17.3 Criteria for Choosing an Effective Approach
Criteria for an ideal technique in treating missing data:
- Unbiased parameter estimates
- Adequate power
- 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.