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Why I doubted Facebook could build a billion dollar business, and what I learned from being horribly wrong

Facebook, early 2006
Sometimes, you need to be horribly, embarrassingly wrong to remind yourself to keep an open mind. This is my story of my failure to understand Facebook’s potential.

In 2006, I was working on a new ad network business that experimented a lot with targeting ads with social network data, broadly known as “retargeting” now. The idea was that we’d be able to take your interests and target advertising towards them, which would lead to higher CPMs. As part of this project, we did a meeting with Facebook when they were ~12 people. I had read bits and pieces about the company in the news, but since I was a few years out of college, I hadn’t used their product much. We got a meeting and since I was based in Seattle at the time, I flew down with some coworkers and chatted with them at their new office in Palo Alto.

We met the Facebook team at their office right next to the Sushitomo on University Ave. The place looked like a frat house – a TV and video game console on the ground, clothes and trash everywhere – the result of a handful of young people working very hard. After waiting a few minutes, we were escorted into a meeting room where we met with Sean Parker, Matt Cohler, and Mark Zuckerberg. Sean led the meeting, and told us a lot about Facebook, the amazing job he did raising their recent VC round from Accel, and all the good things that were happening at the company. Mark and the other folks there didn’t say a thing.

Ultimately, we didn’t get to work with them though we did eventually sign 1000s of publishers including MySpace, AOL, Wall St. Journal, NY Times, and others. But that meeting opened my eyes and convinced me of a horribly wrong thing: Facebook would never be a billion dollar company.

The metrics for Facebook – high growth, very low CPMs
As part of our meeting, we talked a bit about the metrics around Facebook, and I was immediately struck by a few things:

  • Facebook was growing fast- very fast, and impressively handled by a super young team (like me!) sitting on a site with millions of uniques/month
  • Their CPMs were terrible, lower than $0.25 (the revenue earned per thousand ad impressions) and the site was covered (at the time) with crappy remnant ads like online poker, dating, mortgages, etc. (ironically, which we now associate with MySpace)
  • They didn’t know much about advertising, and that their CPMs were really bad and unlikely to improve- their monetization strategy seemed superficial at best

From these numbers, I did a quick calculation:

$0.25 CPM * 5 billion ad impressions per month max?
= $1.25M/month = $15M/year = $150-300M value business?

I figured that Facebook hitting 5B ads/month would be incredible – after all, it was just a college social network, right? Hitting 5B impressions/month would make Facebook bigger than our largest client at the time, ESPN.com, a top 10 internet property. The only thing larger were big portals like Yahoo, MSN, and AOL. The idea that Facebook would one day be bigger than all the portals never crossed my mind.

I was confident especially in the CPM number staying low because I had multiple proprietary datapoints from across the industry – from MySpace, Friendster, Hi5, Dogster, and many other social networks. I was convinced that I had a unique understanding about Facebook’s true potential – that convinced me even more that it could never be big.

And of course, I was totally, horribly wrong :)

The case at Yahoo for buying Facebook
While I was doing these calculations after my meeting, Yahoo was also doing a similar analysis on the value of Facebook for their ill-fated attempt at buying the company. I would first read about it in the WSJ, but later saw this fascinating slide on Techcrunch.

The slide below starts out with a projection of how many registered users Facebook had at the time and projected very logically what it would mean for them to saturate more of the core userbase of “high school and young adult” – I’m sure at the time, these felt like aggressive projections to ultimately be able to justify a big purchase price:

If you look at these numbers and compare them to what really happened, it’s pretty hilarious. Comparing their projected 2010E and what actually happened, they were only off by a few hundred million users!

Furthermore, I would say that even the Yahoo numbers were very optimistic about the increase from CPM going from $0.25 to >$5 over time. There were a lot of problems with brand advertisers putting themselves next to user-generated content that had not been worked out, and these numbers would have also ultimately involved Facebook doing homepage takeovers and such. And in fact, it’s true that no large user-generated content or social networking site has been able to generate CPMs close to the $5 level, at scale.

So what was wrong with my reasoning?
Ultimately, all my conclusions were wrong by several orders of magnitude – Facebook would go on to become the #1 site on the internet and would break all attempts at reasoning based on historical datapoints, interpolation, expert opinions, etc.

To contrast how silly my reasoning turned out to be:

My 2006 prediction: Facebook would max out at 3-5B pageviews/month
Reality
: Facebook is at 1 trillion pageviews/month, and growing

I was ultimately right on the CPMs not improving by much, but it didn’t matter because I was off by 200-300x on pageviews/month! Total fail. The big insight, of course, was that Facebook wouldn’t just stay a social network for college students – ultimately the product targeted the market of everyone in the world. Confined within this the college niche, the idea that Facebook would one day reach a trillion pageviews per month seemed ludicrous. But because of the vision of the founding team, Facebook broke through this niche to build a new product that the world had never seen, and got to the numbers I had never predicted.

