They produce the most Fortune 500 CEOs. Many McKinsey alumni run companies with more than $1 billion in annual sales. According to one estimate, McKinsey alumni have a 1 in 690 chance of securing a CEO position at one of the 1,187 publicly traded companies valued at a minimum of $2 billion in market capitalization.