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Financial Fallacies

Igor Rivin (Temple U/Brown U/Meteque Holdings)
Fallacy I

“A dollar is a dollar”
A dollar is a dollar?
A dollar is a dollar?

Depends to whom. The question was first
analyzed by Daniel Bernoulli back in 1735,
prompted by his cousin Nicholas Bernoulli’s St
Peterburg game paradox.
St Petersburg Game
I offer you a game: I flip a fair coin. If it lands heads, I
pay you $1. If it lands tails, we flip again, and if it
lands heads, I pay you $2. If it lands tails, flip again,
and if it lands heads, I pay you $4, and so on.
Now, how big an entry fee will you pay to play this
game?
St Petersburg game

Easy to compute that the expectation is infinite!
Will you give me all your money?
St Petersburg Game
Empirically, the answer is a resounding NO! And it is
unlikely that anyone will pay more than $10 or so to
play.
Why? Bernoulli’s thesis is that if Peter has $100000,
and Paul has $1MM, then $10000 is worth about the
same to Peter as $100000 is to Paul.
A dollar is a dollar?
An example: a 10% per year return is viewed as a
steady return. A $100000 per year return is
strange.
Bernoulli’s example: insurance. If you insure your
house for a bit more than the expectation of loss,
good for you and the insurance company.
A dollar is a dollar

A bit of analysis leads to the conclusion that the
UTILITY of N dollars is proportional to log N.
A dollar is a dollar

So, giving the guy money is good for society (that
way be socialism…)
St Petersburg game

And of course, the logarithmic expectation of the
St Petersburg game is finite.
Fallacy II
log (1+x) = x
prevalent in the finance community (because
pension fund managers do not understand
logs?)
log(1+x) = x
leads to complete confusion, not the least
manifestation of which is the Sharpe ratio.
And its cousins, the CAPM and Markowitz
portfolio optimization.
Sharpe Ratio
Defined as the mean of portfolio excess returns
divided by the standard deviation of excess return.
Should be the mean of excess log returns divided
by their variance.
(call this the KT-ratio, for Kelly-Thorp, more on this
below)
Harry Markowitz
Paul Samuelson

Three confused Nobelists

Bill Sharpe
And their intellectual
offspring
There are two methods to consider in a risky
strategy:
The first is to know all parameters about the
future, and engage in optimized portfolio
construction, a lunacy, unless one has a godlike knowledge of the future. Let’s call it
Markowitz-style.

Nassim Taleb
What if you do know
about logs?
Optimal betting strategies

Problem: you have an edge on the house (say,
counting cards, or doing statistical analysis of
stock returns). How much should you bet?
Optimal betting strategies

ANSWER: depends on what you want. If you
only have one shot, you should bet all of your
money (if you are really, really sure you have an
edge).
Optimal betting strategies

But if you can play as long as you want, betting
all your money every time is a terrible idea, since
you will LOSE all your money quickly, even if
you have an edge.
Optimal betting strategies

But, the answer has been figured out (at Bell
Labs! — not as surprising as it seems, since the
phone company made a lot of money from
bookies back in the day).
Optimal betting strategies

The answer is “the Kelly Criterion”
The Kelly Criterion
The Kelly Criterion
Interesting properties: betting LESS than the
Kelly criterion reduces your returns, but also
decreases the volatility
Betting more ALSO decreases returns, while
INCREASING the volatility
The Kelly Criterion
($1000 initial bankroll, p=0.51, 2000
bets)
($1000 initial bankroll, p=0.51, 2000
bets)
The half-Kelly ($1000 initial bankroll,
p=0.51, 2000 bets)
The Kelly Criterion ($1000 initial
bankroll, p=0.54, 2000 bets)
The half-Kelly ($1000 initial bankrol,
p=0.54, 2000 bets)
Some Kellyists

Jim Simons
Ed Thorp
Ray Dalio

No Nobel prizes, and no regrets
Back to fallacies
Madoff Returns

Impossible! Or is it?
Take a look:

