To complicate things further, both products, because they are produced jointly, share a common marginal cost curve. There are complexities in the production function also. Their production could be linked in the sense that they are bi-products (referred to as compliments in production), or they could be linked in the sense that they can be produced by the same inputs (referred to as substitutes in production). Also, production of the joint product could be in fixed proportions or in variable proportions.
When setting prices in a situation as complex as this, microeconomic marginal analysis is helpful. In a simple case of a single product, price is set at that quantity demanded where marginal cost exactly equals marginal revenue. This is exactly what is done when joint products are produced in variable proportions. Each product is treated separately. In fact, it might even be possible to construct separate cost functions. In the diagram below, to determine optimal pricing for joint products produced in variable proportions, you find the intersection point of marginal revenue (product A) with the joint marginal cost curve. You then extend that quantity, up to the demand curve for product A, and that gives you the profit maximizing price for product A (point Pa in the diagram). You do the same for product B, yielding price point Pb1.
If the products are produced in fixed proportions (example: cow hides and cow steaks), then one of the products will very likely be produced in quantities different than the profit maximizing amount considered separately. In fact the profit maximizing quantity and price of the second half of the joint product, will be different than the profit maximizing amount considered separately. In the diagram, product B is produced in greater amounts than the profit maximizing amount considered separately, and sold at a lower price (point Pb2) than the profit maximizing price considered separately (point Pb1). Although price is lower and output is higher, marginal cost is also higher. Yet this is a profit maximizing solution to this situation. Quantity supplied of product B is increased to the point that marginal revenue becomes zero (ie.: the point where the marginal revenue curve intersects the horizontal axis).
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