For the Standard User

Identify what type of data you have (cross-sectional or time-series) then read about the strengths and weaknesses of each type of approach and pick something suitable. I’ve compiled a small (and incomplete) list of Rules of Thumb that you can use to aid your decision making. After you’ve picked your imputation algorithm,

For the Researcher