Precision loss occurs when numerical computations in computers yield results with reduced accuracy due to limitations in representing numbers, particularly with floating-point arithmetic. It can lead to significant errors in scientific and engineering calculations, especially when dealing with very small or very large numbers, or when performing many iterative calculations.