11.3 Criteria for Choosing an Effective Approach

Criteria for an ideal technique in treating missing data:

  1. Unbiased parameter estimates
  2. Adequate power
  3. Accurate standard errors (p-values, confidence intervals)

The Multiple Imputation and Full Information Maximum Likelihood are the the most ideal candidate. Single imputation will generally lead to underestimation of standard errors.