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Heuristics

Heuristics and Biases Approach

The heuristics and biases approach to human judgment has a positive agenda to identify rapid mental operations that yield compelling solutions, and a negative agenda to highlight how these intuitive judgments often deviate from normative probability laws. The negative agenda has received more attention, focusing on errors and discrepancies with rationality standards.

THE IDEA

Thomas Gilovich and Kenneth Savitsky

As its name implies, the heuristics and biases approach to human judgment has both positive and negative agendas (Griffin, Gonzalez, & Varey, 2001). The positive agenda is to identify the mental operations that yield rapid and compelling solutions to a host of everyday judgmental problems. Most notably, Kahneman and Tversky identified a small number of automatic assessments – similarity, generation of examples, causal judgments – that are made rapidly in response to particular problems and thus exert considerable influence on the judgments that are ultimately rendered (Kahneman & Tversky, 1972; Tversky & Kahneman, 1974). When ascertaining the likelihood that someone is an engineer, for example, one cannot help but assess the similarity between the person in question and the prototypical engineer, and the resultant assessment is, at the very least, the starting point for the judgment of likelihood. Thus, the positive agenda is to understand what the processes of judgment are like.

The negative agenda is to understand what the processes of judgment are not like. Because assessments of similarity, the generation of examples, and causal judgments obey their own logic, everyday judgment will not always be fully “rational” and will not always conform to the laws of probability. Thus, Kahneman and Tversky demonstrated that people’s judgments are insufficiently sensitive to sample size, regression effects, prior odds, or, more generally, the reliability and diagnosticity of evidence. Their experiments were carefully crafted to reveal discrepancies between intuitive judgment and what is called for by the appropriate normative analysis.

Not surprisingly, the negative agenda appears to have garnered more attention and motivated more subsequent research – both hostile and congenial to Kahneman and Tversky’s original ideas – than the positive. This may be because accusations of irrationality raise the ire of some scholars and challenge the theoretical foundation of much work in the social sciences. In addition, a demonstration of what is wrong points the way to improvement – a prospect that may have particular appeal to psychologists, many of whom entered the discipline with some interest in improving the human condition. The focus on errors is also a natural outgrowth of the logic of hypothesis testing that constitutes the evidential core of the behavioral sciences (Kahneman, 1991). The laws of probability provide crisp null hypotheses to which actual judgment can be tellingly compared.

The logic of hypothesis testing and the negative agenda of the heuristics and biases approach have thus shaped much of the work on everyday judgment since the 1960s. Note, however, that this implies that judgments not so clearly at variance with a precise normative standard have received less attention, even if they are every bit as influenced by the same heuristic processes. In this article we wish to explore an important class of judgments that we believe have been relatively neglected for just this reason. In particular, we wish to explore the influence of representativeness on people’s assessment of causal relations – of what causes what.

When to use it

  • In hiring, avoid relying too heavily on similarity to an ideal candidate prototype; incorporate base rates of success for similar roles.

  • In medical diagnosis, recognize that a patient's symptoms may match a prototype for a rare disease, but the base rate of that disease is low, so consider more common alternatives.

  • In investing, be cautious about extrapolating recent performance as representative of future returns; account for regression to the mean and base rates of market behavior.

  • In legal settings, question whether evidence of a defendant's behavior is truly representative of their character or if it is influenced by situational factors and base rates of similar behaviors.

FROM THEORY TO EVERYDAY LIFE

In practice

01

Engineer Likelihood Judgment

When determining if someone is an engineer, people often assess how similar the person is to their mental prototype of an engineer (e.g., being analytical, introverted) rather than considering the base rate of engineers in the population. The representativeness heuristic shapes their judgment of likelihood.

02

Hypothesis Testing and Error Focus

The heuristics and biases approach's negative agenda uses the logic of hypothesis testing, comparing actual judgments to precise null hypotheses from probability laws. This leads to demonstrations of irrationality, such as insensitivity to sample size, which has shaped much research on everyday judgment since the 1960s.

✳

A MOMENT TO REFLECT

Put it to work.

  1. Think of a time you judged someone's profession or personality based on how similar they were to your mental prototype. How did this heuristic influence your decision, and what information did you overlook?

  2. Why might the negative agenda (focusing on errors) of heuristics and biases be more appealing to researchers than the positive agenda (understanding efficient mental operations)? How does this emphasis shape public perception of human rationality?

  3. How can awareness of the representativeness heuristic help you make more accurate assessments of causality in everyday situations, such as understanding the causes of someone's behavior?

Connected ideas

Another lens can bring the same problem into focus.

Often confused with

References

  1. Griffin, Gonzalez, & Varey (2001) — Griffin, Gonzalez, & Varey (2001)
  2. Kahneman & Tversky (1972) — Kahneman & Tversky (1972)
  3. Tversky & Kahneman (1974) — Tversky & Kahneman (1974)
  4. Kahneman (1991) — Kahneman (1991)

CONTINUE THE CONVERSATION

Source texts

  • Heuristics and Biases The Psychology of Intuitive Judgment (Thomas Gilovich, Dale Griffin, Daniel Kahneman)
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