Saturday, October 6, 2012
The Overconfidence Effect
The overconfidence effect is a well-established bias in which someone's subjective confidence in their judgments is reliably greater than their objective accuracy, especially when confidence is relatively high. For example, in some quizzes, people rate their answers as "99% certain" but are wrong 40% of the time.
It has been proposed that a metacognitive trait mediates the accuracy of confidence judgments, but this trait's relationship to variations in cognitive ability and personality remains uncertain.
Overconfidence is one example of a miscalibration of subjective probabilities.
The most common way in which overconfidence has been studied is by asking people how confident they are of specific beliefs they hold or answers they provide. The data show that confidence systematically exceeds accuracy, implying people are more sure that they are correct than they deserve to be.
If human confidence had perfect calibration, judgments with 100% confidence would be correct 100% of the time, 90% confidence correct 90% of the time, and so on for the other levels of confidence.
By contrast, the key finding is that confidence exceeds accuracy so long as the subject is answering hard questions about an unfamiliar topic.
For example, in a spelling task, subjects were correct about 80% of the time when they were "100% certain."Put another way, the error rate was 20% when subjects expected it to be 0%. In a series where subjects made true-or-false responses to general knowledge statements, they were overconfident at all levels. When they were 100% certain of their answer to a question, they were wrong 20% of the time.
In a confidence-intervals task, where subjects had to judge quantities such as the total egg production of the U.S. or the total number of physicians and surgeons in the Boston Yellow Pages, they expected an error rate of 2% when their real error rate was 46%.Once subjects had been thoroughly warned about the bias, they still showed a high degree of overconfidence.
Overprecision is the excessive confidence that one knows the truth. Much of the evidence for overprecision comes from studies in which participants are asked about their confidence that individual items are correct. This paradigm, while useful, cannot distinguish overestimation from overprecision; they are one and the same in these item-confidence judgments.
After making a series of item-confidence judgments, if people try to estimate the number of items they got right, they do not tend to systematically overestimate their scores. The average of their item-confidence judgments exceeds the count of items they claim to have gotten right. One possible explanation for this is that item-confidence judgments were inflated by overprecision, and that their judgments do not demonstrate systematic overestimation.
The strongest evidence of overprecision comes from studies in which participants are asked to indicate how precise their knowledge is by specifying a 90% confidence interval around estimates of specific quantities.
If people were perfectly calibrated, their 90% confidence intervals would include the correct answer 90% of the time. In fact, hit rates are often as low as 50%, suggesting people have drawn their confidence intervals too narrowly, implying that they think their knowledge is more accurate than it actually is.
The planning fallacy describes the tendency for people to overestimate their rate of work or to underestimate how long it will take them to get things done. It is strongest for long and complicated tasks, and disappears or reverses for simple tasks that are quick to complete.
Illusion of control
Illusion of control describes the tendency for people to behave as if they might have some control when in fact they have none. However, evidence does not support the notion that people systematically overestimate how much control they have; when they have a great deal of control, people tend to underestimate how much control they have.
Wishful thinking effects, in which people overestimate the likelihood of an event because of its desirability are relatively rare. This may be in part because people engage in more defensive pessimism in advance of important outcomes, in an attempt to reduce the disappointment that follows overly optimistic predictions.
Overplacement is the false belief that one is better than others.
Perhaps the most celebrated better-than-average finding is Svenson’s (1981) finding that 93% of American drivers rate themselves as better than the median. The frequency with which school systems claim their students outperform national averages has been dubbed the “Lake Wobegon” effect, after Garrison Keillor’s apocryphal town in which “all the children are above average.” Overplacement has likewise been documented in a wide variety of other circumstances. Kruger (1999), however showed that this effect is limited to “easy” tasks in which success is common or in which people feel competent. For difficult tasks, the effect reverses itself and people believe they are worse than others.
