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Publication of prospect theory

Thinking, Fast and Slow

The publication of prospect theory was the decisive event through which Daniel Kahneman and Amos Tversky transformed recurring anomalies in intuitive choice into a formal psychological theory of decision under risk. The theory treated gains and losses, rather than total states of wealth, as the effective carriers of subjective value, and explained why apparently equivalent gambles can produce different preferences. Published as “Prospect Theory: An Analysis of Decision under Risk,” it became the most significant work of their collaboration and a foundation of behavioral economics.

From Judgment to Risky Choice

Immediately after completing their review of judgment, Daniel Kahneman and Amos Tversky shifted their attention to decision making under uncertainty. Their aim was not to prescribe the most rational choice but to describe how people actually choose when facing simple gambles. They asked questions such as whether a person would accept a coin toss yielding a $130 gain on heads and a $100 loss on tails. As in their earlier work, they spent many days inventing choice problems, making the decisions themselves, and examining whether their immediate preferences conformed to the logic of rational choice.

Their method depended on the unusual convergence of their judgments. In one example, they compared a 50 percent chance of winning $100 with receiving $46 for sure. Both investigators immediately preferred the sure payment. When they agreed confidently, they treated that agreement as a provisional indication of a widely shared intuition, while recognizing that later verification would still be necessary. This combination of rapid introspection and subsequent empirical testing allowed them to move quickly from an appealing choice to a systematic investigation.

The project grew out of a confrontation between psychology and economic theory. One day in the early 1970s, Amos Tversky gave Daniel Kahneman a dark-red mimeographed essay by Bruno Frey. Its description of the economic agent as rational, selfish, and stable in taste revealed to Kahneman how far the assumptions of economics stood from the people studied by psychologists. The contrast later became the distinction between Econs and Humans: the former conforming to the rational-agent model, the latter limited by available information, influenced by automatic processes, and often inconsistent across equivalent formulations.

Publication and Theoretical Break

Five years after beginning their study of gambles, Kahneman and Tversky completed the essay titled “Prospect Theory: An Analysis of Decision under Risk.” They submitted it to Econometrica, a journal known for important theoretical work in economics and decision theory. The choice of venue was partly accidental: they wanted to join the company of the best existing papers on decision making, not to engineer a disciplinary intervention. Yet the venue proved consequential. The authors later judged that an identical article published in a psychological journal would probably have had far less influence on economics.

Prospect theory was modeled on utility theory but departed from it in a fundamental respect. It was purely descriptive: its purpose was to document and explain systematic violations of the axioms of rationality in choices between gambles. During the first five years of research, the investigators had established a dozen facts about risky choice. Several contradicted expected utility theory directly; some had been observed before, while others were new. They then constructed a theory that modified expected utility only enough to account for this collection of findings.

The theory exposed what Kahneman called the central flaw in Daniel Bernoulli’s account of utility. Bernoulli’s model represented prospects in terms of total wealth and explained risk aversion through a concave utility function: the subjective difference between $100 and $200 was greater than the difference between $1,100 and $1,200. Kahneman and Tversky regarded this representation as psychologically implausible for ordinary small outcomes. People normally think in terms of gains, losses, and maintaining the status quo, not in terms of tiny changes to their total wealth.

The missing variable was the reference point. In Bernoulli’s theory, current wealth was sufficient to determine utility; in prospect theory, outcomes had to be evaluated relative to an earlier or otherwise relevant state. A sum of $1,500 could be a $500 gain if the reference point was $1,000 higher than current wealth, or a $500 loss if the reference point was $2,000 higher. The objective outcome was unchanged, but its psychological meaning shifted because the comparison state had changed. This made prospect theory more complex than utility theory, while also giving it the power to explain preference reversals that the simpler model could not.

The Architecture of Value

Three cognitive features formed the core of prospect theory and were described as operating characteristics of System 1. First, evaluation is relative to a neutral reference point, often the status quo but sometimes an expected result or an outcome to which a person feels entitled. A raise may be experienced as a loss if colleagues receive more; unchanged rent may feel like an entitlement even when market prices have risen. Outcomes above the reference point are coded as gains, while those below it are coded as losses.

