Installing the VM guest agent using administrative permissions is a necessary step to ensure that Azure VM backups can be properly configured and executed. The guest agent facilitates communication between the VM and the Azure infrastructure, enabling backup operations to be performed. Therefore, this solution meets the goal of resolving the issue with the failing backup job.