Negative number representation in computing is crucial for performing arithmetic operations with signed numbers, typically using methods like sign-magnitude, one's complement, or two's complement. Two's complement is the most widely used method due to its simplicity in hardware implementation and its ability to represent a larger range of negative numbers without ambiguity.