I have two envelopes, and inside each I have put
some money. In fact, one envelope contains
twice as much money as the other.
I'll let you select one envelope, which you can
have after the game is over.
But as soon as you select one, I offer you the option
to switch envelopes. Should you switch?
You reason as follows: My envelope has $x,
and with probability 1/2 the other envelope has
either $x/2 or $2x dollars.
Thus the expected value of the other envelope is
(1/2)($x/2) + (1/2)($2x) which is $1.25x. This is
greater than the $x in my current envelope.
Therefore I should switch envelopes...
But if you do switch, a similar argument
would instruct you to switch back... and therefore keep switching! What's going on here? Is there a flaw in the reasoning?
You can make this paradox concrete by bringing two envelopes to class and put some (unknown amount of) money in them, one twice as much as the other.
The Math Behind the Fact:
The expected value calculation is flawed because
the conditioning on the relative value $x is incorrect.
You need to have some idea of what the prior distribution of money in the envelope is before you can do the calculation. For instance, if you knew that the two amounts were $5 and $10, then if you took the $5 envelope
(i.e., if x=5), there is NO chance that the amount in the other envelope is $x/2; it must be $2x=$10. Similarly,
if you took the $10 envelope, the other envelope must be $5.
So conditioning on whether you took the $5 or $10 envelope,
the expected value of the other envelope is actually
However, if you observe what's in your envelope, then you can condition on what you see; the expected value of the other envelope is $10 if you see $5 in yours, or vice versa. If you see $5 you should switch, and if you see $10 you should not. So there is no paradox in this case.
However, surprisingly, there are some prior probability distributions of money in the envelopes for which it always makes sense to switch (whether or not you look at what's inside your envelope)!
For instance, suppose that amount
of money in the two envelopes is($2k,$2k+1) with probability
(2/3)k/3, for each integer k>=0. It is a
fun exercise to check that no matter what you have
in your envelope,
the other envelope has higher expected value, and
you should switch!
How to resolve this paradox is a perplexing philosophical question. (Some of you may object that the
prior distribution has infinite mean, but this does not fully resolve the paradox, since in theory if such a distribution exists, one would still have to
wrestle with the paradox of continually switching envelopes!)
The study of mathematical models for decision-making is called game theory,
and probability theory helps us understand expected values.
How to Cite this Page:
Su, Francis E., et al. "Two Envelopes Paradox."
Math Fun Facts.