Negative weight cycle detection in a graph is crucial for algorithms that rely on shortest path computations, as such cycles can lead to undefined or infinite path costs. Detecting these cycles is essential for ensuring the correctness of algorithms like the Bellman-Ford, which can handle graphs with negative weights but not negative cycles.