See any similarity?
The martingale strategy
You go to the casino, and bet $1 on red. If you
win, you walk away.
If you lose, you bet $2 on red. If you win, you are
up $1, and walk away.
If you lose, you bet $4, and so on.
The martingale strategy
It’s amazing! You win $1 with 100% probability.
Well, except for running out of money (in a
casino, there are table limits, but in the stock
market, there aren’t…)
The martingale strategy

So, we found a hedge fund — MG partners,
which has $1000 under management to begin,
and every day we run the martingale. What
happens?
The martingale for fair coin toss (2000
bets, $1000 starting bankroll), betting $1
every time.
The martingale for fair coin toss, betting
0.05% every time ($1000 starting capital,
2000 bets)
The martingale with an edge ($1000
starting capital, p=0.54, $1 bet, 2000
bets)
Still looks a little
variable…
The “standard trick” (or so people tell me…) is to
found a few funds, and only tell people about the
good one(s), just to be on the safe side.
As the amount of investment goes up, the risk of
catastrophic failure goes down.
When things crash

The investors are screwed, but the manager
walks away with the 2/20.
Of course, this is not nice to the investors, so…
We borrow money from
the bank
At the end, the manager has done well, the
investors have done well, the bank, umm…
Not so nice to the bank. But now there is a really
simple solution.
Instead of $1000, use
$10Bn
Then, the manager does (very) well.
The investors do quite well
The bank earns nice interest income
And when things blow up, the bank is too big to
fail; the Fed bails it out with money it prints, so
Everybody wins!
Quantopian exchange
How many “trading systems” are the
martingale in disguise? People like winning
every day…
Of course, once the fund
gets big enough

Hire enough physics PhDs to have SOME alpha.
Then inertia is your friend.
(that was another
fallacy):

You need to have good performance to raise
money.
Another fallacy (on a
smaller scale):

Ride your winners, dump your losers
Ride your winners, dump
your losers
Infinitely many backtests show that mean
reversion is quite noticeable in the market.
Which means that this is exactly the wrong thing
to do.
Thank you for your
attention!
Thanks to Quantopian for
organizing!

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Talk at the quantopian Boston meetup

