A Monopoly Graph is a visual representation that illustrates the pricing and output decisions of a monopolistic market structure. It typically shows the demand curve, marginal revenue curve, marginal cost curve, and the equilibrium point where the monopolist maximizes profit. Understanding this graph is crucial because it highlights how monopolies set prices above marginal costs, leading to reduced output compared to competitive markets.