Have you heard of the ‘Dunning-Kruger effect’? It’s the (apparent) tendency for unskilled people to overestimate their competence. Discovered in 1999 by psychologists Justin Kruger and David Dunning, the effect has since become famous.
Except there’s a problem.
The Dunning-Kruger effect also emerges from data in which it shouldn’t. For instance, if you carefully craft random data so that it does not contain a Dunning-Kruger effect, you will still find the effect. The reason turns out to be embarrassingly simple: the Dunning-Kruger effect has nothing to do with human psychology.1 It is a statistical artifact — a stunning example of autocorrelation.
EDIT: see response from dustyData and the article they linked to https://www.bps.org.uk/psychologist/dunning-kruger-effect-and-its-discontents
Yup! The overall tone of the text comes of as arrogant and smug…
I was writing a very long wall of text to explain how the authors comprehension of statistics is limited, but it doesn’t matter so much.
What really matters is that on the end, the weak correlation between actual knowledge and perceived knowledge results in the DK effect.
People with no real ability will overestimate their perceived ability, while the reverse is true for people with real ability.
The lack of correlation between perceived and actual ability, that is the real DK effect!