Why might you prefer to use multiple imputation over a simpler method like mean imputation?

  • Mean imputation always leads to bias
  • Multiple imputation is easier to use
  • Multiple imputation is quicker
  • Multiple imputation provides more accurate estimates
You might prefer to use multiple imputation over a simpler method like mean imputation because multiple imputation provides more accurate estimates. This is because it estimates multiple values for each missing value, reflecting the uncertainty around the true value. It also better preserves the relationships between variables.
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