Michael Redman said:
Now that I think about this, I have to wonder how we can know there is an objective degree of correlation between IQ and job performance if the relationship isn't linear. What I'm getting at (but unable to explain adequately, I'm afraid), is that it seems that if you can qualify the relationship by saying too high an IQ is a bad thing, or only a too-low IQ is important, is there really a measureable correlation, or are we crafting the results to fit the expectations? Is there an objective way to describe the non-linear nature of the correlation, or do we make it up case by case?
Hi Mike
It's just curve fitting.
Non-linear in this context means not a straight line.
I think-- though any statistician please correct me-- the curve is negatively accelerated with the asymptote being around the range of "min IQ needed"
Wonderlic.com for example has suggested IQ ranges for just about any job that exists.
I think these's examples of minimum IQs are fairly accurate:
Janitor...85
Cop...100
CPA...115
Rocket Scientist....130
So, IQ predicts very strongly which people will be good cops up to about 100.
between say 100 and 115, the relationship flatlines (it's not the case that a 110 is better than a 103; but it is the case that a 100 is better than a 93)
Then, beyond 115, it probably dips down-- suggesting that one could be too smart for his/her job.
The mathematics of the correlation are different when it's linear verus non, but the logic and interpretation and predicative value are just the same.
Any stats people think I got it wrong, please chime in!
Also, to Wile:
I agree, there emotions are important to success and happiness (though I'd prefer to lump the emotional IQ crap into some combo of the big 5 personality dimensions), and with the exception of conscientiousness, none of these aspects correlate with IQ.
Again, IQ doesn't explain the whole chunk of whatever measure of "success" you want to use. But, my guess, is for anything you can measure, the biggest single chunk is explained by IQ.
Edited to correct an error: It's openness to experience that correlates with IQ-- not conscientiousness as I claimed above.