Some researchers have claimed that people think good things are more likely to happen to them than to others, whereas bad events were less likely to happen to them than to others. But others (Chambers & Windschitl, 2004; Chambers, Windschitl, & Suls, 2003; Kruger & Burrus, 2004) have pointed out that prior work tended to examine good outcomes that happened to be common (such as owning one’s own home) and bad outcomes that happened to be rare (such as being struck by lightning).
Event frequency accounts for a proportion of prior findings of comparative optimism. People think common events (such as living past 70) are more likely to happen to them than to others, and rare events (such as living past 100) are less likely to happen to them than to others.
Taylor and Brown (1988) have argued that people cling to overly positive beliefs about themselves, illusions of control, and beliefs in false superiority, because it helps them cope and thrive. While there is some evidence that optimistic beliefs are correlated with better life outcomes, most of the research documenting such links is vulnerable to the alternative explanation that their forecasts are accurate. The cancer patients who are most optimistic about their survival chances are optimistic because they have good reason to be.
Recent work has critiqued the methodology used in older research on overplacement, calling some of the effects documented in prior research into question.
"Overconfident professionals sincerely believe they have expertise, act as experts and look like experts. You will have to struggle to remind yourself that they may be in the grip of an illusion."— Daniel Kahneman
Overconfidence has been called the most “pervasive and potentially catastrophic” of all the cognitive biases to which human beings fall victim. It has been blamed for lawsuits, strikes, wars, and stock market bubbles and crashes.
Strikes, lawsuits, and wars could arise from overplacement. If plaintiffs and defendants were prone to believe that they were more deserving, fair, and righteous than their legal opponents, that could help account for the persistence of inefficient enduring legal disputes.
If corporations and unions were prone to believe that they were stronger and more justified than the other side, that could contribute to their willingness to endure labor strikes.
If nations were prone to believe that their militaries were stronger than were those of other nations, that could explain their willingness to go to war.
Overprecision could have important implications for investing behavior and stock market trading.
Because Bayesians cannot agree to disagree, classical finance theory has trouble explaining why, if stock market traders are fully rational Bayesians, there is so much trading in the stock market. Overprecision might be one answer.
If market actors are too sure their estimates of an asset’s value is correct, they will be too willing to trade with others who have different information than they do.
Oskamp (1965) tested groups of clinical psychologists and psychology students on a multiple-choice task in which they drew conclusions from a case study.
Along with their answers, subjects gave a confidence rating in the form of a percentage likelihood of being correct. This allowed confidence to be compared against accuracy. As the subjects were given more information about the case study, their confidence increased from 33% to 53%. However their accuracy did not significantly improve, staying under 30%. Hence this experiment demonstrated overconfidence which increased as the subjects had more information to base their judgment on.
Even if there is no general tendency toward overconfidence, social dynamics and adverse selection could conceivably promote it. For instance, those most likely to have the courage to start a new business are those who most overplace their abilities relative to those of other potential entrants. And if voters find confident leaders more credible, then contenders for leadership learn that they should express more confidence than their opponents in order to win election.
Overconfidence can be beneficial to individual self-esteem as well as giving an individual the will to succeed in their desired goal. Just believing in oneself may give one the will to take one's endeavours further than those who do not.
Overconfidence bias often serves to increase the effects of escalating commitment - causing decision makers to refuse to withdraw from a losing situation, or to continue to throw good money, effort, time and other resources after bad investments.
People often tend to ignore base rates or undervalue their effect. For example, if one is competing against individuals who are already winners of previous competitions, one's odds of winning should be adjusted downward considerably. People tend to fail to do so sufficiently.
Very high levels of core self-evaluations (CSE), a stable personality trait composed of locus of control, neuroticism, self-efficacy, and self-esteem, may lead to the overconfidence effect.
People who have high core self-evaluations will think positively of themselves and be confident in their own abilities, although extremely high levels of CSE may cause an individual to be more confident than is warranted.