Once upon a time, private companies with market valuations of more than $1 billion were so rare that they were dubbed Unicorns.

Unicorns are much less exotic today. In the United States, there are more than 100 such companies with a collective value of $360 billion, according to CB Insights. They have collectively raised over $73 billion.