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Webit, Istanbul, 10 October 2012




14 Primary Lessons
for Black Swans
(Decision Theory for Startups)



                                   Jochen Wegner . jochen@wegner.io . http://wegner.io . 10/2012
About Jochen
                     Business                                Complexity
  Coder                                   Physicist
                     Journalist                              Researcher




 Consultant                          ‣publishers
                                     ‣industry
 & Angel - see http://wegner.io
                                     ‣startups                Science
                                                               Editor




   Startup                Managing                            Science
                                           Editor-in-Chief
Entrepreneur              Director                            Writer
Influencers



Karl Popper   Nassim Taleb, Rolf Dobelli    Daniel Kahneman




                                      Jochen Wegner . jochen@wegner.io . http://wegner.io . 10/2012
14 Primary Lessons
for Black Swans
>6 million businesses
   are created every year in the
   United States alone*

* Kauffman Foundation, US Census Bureau
1 out of 1.000-10.000
 will be big.*


* >500 employees after 10 years,
estimate based on Kauffman Index, US Census Bureau
What if big success was random?
What if it would be impossible to predict
if you will be the next Black Swan?
What if big success was random?
What if it would be impossible to predict
if you will be the next Black Swan?
What if big success was random?
Some reliable sources suggest exactly that:
suggest exactly that:



„The majority of funds — 62 out of 100 —
failed to exceed returns available from the
public markets, after fees and carry were
paid.“
                     (Kauffman Foundation)
Successful startups are
„Black Swans“ according to Taleb:

‣rare
‣extreme impact
‣only retrospective predictability
Lesson 1




Big startups success
shows many properties of a
random process.
Lesson 2




Startup entrepreneurs show
the typical cognitive biases
connected with randomness.
There are 156 cognitive biases.*
Let us pick 12 of them.



* assembled by Wikipedia
Your startup will almost certainly
be a White Swan (and no big hit)...
Lesson 3

Your startup will almost certainly be a White Swan...




...even if everyone else around
you is so successful.*

* Selection Bias / Survivorship Bias / Representativeness /
„Law of small numbers“
Lesson 4


Your startup will almost certainly be a White Swan...




...even if you got big funding.*



* smart investors „farm black swans“- © Paul Graham
Lesson 5


Your startup will almost certainly be a White Swan...




...even if you got funded by a
very successful investor.*


* Selection Bias, „Swimmer‘s Body Illusion“
Lesson 6


Your startup will almost certainly be a White Swan...




...even if you were successful
before.*

* Randomness, Selection Bias, Overconfidence
Lesson 6




(...even if your name is Loic,
Niklas or Chad.)
Lesson 7


Your startup will almost certainly be a White Swan...




...even if you find a lot of
evidence that your model will
work.*
* Confirmation Bias
Lesson 8




Please follow your idea - even if
it seems not big enough for big
investors.*

* They are solely in the Black Swan Farming Business -
see Paul Graham
Lesson 9




Please follow your idea - even if
it seems a little insane (but
could be really big).*

* „If a good idea were obviously good, someone else would already have done it. So the most successful founders tend to
work on ideas that few beside them realize are good. Which is not that far from a description of insanity, till you reach
the point where you see results.“ (Paul Graham)
Lesson 10




It may be rational not to take
money from big investors.
Lesson 11




It may be rational not to take
money from small investors.*


* Reciprocity
Lesson 12



Please follow your idea - but
not because you worked so
hard on it in the past.* Only
because of future prospects.

* Sunk Cost Fallacy
Lesson 13




Don‘t listen to success stories
too much.*


* Availability Bias
(Read „Techcrunch“ like you
read „TMZ“ or „People“
Magazine.)
Lesson 14




Be very careful if you take
advice from successful
entrepreneurs.*

* Overconfidence, Hindsight, Illusion of Control
Resources
Books
Judgement under Uncertainty: Heuristics and Biases
Fooled By Randomness
The Black Swan

Articles / Blogs
Why Angel Investors don‘t make money
Black Swan Farming
We have met the enemy - and he is us (PDF, Kauffman)
Cognitive biases, risk perception, and venture formation: How individuals decide to start companies

Resources on Entrepreneurship
US Census Bureau
Kauffman Foundation


Wikipedia: List of Cognitive Biases

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14 Primary Lessons for Black Swans

