Advised missing data method

Longitudinal analysis > Missings in predictor/covariate > MAR > 10-75% missing data > >75% missing item scores

The missing data method should be applied to the total scores of the questionnaire directly. In this situation where the missing data are MAR and the subjects with missing data are substantial, multiple imputation is advised.