In this paper, we solve a common problem of split null inclusion problem, variational inequality and hierarchical fixed point problem for nonexpansive and quasi-nonexpansive mappings using hybrid projective method. Under suitable conditions in a real Hilbert space, strong convergent theorems are proved. Further, we give an example for supporting our main result in infinitely dimensional spaces and show the efficiency of the algorithm by applying to solve the signal recovery problem.