Investors often buy shares in promising yet unprofitable companies, but focusing on profitable ones like MGE Energy (NASDAQ: MGEE) is preferred. MGE Energy has shown revenue and profit growth, with insider buying and reasonable CEO pay reflecting optimism for the future.