The motivation behind the development of the Multiboot Specification stems from the need for a standardized booting process for different operating systems. Before Multiboot, each operating system had its own unique boot loader, leading to significant incompatibilities and complexities for users who wanted to switch between different OSes or manage multi-boot systems.