We use the theory of homology and cohomology on digraphs introduced recently by A. Grigoryan, Y. Lin, Y. Muranov and S.T. Yau to study the hole detection and statistical ranking problems. These problems have been studied before by using the classic homology and cohomology theory in algebraic topology.