Unsuitable data format in the source
Data dictionary is lacking or not
available.
Data dictionary is not adhered to.
Guideline or protocols are not
adhered to
Lack of sufficient data checks
No system for correcting detected
data errors
No control over adherence to
guidelines and data definitions