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to a reference point, but Bernoulli’s theory and its successors did not incor-
porate a reference point. We therefore proposed an alternative theory of risk,
in which the carriers of utility are gains and losses – changes of wealth rather
than states of wealth. Prospect theory (Kahneman & Tversky, 1979) embraces
the idea that preferences are reference-dependent, and includes the extra pa-
rameter that is required by this assumption.
The distinctive predictions of prospect theory follow from the shape of the
value function, which is shown in Figure 6. The value function is defined on
gains and losses and is characterized by four features: (1) it is concave in the
domain of gains, favoring risk aversion; (2) it is convex in the domain of loss-
es, favoring risk seeking; (3) Most important, the function is sharply kinked at
the reference point, and loss-averse – steeper for losses than for gains by a fac-
tor of about 2–2.5 (Kahneman, Knetsch, & Thaler, 1991; Tversky &
Kahneman, 1992). (4) Several studies suggest that the functions in the two
domains are fairly well approximated by power functions with similar expo-
nents, both less than unity (Swalm, 1966; Tversky & Kahneman, 1992).
However, the value function is not expected to describe preferences for loss-
es that are large relative to total assets, where ruin or near-ruin is a possible
outcome.
Bernoulli’s error – the assumption that the carriers of utility are final states
– is not restricted to decision making under risk. Indeed, the error of refer-
ence-independence is built into the standard representation of indifference
maps. It is puzzling to a psychologist that these maps do not include a repre-
sentation of the decision maker’s current holdings of various goods – the
counterpart of the reference point in prospect theory. The parameter is not
included, of course, because consumer theory assumes that it does not mat-
ter.
The wealth frame
The idea that the carriers of utility are changes of wealth rather than asset po-
sitions was described as the cornerstone of prospect theory (Kahneman &
Tversky, 1979, p. 273). This statement implied that choices are always made
by considering gains and losses rather than final states, but that proposition
Figure 6.
must be qualified. The analysis of accessibility and framing that was presented
earlier suggests a more moderate alternative, in which (1) decision problems
can be formulated either in terms of wealth or in terms of changes; (2) the
two formulations may lead to different preferences. For an example, consid-
er Problem 4:
Problem 4
Please estimate your total wealth, call it W
Which of these situations is more attractive:
You own W
or
50% chance that you own W – $100
50% chance that you own W + $150
Informal experiments with problems of this type have consistently yielded a
mild preference for the uncertain state of wealth, and a strong impression
that the stakes mentioned in the question are entirely negligible.
In terms of final states of wealth, Problem 4 is identical to Problem 2.
Furthermore, most respondents will agree, upon reflection, that the differ-
ence between the problems is inconsequential – too slight to justify different
choices. Thus, the discrepant preferences observed in these two problems sat-
isfy the definition of a framing effect.
The manipulation of accessibility that produces this framing effect is
straightforward. The gamble of Problem 2 is likely to evoke an evaluation of
the emotions associated with the immediate outcomes, and the formulation
will not bring to mind thoughts of overall wealth. In contrast, the formulation
of Problem 4 favors a view of the uncertainty as trivially small in relation to W,
and includes no mention of gains or losses. In this perspective it is hardly sur-
prising that the two problems elicit different representations, and therefore
different preferences.
Over the centuries, Bernoulli’s theory and its successors have been applied
to decision problems in which outcomes are almost always formulated in
terms of gains and losses, without any explicit mention of either current or fi-
nal states of wealth. The assumption implicit in applications of expected util-
ity theory is that outcomes described as gains or losses are first transformed
into final asset states, then evaluated in that representation. In light of the
preceding discussion of framing, the hypothesis of a transformation is highly
implausible, and the different responses observed in Problems 2 and in
Problem 4 provide direct evidence against it.
The same argument also applies in the other direction. Consider a deci-
sion maker who is only presented with Problem 4. Prospect theory assumed a
preliminary operation of editing, in which prospects are reframed in simpler
terms, prior to evaluation. But Problem 2 is not a simpler version of Problem
4; it includes gains and losses, which are not mentioned in Problem 4. The
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discussion of framing suggests that Problem 4 will be evaluated as it is stated
– in terms of states of wealth. Indeed, some real-world choices are made in
that frame. In particular, financial advisors and decision analysts often insist
on formulating outcomes in terms of assets when they elicit their clients’ pref-
erences. Prospect theory is unlikely to provide an accurate description of de-
cisions made in the wealth frame.
In experimental research as well as in the real world, the overwhelming
majority of decisions are framed as gains and losses. There has been no sys-
tematic study of the choices that people make in the wealth frame, but one of
the important properties of these choices is not in doubt: they will generally
be closer to risk neutrality than when the equivalent outcomes are framed as
gains and losses. The wealth frame favors risk neutrality in two ways. First, this
frame eliminates any mention of losses, and therefore eliminates loss aver-
sion. Second, in analogy with a familiar principle of perception, the outcomes
of small bets will appear less significant when considered in the context of
much larger amounts of wealth.
If Bernoulli’s formulation is transparently incorrect as a descriptive model
of risky choices, as has been argued here, why has this model been retained
for so long? The answer may well be that the assignment of utility to wealth is
an aspect of rationality, and therefore compatible with the general assump-
tion of rationality in economic theorizing.
Consider Problem 5.
Problem 5
Two persons get their monthly report from a broker:
A is told that her wealth went from 4M to 3M
B is told that her wealth went from 1M to 1.1M
“Who of the two individuals has more reason
to be satisfied with her financial situation?”
“Who is happier today?”
Problem 5 highlights the contrasting interpretations of utility in theories that
define outcomes as states or as changes. In Bernoulli’s analysis only the first
of the two questions is relevant, and only long-term consequences matter.
Prospect theory, in contrast, is concerned with short-term outcomes, and the
value function presumably reflects an anticipation of the valence and intensi-
ty of the emotions that will be experienced at moments of transition from one
state to another (Kahneman, 2000a, b; Mellers, 2000). Which of these con-
cepts of utility is more useful? For descriptive purposes, the more myopic no-
tion is superior, but the prescriptive norms of reasonable decision making fa-
vor the long-term view. The Bernoullian definition of relevant outcomes is a
good fit in a rational-agent model.
It is worth noting that an exclusive concern with the long term may be pre-
scriptively sterile, because the long term is not where life is lived. Utility can-
not be divorced from emotion, and emotion is triggered by changes. A theo-
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