There are several statistical tests available to determine if the data is MCAR. One common method is Little’s MCAR test, which assesses whether the pattern of missing data is random. If the test indicates that data is not MCAR, alternative methods such as Missing At Random (MAR) or Missing Not At Random (MNAR) should be considered, each requiring different approaches to handle the missing data.
