The assignment is Pareto optimal. Write for the room selected by the th student. Suppose another assignment makes every student at least as well off. The first student already selected their uniquely most valuable room, so . Once the rooms of students are fixed, the rooms available to student in the original serial dictatorship are exactly the rooms that remain after those fixed assignments. Student chose the unique maximum among them, so weak improvement requires .
Mathematical induction fixes every student's room. Thus and nobody can be strictly better off, contradicting the definition of a Pareto improvement. Strict room rankings and the absence of allocation externalities are the essential assumptions: a student's utility is determined solely by their own room.[ref]
Serial dictatorship 2026-10-25
An allocation procedure using a fixed priority order: each participant in turn selects one remaining object, which is permanently assigned to them. For participants whose utilities depend only on their own assigned objects, strict rankings give a unique best available choice and the resulting allocation is Pareto optimal. If a proposed Pareto improvement changes an assignment, its earliest changed participant loses their unique best available object. With ties or allocation externalities, that argument requires additional assumptions.
[ref]
One-sided matchings: house allocation problems in the Cornell networks and markets text. §13.2, serial dictator mechanism and Theorem 13.2