  • 1. Financial Fallacies Igor Rivin (Temple U/Brown U/Meteque Holdings)
  • 2. Fallacy I “A dollar is a dollar”
  • 3. A dollar is a dollar?
  • 4. A dollar is a dollar? Depends to whom. The question was first analyzed by Daniel Bernoulli back in 1735, prompted by his cousin Nicholas Bernoulli’s St Peterburg game paradox.
  • 5. St Petersburg Game I offer you a game: I flip a fair coin. If it lands heads, I pay you $1. If it lands tails, we flip again, and if it lands heads, I pay you $2. If it lands tails, flip again, and if it lands heads, I pay you $4, and so on. Now, how big an entry fee will you pay to play this game?
  • 6. St Petersburg game Easy to compute that the expectation is infinite! Will you give me all your money?
  • 7. St Petersburg Game Empirically, the answer is a resounding NO! And it is unlikely that anyone will pay more than $10 or so to play. Why? Bernoulli’s thesis is that if Peter has $100000, and Paul has $1MM, then $10000 is worth about the same to Peter as $100000 is to Paul.
  • 8. A dollar is a dollar? An example: a 10% per year return is viewed as a steady return. A $100000 per year return is strange. Bernoulli’s example: insurance. If you insure your house for a bit more than the expectation of loss, good for you and the insurance company.
  • 9. A dollar is a dollar A bit of analysis leads to the conclusion that the UTILITY of N dollars is proportional to log N.
  • 10. A dollar is a dollar So, giving the guy money is good for society (that way be socialism…)
  • 11. St Petersburg game And of course, the logarithmic expectation of the St Petersburg game is finite.
  • 12. Fallacy II log (1+x) = x prevalent in the finance community (because pension fund managers do not understand logs?)
  • 13. log(1+x) = x leads to complete confusion, not the least manifestation of which is the Sharpe ratio. And its cousins, the CAPM and Markowitz portfolio optimization.
  • 14. Sharpe Ratio Defined as the mean of portfolio excess returns divided by the standard deviation of excess return. Should be the mean of excess log returns divided by their variance. (call this the KT-ratio, for Kelly-Thorp, more on this below)
  • 15. Harry Markowitz Paul Samuelson Three confused Nobelists Bill Sharpe
  • 17. There are two methods to consider in a risky strategy: The first is to know all parameters about the future, and engage in optimized portfolio construction, a lunacy, unless one has a godlike knowledge of the future. Let’s call it Markowitz-style. Nassim Taleb
  • 18. What if you do know about logs?
  • 19. Optimal betting strategies Problem: you have an edge on the house (say, counting cards, or doing statistical analysis of stock returns). How much should you bet?
  • 20. Optimal betting strategies ANSWER: depends on what you want. If you only have one shot, you should bet all of your money (if you are really, really sure you have an edge).
  • 21. Optimal betting strategies But if you can play as long as you want, betting all your money every time is a terrible idea, since you will LOSE all your money quickly, even if you have an edge.
  • 22. Optimal betting strategies But, the answer has been figured out (at Bell Labs! — not as surprising as it seems, since the phone company made a lot of money from bookies back in the day).
  • 23. Optimal betting strategies The answer is “the Kelly Criterion”
  • 25. The Kelly Criterion Interesting properties: betting LESS than the Kelly criterion reduces your returns, but also decreases the volatility Betting more ALSO decreases returns, while INCREASING the volatility
  • 26. The Kelly Criterion ($1000 initial bankroll, p=0.51, 2000 bets) ($1000 initial bankroll, p=0.51, 2000 bets)
  • 27. The half-Kelly ($1000 initial bankroll, p=0.51, 2000 bets)
  • 28. The Kelly Criterion ($1000 initial bankroll, p=0.54, 2000 bets)
  • 29. The half-Kelly ($1000 initial bankrol, p=0.54, 2000 bets)
  • 30. Some Kellyists Jim Simons Ed Thorp Ray Dalio No Nobel prizes, and no regrets
  • 33. Take a look: See any similarity?
  • 34. The martingale strategy You go to the casino, and bet $1 on red. If you win, you walk away. If you lose, you bet $2 on red. If you win, you are up $1, and walk away. If you lose, you bet $4, and so on.
  • 35. The martingale strategy It’s amazing! You win $1 with 100% probability. Well, except for running out of money (in a casino, there are table limits, but in the stock market, there aren’t…)
  • 36. The martingale strategy So, we found a hedge fund — MG partners, which has $1000 under management to begin, and every day we run the martingale. What happens?
  • 37. The martingale for fair coin toss (2000 bets, $1000 starting bankroll), betting $1 every time.
  • 38. The martingale for fair coin toss, betting 0.05% every time ($1000 starting capital, 2000 bets)
  • 39. The martingale with an edge ($1000 starting capital, p=0.54, $1 bet, 2000 bets)
  • 40. Still looks a little variable… The “standard trick” (or so people tell me…) is to found a few funds, and only tell people about the good one(s), just to be on the safe side. As the amount of investment goes up, the risk of catastrophic failure goes down.
  • 41. When things crash The investors are screwed, but the manager walks away with the 2/20. Of course, this is not nice to the investors, so…
  • 42. We borrow money from the bank At the end, the manager has done well, the investors have done well, the bank, umm… Not so nice to the bank. But now there is a really simple solution.
  • 43. Instead of $1000, use $10Bn Then, the manager does (very) well. The investors do quite well The bank earns nice interest income And when things blow up, the bank is too big to fail; the Fed bails it out with money it prints, so
  • 46. How many “trading systems” are the martingale in disguise? People like winning every day…
  • 47. Of course, once the fund gets big enough Hire enough physics PhDs to have SOME alpha. Then inertia is your friend.
  • 48.
  • 49.
  • 50.
  • 51.
  • 52.
  • 53. (that was another fallacy): You need to have good performance to raise money.
  • 54. Another fallacy (on a smaller scale): Ride your winners, dump your losers
  • 55. Ride your winners, dump your losers Infinitely many backtests show that mean reversion is quite noticeable in the market. Which means that this is exactly the wrong thing to do.
  • 56. Thank you for your attention!
  • 57. Thanks to Quantopian for organizing!