Many reliability professionals have encountered a frustrating situation. A vibration alarm appears on a critical machine, maintenance personnel begin investigating a potential fault, and days later the machine is found to be healthy. The elevated readings were caused not by equipment degradation but by changing operating conditions. The data was correct. The diagnosis was not.