One common assumption for a statistician may be that the data to be analyzed or reviewed are reliable. It seems that the role of QA is an issue for laboratory GLP. However, in my long career as a statistician, several occasions showed that may not be the case. In today’s presentation, I will share with you some of my experiences in CDER review work. Data Quality & Evaluation of Drug Efficiency goes together.