Prepare a validation report that gives information of all suspected data. It should give information like validation criteria that it failed and the date and time of occurrence
Experience personnel should examine the suspicious data to determine their acceptability
Invalid data should be assigned and replaced with a validation code
To work on missing data use the best analysis strategy like deletion method, single imputation methods, model based methods, etc.
