A Decision-Making System for Multiple Imputation
Inspect complete records analysis model
Inspect multiple imputation model
Inspect parametric model specification
Lists missing data patterns in the specified dataset
Performs multiple imputation
Compares data with proposed DAG
midoc: A Decision-Making System for Multiple Imputation
Run an interactive vignette for the midoc package
Suggests multiple imputation options
A guidance system for analysis with missing data. It incorporates expert, up-to-date methodology to help researchers choose the most appropriate analysis approach when some data are missing. You provide the available data and the assumed causal structure, including the likely causes of missing data. 'midoc' will advise which analysis approaches can be used, and how best to perform them. 'midoc' follows the framework for the treatment and reporting of missing data in observational studies (TARMOS). Lee et al (2021). <doi:10.1016/j.jclinepi.2021.01.008>.