Table 1. Common examples of the three missing data mechanisms in clinical trials.
Missing Mechanism | Examples |
MCAR | Administrative censoring: follow-up is terminated because the study has ended. |
Migration-study participants move and are unable to complete visits. | |
Random failure of the experimental instrument (e.g. test tube break, equipment failure) | |
MAR | Missing data caused by features of the study design such as participants being removed from the trial if their conditions are not controlled sufficiently well according to protocol criteria. |
Dropout based on recorded side-effects. | |
Dropout based on known baseline characteristics. | |
MNAR | Dropout based on the unobserved response (e.g., a person not responding to treatment is more likely not to provide an observation). |
Participants miss a visit because they’ve had an outcome. |