Decay time constant is a measure of the time it takes for a system's response to reduce to a fraction of its initial value, typically 36.8% if defined by the constant e. It is a crucial parameter in understanding the rate at which systems like electrical circuits, mechanical systems, or chemical reactions return to equilibrium after being disturbed.