When there is a doubt in data or there is missing data, then:
- Make a validation report to provide information on the suspected data.
- Have an experienced personnel look at it so that its acceptability can be determined.
- Invalid data should be updated with a validation code.
- Use the best analysis strategy to work on the missing data like simple imputation, deletion method or case wise imputation.