In complex enterprise environments, decision quality is inseparable from decision structure. As organizations grow in scale, regulatory exposure, and strategic ambition, informal or intuition-led decision-making becomes increasingly risky and difficult to defend.

Resource planning is complex because enterprises operate in environments defined by competing priorities, uncertainty, specialization, and governance constraints. Attempting to oversimplify this complexity leads to persistent execution failure.