Noise margin high refers to the maximum allowable noise level in a digital logic circuit before it affects the high logic state. It is essential for ensuring that digital signals are interpreted correctly, even in the presence of electrical noise. A higher noise margin means that a circuit can tolerate more interference without misinterpreting the signal as low, contributing to more reliable performance in digital systems.