missing not at random (mnar)

How Can Researchers Address MNAR?

To address MNAR in pediatric studies, researchers can employ several strategies:
Multiple Imputation: This technique involves creating several different plausible datasets by imputing missing values based on the observed data, then combining the results.
Modeling MNAR Mechanisms: Researchers can use advanced statistical models that explicitly account for the MNAR mechanism. This often involves using specialized software and techniques like selection models or pattern-mixture models.
Sensitivity Analysis: Conducting sensitivity analyses to assess how different assumptions about the missing data mechanism impact the study results can provide insights into the robustness of the findings.

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