The use of personally identifiable information in testing, research, and training increases the risk of unauthorized disclosure or misuse of such information. Organizations consult with the senior agency official for privacy and/or legal counsel to ensure that the use of personally identifiable information in testing, training, and research is compatible with the original purpose for which it was collected. When possible, organizations use placeholder data to avoid exposure of personally identifiable information when conducting testing, training, and research.