Molycorp Minerals, the only location in the US that produces rare earths—located in the Mojave desert, producing 3% of the world's rare earth elements, is responsible for one of the fastest windfalls in private-equity history: turning $200 million into a profit of $2.3 billion in just 30 months, or roughly $2.6 million in profit each day.