Our work in chemometrics and statistics firmly builds on the idea that being able to asses the uncertainty in the final results, implies numerous benefits. This idea should hold in general but perhaps most for the calibration of sophisticated analytical instruments, as these continue to be treated like black boxes. Our proven expertise ranges from pharmaceutical and chemical through forensics to anti-doping. N.B. The latter area constitutes our main focus now.