questions; future research should focus on questions of treatment effect heterogeneity and further developing these methods for enhancing external validity. Researchers should think carefully about the external validity of randomized trials and be cautious about extrapolating results to specific populations unless they are confident of the similarity between the trial sample and that target population.

  • Document Type:
  • Collection(s):
  • Funding:
    1R01MH67948/MH/NIMH NIH HHS/United States
    1U49CE 000728/CE/NCIPC CDC HHS/United States
    K01CE001333/CE/NCIPC CDC HHS/United States
    K25 MH083846/MH/NIMH NIH HHS/United States
    K25 MH083846/MH/NIMH NIH HHS/United States
    R01 MH067948/MH/NIMH NIH HHS/United States
    R49/CCR318627/PHS HHS/United States
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