Expected Utility
There are at
least two senses in which one can be rational or irrational. One has to do with belief and is truth
oriented. In this sense, a person is
rational if their beliefs are held to the degree of confidence justified by
truth-oriented norms of rational belief.
Logic is the science that seeks to discover truth-oriented norms of
rational belief.
The other sense
of rationality has to do with action and is ends oriented. In this sense, we regard a person as rational
if they act in a way that maximizes their ends (these may be self interested or
altruistic).
Actions are
motivated by truth oriented beliefs and ends oriented desires. We act in the belief that our action will
further our ends. But more often than
not, we must act in the face of significant uncertainty. This is especially apparent when we recognize
that “doing nothing” often amounts to maintaining the status quo which is
itself an action
What should one
do when the outcome of a possible action is uncertain? Should one perform the
action or not? You might be
inclined to say that in the face of sufficient uncertainty, one should not act
at all. But this strategy can easily
turn out to be irrational (in the means ends sense). Consider the rabbit who
opts not to run for the safety of his hole due to uncertainty over whether or
not the noise he just heard in the bushes was a coyote.
Some degree of
uncertainty attends all of our actions.
In the realm of business, the most profitable actions are typically
taken with a higher degree of uncertainty.
Of course, the greater the degree of uncertainty
attending the profitable outcome of an action, the greater the risk of an
unprofitable outcome. So how does
one weigh the potential risks of an action against its possible costs or
benefits in the face of significant uncertainties. The notion of the expected value of an action provides us with an answer to this
quandary.
The expected
value of an action equals the sum of the products of the probabilities and
values for each possible outcome.
Let O1,
O2, O3, . . . stand for possible
outcomes of an action.
Let P(On) represent the probability assigned to
outcome On.
And let V(On) represent the value of outcome On. Note that the value of the outcome of an
action can be positive or negative.
The expected
value of an action A can then be represented as
follows
Expected value
of A = (V(O1)*P(O1)) + (V(O2)*P(O2))
+ (V(O3)*P(O3)) .
. . + (V(On)*P(On))
In order to
calculate the expected value of an action we must first distinguish all of its
possible outcomes and assign probabilities and values to each. Often we can't assign numerical values to the
probabilities or values of the outcomes of actions. But we can illustrate the notion of expected
utility with a case where we can assign simple numerical values to the
probabilities and values of the outcomes of a particular action. Consider the following scenario:
The action you
are considering is buying a lottery ticket for one dollar. If you buy the ticket a card is drawn at
random from a standard deck of cards. If
the card is the ace of spades, you win $1,000,000. If not, you lose your dollar.
There are only
two possible outcomes to the act of buying the lottery ticket. One is that you lose. The outcome has a negative value of one
dollar and a probability of 51/52. The
other possible outcome is that you win.
This outcome has a positive utility of $999,999 and a probability of
1/52. Plugging these values into our
formula for calculating expected value yields the following:
(-1)(51/52) +
(999,999)(1/52)
= 19,230
So the expected
value of purchasing the lottery ticket is $19,230. This sounds like a pretty good deal. But merely calculating the expected value of
an action is not enough to determine whether or not you should take that
action. Rather, the rational agent will
perform the action that has the highest expected value of all available
alternative actions. Whether or not you
should buy the lottery ticket depends on what other actions you have the option
of taking with your dollar. A lottery
with a bigger payoff and or better odds would yield a higher expected value
yet. If a ticket in such a lottery is
available for purchase, a rational agent (with only one dollar) may forego
purchasing the lottery ticket with an expected value of $19,230