Dunning–Kruger effect

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The Dunning–Kruger effect is a cognitive bias wherein unskilled individuals suffer from illusory superiority, mistakenly assessing their ability to be much higher than is accurate. This bias is attributed to a metacognitive inability of the unskilled to recognize their ineptitude. Conversely, highly skilled individuals tend to underestimate their relative competence, erroneously assuming that tasks that are easy for them are also easy for others.^[1]

David Dunning and Justin Kruger of Cornell University have postulated that the effect is the result of internal illusion in the unskilled, and external misperception in the skilled: "The miscalibration of the incompetent stems from an error about the self, whereas the miscalibration of the highly competent stems from an error about others."^[1]

The phenomenon was first tested in a series of experiments published in 1999 by David Dunning and Justin Kruger of the Department of Psychology, Cornell University.^[1][2] The study was inspired by the case of McArthur Wheeler, a man who robbed two banks after covering his face with lemon juice in the mistaken belief that, because lemon juice is usable as invisible ink, it would prevent his face from being recorded on surveillance cameras.^[3] They noted that earlier studies suggested that ignorance of standards of performance lies behind a great deal of incorrect self-assessments of competence. This pattern was seen in studies of skills as diverse as reading comprehension, operating a motor vehicle, and playing chess or tennis.

Dunning and Kruger proposed that, for a given skill, incompetent people will:^[4]

• fail to recognize their own lack of skill
• fail to recognize genuine skill in others
• fail to recognize the extremity of their inadequacy
• recognize and acknowledge their own lack of skill, after they are exposed to training for that skill.

Dunning has since drawn an analogy – "the anosognosia of everyday life"^[5][6] – with a condition in which a person who suffers a physical disability because of brain injury seems unaware of or denies the existence of the disability, even for dramatic impairments such as blindness or paralysis: "If you're incompetent, you can’t know you’re incompetent.… [T]he skills you need to produce a right answer are exactly the skills you need to recognize what a right answer is."^[5]

Dunning and Kruger set out to test these hypotheses on Cornell undergraduates in psychology courses. In a series of studies, they examined the subjects' self-assessment of logical reasoning skills, grammatical skills, and humor. After being shown their test scores, the subjects were again asked to estimate their own rank: the competent group accurately estimated their rank, while the incompetent group overestimated theirs. As Dunning and Kruger noted:

Across four studies, the authors found that participants scoring in the bottom quartile on tests of humor, grammar, and logic grossly overestimated their test performance and ability. Although test scores put them in the 12th percentile, they estimated themselves to be in the 62nd.^[1]

Meanwhile, people with true ability tended to underestimate their relative competence. Roughly, participants who found tasks to be easy erroneously assumed, to some extent, that the tasks must also be easy for others.^[1]

A follow-up study, reported in the same paper, suggests that grossly incompetent students improved their ability to estimate their rank after minimal tutoring in the skills they had previously lacked, regardless of the negligible improvement in actual skills.^[1]

In 2003, Dunning and Joyce Ehrlinger, also of Cornell University, published a study that detailed a shift in people's views of themselves when influenced by external cues. Participants in the study, Cornell University undergraduates, were given tests of their knowledge of geography. Some of the tests were intended to affect their self-views positively, some negatively. They were then asked to rate their performance, and those given the positive tests reported significantly better performance than those given the negative.^[7]

Daniel Ames and Lara Kammrath extended this work to sensitivity to others and the subjects' perception of how sensitive they were.^[8]

Research conducted by Burson et al. (2006) set out to test one of the core hypotheses put forth by Kruger and Muller in their paper "Unskilled, unaware, or both? The better-than-average heuristic and statistical regression predict errors in estimates of own performance", "that people at all performance levels are equally poor at estimating their relative performance".^[9] To test this hypothesis, the authors investigated three different studies, which all manipulated the "perceived difficulty of the tasks and hence participants’ beliefs about their relative standing".^[9] The authors found that when researchers presented subjects with moderately difficult tasks, the best and the worst performers actually varied little in their ability to accurately predict their performance. Additionally, they found that with more difficult tasks, the best performers were less accurate in predicting their performance than the worst performers. The authors concluded that these findings suggest that "judges at all skill levels are subject to similar degrees of error".^[9]

Ehrlinger et al. (2008) made an attempt to test alternative explanations but came to qualitatively similar conclusions to the original work. The paper concludes that the root cause is that, in contrast to high performers, "poor performers do not learn from feedback suggesting a need to improve".^[10]

Studies on the Dunning–Kruger effect tend to focus on American test subjects. A number of studies on East Asian subjects suggest that different social forces are at play. For example East Asians tend to underestimate their abilities and see underachievement as a chance to improve themselves and get along with others.^[11]

Dunning and Kruger were awarded the 2000 satirical Ig Nobel Prize in Psychology "for their modest report, 'Unskilled and Unaware of It: How Difficulties in Recognizing One's Own Incompetence Lead to Inflated Self-Assessments'".^[12]

Although the Dunning–Kruger effect was formulated in 1999, Dunning and Kruger have noted similar observations by philosophers and scientists, including Confucius ("Real knowledge is to know the extent of one's ignorance"),^[2] Socrates ("I know that I know nothing"), Bertrand Russell ("One of the painful things about our time is that those who feel certainty are stupid, and those with any imagination and understanding are filled with doubt and indecision"),^[10] and Charles Darwin, whom they quoted in their original paper ("Ignorance more frequently begets confidence than does knowledge").^[1]

Geraint Fuller, commenting on the paper, noted that Shakespeare expressed a similar sentiment in As You Like It ("The Foole doth thinke he is wise, but the wiseman knowes himselfe to be a Foole" (V.i)).^[13]

Psychology portal

• Curse of knowledge
• Four stages of competence
• Hanlon's razor
• Impostor syndrome
• Not even wrong
• Overconfidence effect
• Self-efficacy
• Self-serving bias
• Superiority complex

• Dunning, David (27 October 2014). "We Are All Confident Idiots". Pacific Standard (Miller-McCune Center for Research, Media, and Public Policy). Retrieved 28 October 2014.  A popular commentary by David Dunning, with links to other articles, about the research program on how human beings evaluate their own knowledge and competence.