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The Dunning-Kruger effect may just be a data artefact (2020)

mcgill.ca

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Re: The Dunning-Kruger effect may just be a data artefact (2020)

#91
post #63

Damn if only this article actually explained why you see this effect from random data. Unfortunately it doesn't seem like they understand the maths enough to know. Does anyone fancy reading those papers and giving us a TL;DR?

Yeah - I kept looking for the meat of the argument. The graph of random data looks a little correlated and I’d love to know why. That being said I loved the mercury/Glasgow explanation. Anecdotally I see that all the time.

The graph of random data looks like that since its capped. The first place person cannot overestimate his position, and the bottom place person cannot underestimate his position. So any randomness at all will replicate the effect unless there is much more overconfidence in the high achievers than low achievers.

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#92

Earlier quoted context omitted.

If you ever took psych 101, it was immediately obvious it's mostly horse shit. Made up nonsense theory, with studies that have few participants and are done by people who don't know math.

It is both amazing and saddening to me how you can have such an arrogant view of a whole field with just taking a 101 course.

A 101 course should not teach frontiers of research. It should have fundamental established theories upon which the rest of the field is based. My experience with introductory psychology textbooks is that they spend a lot of time discussing ideas discarded decades ago, and then they spend some time discussing ideas that were discarded after the textbook was written. There is typically one poorly explained chapter on neuroscience that the authors summarized from another textbook.

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#94

The strict academic definition hasn’t followed the colloquial usage for a long time. Maybe ever: If a specific novice is over-confident and out of their depth, we say “Dunning-Kruger” If a specific is under-confident and performing better than their self-estimate, that’s not commonly considered Dunning Kruger, in the colloquial use. It’s called imposter syndrome, or not labeled at all. The researchers aren’t really d…

> The strict academic definition hasn’t followed the colloquial usage for a long time. Maybe ever:

This is my understanding as well, and as I recall the results of the research were also more nuanced than most people seem to indicate. So not only were the novices with a wider range of self-estimates, the average result of those perceived scores was still below the experts. So it was never that low performers thought they were experts (although this may show up in the raw results with some portion of the population tests), just that on average they perceived their performance to be better than it actually was. And the high competence group while overestimating their results, still thought they'd do better than the low performers.

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#95
post #35

Earlier quoted context omitted.

> people skilled in a particular areas often feel they are intellectually fit in other areas This I think is a separate phenomenon, maybe Nobel Disease but there might be a more general term, for example that includes celebrities.

It's called "engineer's disease" which is pretty appropriate for this community: https://en.wiktionary.org/wiki/engineer%27s_disease

Well, if I'm systems engineer and everything that exists can be modelled as a system...

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#96
post #15

Replication crisis. More than half of all psychology studies are not reproducible. I'm at the point honestly, where I don't even consider psychology to be a science anymore.

The replication crisis is not limited to psychology, that was just the first area where it was noted. I saw some meta-study comparing multiple social sciences and according to it replication failure in sociology and educational science was even worse than in psychology.

Unfortunately it also is present in medicine, chemistry and increasingly physics.

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#97
My favourite aspect of DK, which isn't changed by this argument really, is that people who reference it very often believe it said that low skill people are MORE confident in their abilities than high skill people, when the authors never claimed that. Which is kind of like doing a DK yourself when trying to deploy the DK findings.

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#98
post #55

The key claim: "Random data actually mimics the effect really well." This makes some sense. If people are asked to guess a number between 1 and 6 and then roll a die, the people who roll low are more likely to overestimate and the people who roll high are more likely to underestimate. But the key is precisely how well random data mimics the effect.

No, the argument is that the best person cannot overestimate his own rank, and the worst person cannot underestimate it. The better you are the less room there is for you to overestimate your skill, second place can at most be off by one etc.

This effect would disappear almost completely if they instead of estimating their rank they estimated their score, since then unless the test is so easy the best scores perfectly there will be a lot of room for everyone to overestimate and underestimate themselves.

But as is when the top 10% all estimate themselves to be in the top 10%, you will say they are underestimate themselves since on average the top 10% are in the top 5%. At the same time if the bottom 10% say they are in the bottom 10%, you will say they overestimate themselves since actually on average they are bottom 5%. But both these groups were making the same mistake, and its impossible for that not to happen unless everyone is perfect.

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#99

Earlier quoted context omitted.

If you ever took psych 101, it was immediately obvious it's mostly horse shit. Made up nonsense theory, with studies that have few participants and are done by people who don't know math.

It is both amazing and saddening to me how you can have such an arrogant view of a whole field with just taking a 101 course.

I did 2 psychology degrees and completely agree with his assessment.

Sorry, most psychological research is sketchy at best, if not blatantly fraudulent

Re: The Dunning-Kruger effect may just be a data artefact (2020)

#100
Regardless of whether it's real or not, there's a significant public perception that it doesn't matter. There's a real "fake it till you make it" sentiment coupled with anti-intellectualism that will make people overestimate their ability.

On that note, I don't think the "random simulation" is described well enough. If I randomly assign a self-assessment and an actual score on a test, all of the quartiles will be the same because they should be uniformly distributed. I read through the papers mentioned and in these simulations, they hard-coded the correlation, "As in the Kruger and Dunning (1999) comparison, these random variables were correlated r=0.19"[1] so of course the graph will look similar.

On the other hand, the original Kruger and Dunning comparison could have been explained through differences in expected test scoring. It looks like people who thought they would get a D (60 percentile) or an F (50 percentile) objectively scored within the ranges of a 10 to 40 percent. While this is an overestimation, perhaps further studies can instead bucket the test scores according to how we expect them on a grading scale instead.

My takeaway is that the conclusions and discussions from the Dunning-Kruger effect study are valid. At the same time, the methodology and statistical significance is different from how popular science presents it. Also, there might be better ways to measure this phenomenon, and I would be interested in understanding how those who believe college is worth it and those who don't compare on objective testing.

[1] https://www.sciencedirect.com/science/article/abs/pii/S01918...

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