The most exceptional cases defy simple pattern-matching
As I mentioned in my previous post on group think vs innovation in Silicon Valley, there’s a strange contradiction between the mental tools we use to analyze and categorize businesses versus what it looks like when there’s an exceptional company that takes off. Pattern matching, deductive reasoning, and expert opinion tell you how things work in the “typical” case, but of course, we’re not interested in the typical case – we’re trying to find the exceptional ones, the rocketship companies that define the startup landscape.

That’s exactly when our logical reasoning and historically-based reasoning fails us the most.

For example, after years of failures from the entire category of social shopping sites like ThisNext, Kaboodle, and others, Pinterest has become the hottest company of the year. After years of Google impressing upon all of us that every startup needed to have an algorithm called X-rank and a 10X technology advantage, a simplistic webapp known as Twitter would emerge. And after 10 VC-funded search companies were started, and people at Yahoo thought search was a loss-leading feature that would best be outsourced, Google emerged. The list goes on and on.

Legendary VC Mike Moritz, who invested in Google/Yahoo/PayPal/Apple/etc has a relevant quote here:

I rarely think about big themes. The business is like bird spotting. I don’t try to pick out the flock. Each one is different and I try to find an interestingly complected bird in a flock rather than try to make an observation about an entire flock. For that reason, while other firms may avoid companies because they perceive a certain investment sector as being overplayed or already mature, Sequoia is “careful not to redline neighborhoods.

There’s a lot to be said for investing in the ugly duckling. When Don Valentine led Sequoia Capital’s investment in Cisco, many others had passed on the husband and wife founding team of Len Bosack and Sandy Lerner.

Never has a more profound thing been said about birdspotting :)

The biggest lesson I took away
The concrete lesson to be learned from this is: In the modern era, business models are a commodity. I never want to hear about people asking, “But what’s their business model?” because in a world where you can grow a userbase of 1 billion in a few years, displaying remnant ads and getting a $0.25 CPM will do. Or just throw some freemium model on it, and monetize 1% of them. If you can build the audience, you can build a big business.

The more abstract lesson to learn is: Be humble, and keep an open mind towards weird new companies. After a few years in Silicon Valley, you can gather a lot of useful heuristics about what’s worked and what doesn’t work. That will help you most of the time, but when it comes to the exceptional cases, all bets are off. So keep your mind open to weird, young companies that you meet that don’t fit the established pattern: Maybe the founders will all be recent MBAs, or be a spinout from a stodgy old corporation. Or maybe it’ll be in a slow-moving market, or it’ll be a married couple, or there’s 10 founders, or some other stereotypically bad thing. Remember that you’re helping/investing/working for the company right in front you, not a mutual fund of all companies with that characteristic!

If you had looked at social networking companies as a group, as I did, you would have found a flock of companies with questionable business models. However, if you had been prescient enough to pick out Facebook specifically, then you would have seen a company break through all historic precedents and become a huge success. Hats off to all 12 employees I met that day in 2006.

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  • http://www.samedaydr.com/ Rich Weisberger

    Is there room for  a college student/employer  only social network to help employers and college students solve the problem of  the “barriers to college level networking” and “the graduating senior skills divide”.  It would include features  for employers to offer real life case studies for students to apply  and get feedback on during each of his/her college years. It would also include individual company blogs, and  q&a sessions. The goal of the platform would be for students to start the networking process in a setting that they are more comfortable with and for employers to get to know the student behind the resume. 

  • http://petegrif.tumblr.com/ Pete Griffiths

    I really really like this blog.  I remember your pieces about social networks monetizing like crap etc and took note of them.  And I really respect you revisiting the topic in such a humble way.  There are valuable lessons here for all those who would leap to conclusions about the potential viability of companies that are doing something different.  Good job!

  • http://blog.hegranes.com/ jonathan hegranes

    I love the perspective that you bring…  applicable to a 12-employee Facebook or a future company yet to be name.  With so much talk about the right number of founders, background, business model, etc., I’m intrigued by your quotes, as well as the particulars of companies that you will be careful not to overlook.  I’ll be thinking about this post for a while.

  • http://twitter.com/sethmcohen Seth Cohen

    Great post, Andrew. Especially like the quote from Mike. Your conclusion seems to be, the safest bets are on the outliers – find the start-ups that are execptional at (at least) 1 thing.
    Thanks!
    Seth

  • http://andrewchenblog.com Andrew Chen

    I’m not saying that the outliers are safe :) Just that it’s easy to misunderstand exceptional companies when they are young and new. And that furthermore, if you are interested in picking breakthrough companies, then you might want to take a closer look at the weird ones.

