A novel scheme for quantum communication having substantial applications in practical life is designed and analyzed. Specifically, we have proposed a hierarchical counterpart of the joint remote state preparation (JRSP) protocol, where two senders can jointly and remotely prepare a quantum state. One sender has the information regarding amplitude, while the other one has the phase information of a quantum state to be jointly prepared at the receiver's port. However, there exists a hierarchy among the receivers, as far as powers to reconstruct the quantum state is concerned. A 5-qubit cluster state has been used here to perform the task. Further, it is established that the proposed scheme for hierarchical JRSP (HJRSP) is of enormous practical importance in critical situations involving defense and other sectors, where it is essential to ensure that an important decision/order that can severely affect a society or an organization is not taken by a single person, and once the order is issued all the receivers don't possess an equal right to implement it. Further, the effect of different noise models (e.g., amplitude damping (AD), phase damping (PD), collective noise and Pauli noise models) on the HJRSP protocol proposed here is investigated. It is found that in AD and PD noise models a higher power agent can reconstruct the quantum state to be remotely prepared with higher fidelity than that done by the lower power agent(s). In contrast, the opposite may happen in the presence of collective noise models. We have also proposed a scheme for probabilistic HJRSP using a non-maximally entangled 5-qubit cluster state.have been proposed. For example, schemes were proposed for quantum information splitting (QIS) or controlled teleportation (CT) [8,9], quantum secret sharing (QSS) [10], hierarchical quantum information splitting (HQIS) [11,12], remote state preparation (RSP) [13], etc. (see Ref.[6] for a review). All these schemes can be viewed as variants of teleportation.Recently, a few hierarchical versions of already existing aspects of quantum communication (variants of teleportation) have been proposed. Specifically, hierarchical quantum information splitting (HQIS) [11,12,14,15], hierarchical quantum secret sharing (HQSS) [12], hierarchical dynamic quantum secret sharing (HDQSS) [16], etc., have been proposed in the recent past. It is also shown that these schemes have enormous practical importance (for a detailed discussion on the interesting applications of these schemes see Sec. 1 of Refs. [12,16]). In these protocols, there is a hierarchy among the powers of receivers (agents) to reconstruct a quantum state sent by the sender, i.e., the agents are graded in accordance to their power for the reconstruction of an unknown quantum state. Specifically, in HQIS the receivers can reconstruct the teleported quantum state with the help of other receivers (as in QIS [8,9]), where the power of a particular receiver is decided by the minimum number of receivers required to cooperate with him to enable him to reconstruct the s...