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December 29, 2007

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Tom Smith
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I have a somewhat discontented younger colleague to whom I repeatedly sing the song that Life is not an IQ test.

Great creative post; but the answer is, of course, that social rewards go to those who provide social needs. So the reason Bill Gates gets $60B is that he made 6.5B eartlings lives uncountable times better by creating and suprvising a common computer language. This is especially true when it comes to the provision of staples. You can have all the talent/virtue in the world, but if you dig ditches (or teach law) you are not really providing anything so very much marginally more than the next ditch digger or law professor candidate. And it's a good system that generally speaking and often despite themselves, provides the poorest what they need most either cheaply or for free via welfare, etc.

TOH

This is a very fascinating mathematical issue, which is actually a little beyond me (or at least beyond the amount of work I want to put into understanding it). When a particular outcome (i.e., income) is the product of two independent qualities (e.g., musical ability and good looks, or intelligence and hard work), the resulting distribution can be highly skewed even if distributions of the underlying qualities themselves are not. Take a look at Laurence R. Iannaccone, "Skewness Explained," 36 Journal for the Scientific Study of Religion 141 (1997).

The problem is that income is earned, not distributed. "Income distribution" presupposes that there is some authority that is in charge of "distributing" income. There isn't.

From over 60 years of observation in various places around the world, I have come to the conclusion that one indisputable ingredient in gaining a high income is the willingness to work hard.

That's not something that I'm interested in doing, thus I am not rich.

One other ingredient is, of course, the ability to do something well that others either cannot or will not.

We live in a society in which many things are demonstrated as being desirable by being 'rewarded' with money. This is very good in some ways (it tends to reward most those who figure out how to deliver that which the system rewards, so, as long as the goals/rewards system is useful this reward system is 'good') and perversely bad in others (if the system rewards 'celebrity' then Paris Hilton gets 'undeservedly' even more wealthy).

However, if we remove the notion of money as the marker and merely refer to 'resources' rewarded for fulfilling systemic goals, we find, I think, that *all* systems reward those who fulfill the system's goals with resources. In *some* systems the rewards/resources are, indeed, 'distributed'. Think the old USSR, Cuba, Zimbabwe, Saddam's Iraq and so on.

I find it more than a bit odd that those in our system who decry the 'unfairness' of the current system goals/rewards fail to see that if one wants systemic 'distribution' rather than 'earning' then you must inevitably end up with a tyrannical system of reward distribution. Hardly a change for the better in my book.

And, we would probably end up with a great many more 'edgy' or unhappy individuals (see above countries for examples).

It has been a long time since my college stats class, but that income distribution sure looks like a Rayleigh distribution (http://en.wikipedia.org/wiki/Rayleigh_distribution) to me. You get a Rayleigh distribution (not a normal distribution) when you have a measurement that is a function of several independent normally distributed parameters.

If income is a function of IQ, work ethic, atractiveness, etc, then a Rayleigh distribution seems like a good model and the difference in shape between the IQ curve and the income curve makes perfect sense.

Tom, what you're looking at is an artifact of your choice of IQ and annual income as measures of intelligence and financial status, respectively. Had you instead defined intelligence in terms of total accumulated intellectual achievements, and financial status in terms of percentile rank on the income scale, then you could have used the resulting graphs to rail bitterly against the obscene hyper-egalitarianism of a society where true intellectual giants, with earth-shattering achievements to their names, and complete mental midgets of no accomplishment whatsoever compete for position on a completely uniform income distribution with a fixed maximum.

Perhaps what you really mean is that people like to *think* of intelligence as distributed IQ-style--that is, not all that unevenly distributed (and presumably with themselves not really all that far from the top handful on the curve)--and of financial status as directly proportional to number of dollars earned--that is, very unevenly distributed indeed (presumably with themselves much, much farther away from the top handful than they believe they ought to be). If so, then you may have just discovered the human phenomena of vanity, greed and envy--but I don't think these really have anything to do with those graphs you're so excited about.

