- 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.