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Is human probability judgment really so poor? 265<br />

1. Subjects in studies may be unrepresentative of real decision makers<br />

Beach et al. 19 have pointed out that people who typically take part in<br />

experiments designed to assess human judgment are undergraduate<br />

students who may be unrepresentative of real decision makers. Real<br />

decision makers may have acquired skills in probability estimation as a<br />

result of regular experience of carrying out the task and they are also<br />

likely to have expertise relevant to the decision problem. For example,<br />

a sales manager is likely to have expertise on the market for a product<br />

so that any probability judgments will be informed by this expertise.<br />

Undergraduates will usually have no special knowledge which they can<br />

bring to the estimation task and the task of estimating probabilities may<br />

be unfamiliar to them.<br />

2. Laboratory tasks may be untypical of real-world problems<br />

The tasks used in psychological studies have often involved general<br />

knowledge questions, or paper and pencil exercises, similar to some<br />

of those in the questionnaire at the start of this chapter. The way that<br />

subjects approach these tasks may be very different from the way they<br />

tackle judgmental tasks in real-world decision problems. This criticism<br />

is supported by the work of Payne, 20 Payne et al. 21 and Einhorn and<br />

Hogarth 22 who suggest that judgment in laboratory tasks may not be<br />

generalizable to real-world decision making. These researchers found<br />

that even seemingly minor changes in the nature and context of a<br />

judgmental task can have major changes in the way that a problem is<br />

viewed and tackled.<br />

3. Tasks may be misunderstood by subjects<br />

Beach et al. 19 have argued that many of the tasks used in psychological<br />

research are misunderstood by subjects or viewed in a different light than<br />

those expected by the experimenter. For example, in a study designed to<br />

assess the ability of judgmental forecasts to extrapolate an artificial sales<br />

graph with an upward linear trend 23 it was found that subjects tended to<br />

underestimate the extent to which the sales would grow. However, the<br />

experimenters pointed out that subjects may have viewed this not as an<br />

assessment of their ability to extrapolate trends in graphs, but as a test<br />

of their knowledge of the way sales behave in the real world. In many

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