Second, the theory incorporated the principle of diminishing sensitivity. The subjective difference between $100 and $200 is greater than the difference between $900 and $1,000, just as a weak light changes a dark room more noticeably than the same increment changes a brightly illuminated room. The value function therefore bends as gains or losses grow. Large changes do not produce proportionally larger psychological effects.

Third, prospect theory gave losses greater weight than equivalent gains. A loss of $100 typically hurts more than a gain of $100 pleases. This loss aversion creates an abrupt change in the slope of the value function at the reference point. The resulting graph is S-shaped: sensitivity diminishes on both sides, but the loss curve is steeper than the gain curve. Gains and losses, rather than states of wealth, are the carriers of psychological value.

The theory also treated probability in psychological rather than purely mathematical terms. In the fourfold pattern, people assign weights to possible outcomes as part of an automatic global evaluation. These weights are related to objective probabilities but do not simply reproduce them. The broader account therefore joined reference dependence, diminishing sensitivity, loss aversion, and nonlinear probability weighting in an explanation of why intuitive choices diverge from expected utility.

Framing, Accounts, and Consequences

Two years after the prospect theory article, Kahneman and Tversky published an account of framing effects in Science. They showed that small, inconsequential changes in wording could produce large changes in preference, even when the objective outcomes were equivalent. The mental machinery that normally recodes language into an abstract meaning does not reliably transform alternative formulations of public-health or mortality statistics into a common representation. Formulation can therefore alter the reference point and the coding of an outcome as a gain or a loss.

The same analysis extended to multiattribute trades. In evaluating a transaction, a person constructs a mental account of its advantages and disadvantages relative to a multiattribute reference state. An option becomes acceptable when the perceived advantages outweigh the perceived disadvantages. The model permits psychological separability of these components while preserving the effects of concavity and loss aversion.

The publication also supplied a framework for understanding mental accounts. Richard Thaler described the ways people divide money into spending funds, general savings, and earmarked accounts for education or emergencies, using these partitions both to organize life and to enforce self-control. A basketball fan who paid for a ticket is more likely to drive forty miles through a blizzard than a fan who received a free ticket, because missing the game closes the paid ticket account with a more painful negative balance. From the perspective of an Econ, the ticket cost is sunk and should not affect the decision; for a Human, the emotional account remains active.

The same logic produces the sunk-cost fallacy. A firm that has already spent $50 million on a failing project may invest another $60 million rather than place the money in a more promising new project. Closing the project would acknowledge a costly failure, so the organization continues to gamble with fresh resources. The resulting escalation may serve an executive who wants to protect a personal record even while harming the firm and its shareholders, creating an agency problem. Prospect theory thus connected laboratory choices to investment behavior, organizational decisions, regret, and the reluctance to cut losses.

Legacy and Significance

Prospect theory became, by some measures, more influential than Kahneman and Tversky’s work on judgment. The article is among the most frequently cited works in the social sciences and is one of the foundations of behavioral economics. Its influence came from its unusual combination of psychological realism and formal structure: it did not merely declare people inconsistent, but specified the recurring mechanisms through which reference points, diminishing sensitivity, loss aversion, probability weighting, framing, and narrow mental accounts shape choice.

The theory also changed the meaning of rationality in the debate between psychology and economics. Humans cannot consistently avoid priming, limited information, narrow framing, inside-view reasoning, or preference reversals, but Kahneman argued that this does not make them irrational in the ordinary sense. Rather, people are not well described by the rational-agent model. Because they often need help to make more accurate judgments and better decisions, policies and institutions may sometimes provide that help—a conclusion that challenges the strict libertarian view that individuals should simply be left to their choices.

The publication was therefore both an intellectual achievement and a bridge between disciplines. Its immediate subject was the choice between gambles, but its lasting reach extended to markets, public policy, self-control, investments, transactions, and everyday judgments about what counts as a gain or a loss. The work arose through luck as well as skill: a chance encounter with an economist’s essay, an accidental choice of journal, and years of shared conversations in offices, restaurants, and the streets of Jerusalem. Those contingencies helped turn a study of intuitive preferences into a theory that permanently altered the study of decision making.