  • http://andrewchenblog.com Andrew Chen

    Yeah exactly- people are obsessed by generalized, abstract rules, probably because it gives them a bigger feeling of safety. It’s lower variance to be from Stanford CS, have 2 cofounders, find a hardcore tech problem etc. But of course, picking the winners is not about lower variance at all- it’s about finding the highest potential, highest variance outcomes.

  • http://andrewchenblog.com Andrew Chen

    All of those previous posts are still true, it’s just that when you hit a trillion pageviews/month, then $0.25 CPMs are plenty good enough :)

  • http://andrewchenblog.com Andrew Chen

    No, there is no room for that :)

  • http://petegrif.tumblr.com/ Pete Griffiths

    Yep.  
    That’s what so insidious about trying to evaluate these kind of disruptive changes.  Your analysis was spot on in so many ways.  And it’s not as if those 12 guys at fb ‘knew’ they were going to hit those numbers.

  • http://www.samedaydr.com/ Rich Weisberger

    What’s particularly interesting about the forecast is the ZER0 growth rate for years 2010-2015. A true Markov process!

  • http://twitter.com/latikak Latika K

    Great post, thanks for sharing! I remember being shown a camera phone in 2000 and wondering who the heck would want something that took such terrible, pixely pictures, and besides – what would they do with the photos anyway? ;) Humble, humble pie. 

  • http://twitter.com/peignoir franck nouyrigat

    Love it! Thx for sharing this amazing xp

  • http://www.facebook.com/evan.c.owens Evan Owens

    love this post andrew!  from the startup founder perspective it’s encouraging to hear you don’t always have to fit the established mold.  every startup has their own path.  hope all is well.

  • http://twitter.com/Pv Patrick Vlaskovits

    I don’t mean to be glib or not do your excellent & very thoughtful blog post justice — but would like to highlight what I thought was the heart of your insight:

    “there’s a strange contradiction between the mental tools we use to analyze and categorize businesses versus what it looks like when there’s an exceptional company that takes off. Pattern matching, deductive reasoning, and expert opinion tell you how things work in the “typical” case, but of course, we’re not interested in the typical case – we’re trying to find the exceptional ones, the rocketship companies that define the startup landscape.”
    Taleb would call those Black Swans.  And his point, like yours, is that traditional management/finance tools aren’t useful in interpreting them.I wrote a little about Black Swans & startups on Brant Cooper’s blog a while back:http://market-by-numbers.com/2010/01/cognitive-biases-positive-black-swan-events-and-startups/ 

  • http://gatesvp.blogspot.com Gaëtan Voyer-Perrault

    @andrew_null:disqus :
    Ultimately, all my conclusions were wrong by several orders of magnitude…

    Patently untrue. You said their CPMs were going to be a crummy $0.25 and they still are. You were off by zero orders of magnitude.

    Let’s add to the fact that they get a lot of revenue from their App/Games department. In 2006 that API did not exist. In fact, the API was a complete game-changer because they made the canvas monetizable.

    … after all, it was just a college social network, right?

    Numerically-speaking, this was your only real mistake. You dramatically under-estimated the market size.

    When they expanded past college kids, your numbers became invalid. That would have been a time to revisit the numbers. When they launched their “make money” API, that would have changed the numbers again.

    But as a snapshot in time you were not wrong. In fact, as a “college-only” network with no API for apps, Facebook is definitely not worth a billion dollars.

    Had you done the math a year later when they opened up beyond college then you would have had a better guess. When you had their meeting did they tell you this was their plan? Did they tell you about their API in 2006, their platform play?

    At some level you failed to predict the future direction of Facebook, but I hear that pretty difficult :)

  • http://andrewchenblog.com Andrew Chen

    My point is that it’s easy to do the most obvious thing and just draw a straight line from where a startup is to the next obvious thing. That’s what I did, and same with Yahoo.

    The ability to pick any of the exceptional/breakout cases requires you to figure out the next phase(s) of evolution for the company, and to see the big opportunity. Hard, but that’s why the winners are paid the big bucks.

    Yes, this is insanely difficult (and ultimately I do not expect myself to consistently make the correct call on that) but that’s part of the fun :)

  • http://andrewchenblog.com Andrew Chen

    Yes, that’s one of the big points, I agree. The funny thing is being in an industry where it’s ALL about black swans- and yet the tools we use to find these guys are still so lacking. Maybe it’ll always be this way- more art than science.

  • http://andrewchenblog.com Andrew Chen

    don’t even ask me what I thought when I saw an internet browser for the first time :)

  • http://andrewchenblog.com Andrew Chen

    Agree. They didn’t know, nor did many of the dozens of Facebook employees who have quit over the years while the company was rapidly growing in value :)

  • http://twitter.com/2pasc Pascal Levy Garboua

    Great post. To what extent do you feel that the people you met that day wanted theFacebook to go way beyond college students and alumni?

