To pinpoint the exact root cause, engineers must combine eye diagram analysis with other techniques, such as Time Domain Reflectometry (TDR), which can locate physical faults like impedance discontinuities. Once a degradation is diagnosed, a solution can be implemented. The eye diagram bridges the gap between abstract signal physics and tangible performance metrics like Bit Error Rate (BER), allowing engineers to quickly diagnose issues and ensure system reliability and interoperability in demanding environments like data centers, aerospace, and 5G telecom. This instrument class measures samples of the input signal to form an eye diagram that can be used for analysis of the signal's noise, jitter, and eye mask compliance. The ability to accumulate and display samples supports statistical analysis techniques for assessing the quality of the digital. Graphical eye pattern showing an example of two power levels in an OOK modulation scheme. Constant binary 1 and 0 levels are shown, as well as transitions from 0 to 1, 1 to 0, 0 to 1 to 0, and 1 to 0 to 1. In telecommunications, an eye pattern, also known as an eye diagram, is an oscilloscope. There are 32 differential pairs. I have a few that are either consistently bad or variably bad. Whether there is obvious damage, component burned black, dehiscence, leakage, even tin or not.