This article presents a novel parallel path detection algorithm for identifying suspicious fraudulent accounts in large-scale banking transaction graphs. The proposed algorithm is based on a three-step approach that involves constructing a directed graph. shrinking strongly connected components. and using a parallel depth-first search algorithm to mark potentially fraudulent accounts. https://www.roneverhart.com/2818/