  • http://andrewchenblog.com Andrew Chen

    We didn’t talk about it in that meeting, so I don’t know anything first hand.

    If you believe the book “The Facebook Effect” some of the early people know it was going to be very big outside of colleges (or had that hunch) from the very beginning.

  • http://www.twitter.com/rohamg Roham Gharegozlou

    Really great post, totally agree with you on all points

  • dugald3

    Thanks for your great post and I loved your comment that “maybe the founders will… come from a spinout from a dodgy old corporation”. Our case exactlly when we were confronted by dismissive comments based around the link to the organization we broke away from in order to make the difference!

  • http://www.marketing.fm EricFriedman

    Great post and a solid reminder to stay humble.  I wonder though how the so called lifestyle businesses could use this approach.  They need a lot less funding and a earlier revenue model to survive.

  • http://www.facebook.com/skrukowski Scott Krukowski

    Correct me if I’m wrong yet it appears that you were more focused on the numbers given the current state of industry and business models at that particular time instead of looking beyond the financials and contemplating how the venture may re-define the ways business is done in the future?

  • http://www.facebook.com/inharmony Harmony Jones

    great post, but why all the excessive analysis? You just didn’t think they would go beyond the college market and were wrong about that. That’s the simple point here. You should have tweeted that instead of writing a blog post :-)

  • http://andrewchenblog.com Andrew Chen

    haha, you must not read my blog very often. Every post consists of excessive analysis- sometimes I wonder if I should just name the blog that :)

  • http://giffconstable.com giffc

    Are we truly in a business where it is all about black swans? Even ignoring the sea of failed companies, are most successful startups one that can “grow a userbase of 1 billion in a few years”?

  • http://andrewchenblog.com Andrew Chen

    This post is written in the mindset of trying to build $1B startups from scratch, and the mental framework needed to do that. Given that there’s very few of these $B companies created every year (maybe 10?) versus the # of companies funded by angel investors and VCs (1000s), I’d say it’s pretty much black swans all around. Obviously companies get to this value in different ways, and some are about the billion userbase, and others are about signing up a big chunk of the F500. But either way, it’s hard.

  • http://twitter.com/intelligentspec IntelligentSpec

    Great great read, thanks so much for the honesty and look back in the past… I would be thousands out there have a very similar story about $FB

  • http://www.facebook.com/people/Jordan-Stocker/1313751160 Jordan Stocker

    It sounds like you simply fell victim to the temptation to over categorize and label. When one is an “expert” in a field, they often feel the need to apply their knowledge to quickly and conclusively make assessments and decisions; and in an industry as dynamic as online business, this temptation can seriously stifle creative insight.  

  • richardgarand

    If you take all the companies that looked similar at one point and went nowhere, is there anything to distinguish them or is it just a numbers game? And if you take the ones that went somewhere and then died out like Myspace, is a high growth rate early on enough to tell you something? 

    This looks like a popularity game where one company wins it all and the specific winner depends on billions of choices and interactions that you can’t see. Popularity and attention on this scale always have value, and I think the only thing in common in the different ways companies get there is that the same thing never works twice. Like publishing/entertainment it might be extremely hard to come out on top without betting a lot of times.That said there are many worthy goals that don’t involve the need to become a noun/verb :)

  • honam

    Great post.

    BTW, the number of billion dollar companies created every year is around 30. You should check out a book called “Blueprint to a Billion” which studied more than 7,500 IPOs since 1980. The average over the period they examined was 31/year across all indistries. The number of tech companies is much lower (less than 10/year).

  • http://www.connectme360.com/ Brian Hayashi @connectme

    Love this post, Andrew. You can be right about so many things, yet sometimes that same success absolutely blinds you. The Buddha teaches followers the concept of non-attachment: Be self-aware enough to know what your capabilities are, cultivate your ability to understand others without bias, and only then can you start realizing your potential in a hyper-connected world :)

  • http://www.tellmetxt.com/ Philip Wattis

    I think the way facebook allows its users to volunteer everything about themselves – AND THE USERS DO, is a work of genius!

  • http://www.facebook.com/profile.php?id=1101148 Camilo Acosta

    Great post, Andrew!

  • http://twitter.com/Six3 Six3
  • http://www.marcospolanco.com Marcos Polanco

    I am glad to clarified this. There are plenty of $100M businesses waiting to be built and financed that are properly evaluated within the very logical system you used in 2006. Of course at the a16z.com heights, this is useless, yet most all entrepreneurs out there are best served to bear down on those business models.

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