  • 1. Webit, Istanbul, 10 October 2012 14 Primary Lessons for Black Swans (Decision Theory for Startups) Jochen Wegner . jochen@wegner.io . http://wegner.io . 10/2012
  • 2. About Jochen Business Complexity Coder Physicist Journalist Researcher Consultant ‣publishers ‣industry & Angel - see http://wegner.io ‣startups Science Editor Startup Managing Science Editor-in-Chief Entrepreneur Director Writer
  • 3. Influencers Karl Popper Nassim Taleb, Rolf Dobelli Daniel Kahneman Jochen Wegner . jochen@wegner.io . http://wegner.io . 10/2012
  • 5. >6 million businesses are created every year in the United States alone* * Kauffman Foundation, US Census Bureau
  • 6. 1 out of 1.000-10.000 will be big.* * >500 employees after 10 years, estimate based on Kauffman Index, US Census Bureau
  • 7. What if big success was random? What if it would be impossible to predict if you will be the next Black Swan?
  • 8. What if big success was random? What if it would be impossible to predict if you will be the next Black Swan?
  • 9. What if big success was random? Some reliable sources suggest exactly that: suggest exactly that: „The majority of funds — 62 out of 100 — failed to exceed returns available from the public markets, after fees and carry were paid.“ (Kauffman Foundation)
  • 10. Successful startups are „Black Swans“ according to Taleb: ‣rare ‣extreme impact ‣only retrospective predictability
  • 11. Lesson 1 Big startups success shows many properties of a random process.
  • 12. Lesson 2 Startup entrepreneurs show the typical cognitive biases connected with randomness.
  • 13. There are 156 cognitive biases.* Let us pick 12 of them. * assembled by Wikipedia
  • 14. Your startup will almost certainly be a White Swan (and no big hit)...
  • 15. Lesson 3 Your startup will almost certainly be a White Swan... ...even if everyone else around you is so successful.* * Selection Bias / Survivorship Bias / Representativeness / „Law of small numbers“
  • 16. Lesson 4 Your startup will almost certainly be a White Swan... ...even if you got big funding.* * smart investors „farm black swans“- © Paul Graham
  • 17. Lesson 5 Your startup will almost certainly be a White Swan... ...even if you got funded by a very successful investor.* * Selection Bias, „Swimmer‘s Body Illusion“
  • 18. Lesson 6 Your startup will almost certainly be a White Swan... ...even if you were successful before.* * Randomness, Selection Bias, Overconfidence
  • 19. Lesson 6 (...even if your name is Loic, Niklas or Chad.)
  • 20. Lesson 7 Your startup will almost certainly be a White Swan... ...even if you find a lot of evidence that your model will work.* * Confirmation Bias
  • 21. Lesson 8 Please follow your idea - even if it seems not big enough for big investors.* * They are solely in the Black Swan Farming Business - see Paul Graham
  • 22. Lesson 9 Please follow your idea - even if it seems a little insane (but could be really big).* * „If a good idea were obviously good, someone else would already have done it. So the most successful founders tend to work on ideas that few beside them realize are good. Which is not that far from a description of insanity, till you reach the point where you see results.“ (Paul Graham)
  • 23. Lesson 10 It may be rational not to take money from big investors.
  • 24. Lesson 11 It may be rational not to take money from small investors.* * Reciprocity
  • 25. Lesson 12 Please follow your idea - but not because you worked so hard on it in the past.* Only because of future prospects. * Sunk Cost Fallacy
  • 26. Lesson 13 Don‘t listen to success stories too much.* * Availability Bias
  • 27. (Read „Techcrunch“ like you read „TMZ“ or „People“ Magazine.)
  • 28. Lesson 14 Be very careful if you take advice from successful entrepreneurs.* * Overconfidence, Hindsight, Illusion of Control
  • 29. Resources Books Judgement under Uncertainty: Heuristics and Biases Fooled By Randomness The Black Swan Articles / Blogs Why Angel Investors don‘t make money Black Swan Farming We have met the enemy - and he is us (PDF, Kauffman) Cognitive biases, risk perception, and venture formation: How individuals decide to start companies Resources on Entrepreneurship US Census Bureau Kauffman Foundation Wikipedia: List of Cognitive Biases