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Multiple imputation

Imputation methods

  • Multivariate normal
  • Chained equations
  • Linear regression
  • Predictive mean matching
  • Truncated regression
  • Interval regression
  • Logistic
  • Ordered logit
  • Multinomial (polytomous) logit
  • Poisson
  • Negative binomial

Data management

  • Tabulate missing values
  • Create summary variables of missing-value patterns
  • Identify varying and super-varying variables
  • Execute commands across imputations
  • Export and import foreign data
  • Create functions of imputed variables

Estimation and inference Updated

  • Automatically pool results from each dataset
  • Joint tests of coefficients
  • Linearly and nonlinearly transformed coefficients
  • Linear and nonlinear MI predictions

Postestimation Selector New

  • View and run all postestimation features for your command
  • Automatically updated as estimation commands are run

Utilities

  • Change style of multiple-imputation datasets
  • Extract datasets
  • Verify and repair consistency of data

Learn more

  • Introduction to mi
  • Introduction to multiple-imputation analysis

Control Panel

  • Guides you along from start to finish
  • Set up data and impute missing values or import data
  • Perform data management
  • Perform estimation and inference
  • Command log produced to ensure reproducibility
MI Control Panel

Watch handling missing data in Stata tutorials

 

Additional resources

See New in Stata 14 for more about what was added in Stata 14.

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