We show that the Minority Game, a model of competing bounded rational agents, can be described as a spin systems and it displays a phase transition between a symmetric crowded phase and a symmetry broken phase where the games outcome is predicable. As a result a ``spontaneous magnetization'' arises in the spin formalism.