Welcome To The Unicorn Club: Learning From Billion-Dollar Startups

Editor’s note: Aileen Lee is founder of Cowboy Ventures, a seed-stage fund that backs entrepreneurs reinventing work and personal life through software. Previously, she joined Kleiner Perkins Caufield & Byers in 1999 and was also founding CEO of digital media company RMG Networks, backed by KPCB. Follow her on Twitter @aileenlee. 

Many entrepreneurs, and the venture investors who back them, seek to build billion-dollar companies.

Why do investors seem to care about “billion dollar exits”? Historically, top venture funds have driven returns from their ownership in just a few companies in a given fund of many companies. Plus, traditional venture funds have grown in size, requiring larger “exits” to deliver acceptable returns. For example – to return just the initial capital of a $400 million venture fund, that might mean needing to own 20 percent of two different $1 billion companies, or 20 percent of a $2 billion company when the company is acquired or goes public.

So, we wondered, as we’re a year into our new fund (which doesn’t need to back billion-dollar companies to succeed, but hey, we like to learn): how likely is it for a startup to achieve a billion-dollar valuation? Is there anything we can learn from the mega hits of the past decade, likeFacebook, LinkedIn and Workday?

To answer these questions, the Cowboy Ventures team built a dataset of U.S.-based tech companies started since January 2003 and most recently valued at $1 billion by private or public markets. We call it our “Learning Project,” and it’s ongoing.

With big caveats that 1) our data is based on publicly available sources, such as CrunchBase, LinkedIn, and Wikipedia, and 2) it is based on a snapshot in time, which has definite limitations, here is a summary of what we’ve learned, with more explanation following this list*:

Learnings to date about the “Unicorn Club”:

1. We found 39 companies belong to what we call the “Unicorn Club” (by our definition, U.S.-based software companies started since 2003 and valued at over $1 billion by public or private market investors). That’s about .07 percent of venture-backed consumer and enterprise software startups.

2. On average, four unicorns were born per year in the past decade, with Facebook being the breakout “super-unicorn” (worth >$100 billion). In each recent decade, 1-3 super unicorns have been born.

3. Consumer-oriented unicorns have been more plentiful and created more value in aggregate, even excluding Facebook.

4. But enterprise-oriented unicorns have become worth more on average, and raised much less private capital, delivering a higher return on private investment.

5. Companies fall somewhat evenly into four major business models: consumer e-commerce, consumer audience, software-as-a-service, and enterprise software.

6. It has taken seven-plus years on average before a “liquidity event” for companies, not including the third of our list that is still private. It’s a long journey beyond vesting periods.

7. Inexperienced, twentysomething founders were an outlier. Companies with well-educated, thirtysomething co-founders who have history together have built the most successes

8. The “big pivot” after starting with a different initial product is an outlier.

9. San Francisco (not the Valley) now reigns as the home of unicorns.

10. There is very little diversity among founders in the Unicorn Club.

Some deeper explanation and additional findings:

1) Welcome to the exclusive, 39-member Unicorn Club: the Top .07%

• Figuring out the denominator to unicorn probability is hard. The NVCA says over 16,000 internet-related companies were funded since 2003; Mattermark says 12,291 in the past 2 years; and theCVR says 10-15,000 software companies are seeded each year. So let’s say 60,000 software and internet companies were funded in the past decade. That would mean .07 percent have become unicorns. Or, 1 in every 1,538.
• Takeaway: it’s really hard, and highly unlikely, to build or invest in a billion dollar company. The tech news may make it seem like there’s a winner being born every minute — but the reality is,the odds are somewhere between catching a foul ball at an MLB game and being struck by lightning in one’s lifetime. Or, more than 100x harder than getting into Stanford.
• That said, these 39 companies have shown it’s possible  – and they do offer a lot that can be learned from.