Beware of comparing a distribution having a positive and negative range with one having only a positive range. The normal distribution (Gaussian) abscissa can take on positive or negative values. The test that produces the IQ distribution is designed to have a mean of 100 and a standard deviation of 15. It could have been designed to produce a mean of 0 with below average IQs having a negative value. At any rate, it is symmetric. The distribution of income can only lie in the positive range and is unlikely to be symmetric. However, it turns out that the tail of the income distribution above $77,500 is approximated by the normal distribution greater than one standard deviation. It could also be approximated by a gamma, log normal or a number of other distributions. The point is: income is an apple and smarts is an orange.

Some responses FWIW:
Jaybee: point taken, and I concede I'm comparing apples and oranges and crudely at that. But I do think there is something to the intuition that people think the size of their apples ought to be correlated with the size their oranges when in fact these sizes are inevitably distributed very differently.

Dan: I don't think it is just a matter of definition that intelligence or ability are normally distributed. Probably you could define something called total intellectual achievement that would not be normally distributed, such as number of recognized awards that would appear on a CV, in a database of CVs, that would be highly skewed. But I don't see what the point would be of doing that, unless your claim is that this measure corresponds to something. I'm saying that the set of attributes that people think ought to determine their total rewards in their careers are (something like) normally distributed, while the rewards themselves are far from normally distributed. As you point out, I could have said something different and far less plausible than that, and I'm glad I didn't. Nor am I railing bitterly against anything. In fact, I was afraid my post would come across as smug. I do agree that what I am talking about has much to do with human greed, envy and vanity, which are interests of mine. No doubt the things that excite me are often puzzling to others, and I habitually pay little attention to well-intentioned advice not to get excited about my own ideas. If you have an idea I should be excited about, I would be happy to hear it. But while my statistics are very crude, I do think there is something quite interesting in the idea that perceived deserts are and inevitably will be very differently distributed than rewards.

Richard: the idea that income has a Rayleigh distribution is very interesting. Undoubtedly there is a literature on this that some economist could enlighten us about. If it is, however, I think my point may still hold, that rewards distribution is highly skewed compared to perceived deserts distribution.

y81: Thanks. I will try to find that. It could be that is the very thing I am noticing. I wish I had the math chops to really understand it, but I agree it is very interesting.

TOH and dearime: I agree that Bill Gates has made huge contributions to human productivity. Without starting a whole new argument, however, I also think he has profited enormously from some market effects that don't have a lot to do with making products better. Personally, the awfulness of Word has done a lot to convince me that there is something to network externality as a market failure argument. I think in fact he is a good example of what I am talking about. Lots of computer scientists resent his success because they are smarter than he is and could have or have created better products, but due to historical path type reasons, they won't be nearly as successful. Life certainly is not an IQ contest, but intelligence is a pretty good predictor of future success. This probably makes really smart but not very successful people feel worse.

Tom Smith:

Quite right; and beta-max they say was better than VHS. The market does not get perfect results, just, it would seem, better results than a Politburo. My point regarding Gates was merely general in that the relatively free market's purpose is to provide huge incentives for people to provide the basic needs of the vast majority of mankind faster, more affordably, and better. I'd give you another concept: society might prefer every hyper-genius in the world dedicated themselves to a cure for cancer rather than be law professors, corporate lawyers, investment bankers, etc. By luck and talent and work, one of those hyper-geniuses might develop that wonder drug and become 10 times wealthier than Gates; not necessarily smarter than the other hyper-geniuses. But the system we have of the big prize going to the one who helps mankind most as far as day-to-day living is very effective. To paraphrase Churchill: the relatively free market, with certain socialist adjustments depending on the predelictions of the electorate (US v. Scandinavian models), is a horrible economic system; it's just better at providing for BOTH the least amongst us and us generally than any other. The poor in the Western world live better than anywhere and at any time in world history BECAUSE we have this system that rewards provision of social needs far in excess of rewarding talent however considered. So my answer to disgruntled law professors is this: don't be a law professor if you want to be rewarded with income ... use your genius to work on a cure for cancer or a 300 mpg car with range and power or a educational system that effectively and statistically inbues young men and women with the best of human virtues or a something that society needs ... not something that they prefer to do: teach law.

TOH

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