Preparing Data Before Analysis

Descriptive analysis should not begin with an unexamined dataset. The data manager should first confirm that the dataset has been imported correctly, cleaned according to agreed rules, and prepared with relevant derived variables. If categorical variables are still coded as unexplained numbers, if dates are still text, if duplicate participant records are unresolved, or if key variables are missing, summary tables may mislead the study team.