There is a general perception today that the financial crisis came about as a result of inefficiencies in the financial markets and economic actors’ poor understanding of the nature of risks. Yet mainstream macroeconomic models, as exemplified by the dynamic stochastic general equilibrium (DSGE) models, are populated by agents who are maximising their utilities in an intertemporal framework using all available information including the structure of the model – see Smets and Wouters (2003), Woodford (2003), Christiano et al. (2005), and Adjemian, et al. (2007), for example. In other words, agents in these models have incredible cognitive abilities. They are able to understand the complexities of the world, and they can figure out the probability distributions of all the shocks that can hit the economy. These are extraordinary assumptions that leave the outside world perplexed about what macroeconomists have been doing during the last decades.In its place, he advocates the modeling the economy as a "bottom up" system:
Bottom-up systems are very different in nature. These are systems in which no individual understands the whole picture. Each individual understands only a very small part of the whole. These systems function as a result of the application of simple rules by the individuals populating the system.While I do think this is worth exploring (his paper will be on my holiday break reading list), his description of contemporary macroeconomics is not quite fair. The models do not imply that macroeconomists believe people really have all this knowledge (
It is worth recalling that macroeconomics adopted the paradigm of rational expectations and dynamic optimization because simple and apparently realistic assumptions like adaptive expectations led to situations where people could systematically and repeatedly be fooled, and this tendency could be exploited by policymakers. While rational expectations may be unrealistic, in a world where people are learning and updating their beliefs, one would expect tendencies that lead to significantly suboptimal outcomes to be driven out (and in the context of markets, with the help of competition). So, while real people are groping around in the fog trying to figure out a rough idea of how the world works, we would expect them to arrive at behaviors consistent with those of rational forward looking agents just as a billiard player, by trial-and-error, learns to make shots consistent with the laws of physics.
So the "unrealism" of the assumptions is not, by itself, a problem. The trouble arises if that unrealism leads us to incorrect predictions. Macroeconomics may indeed have gone astray in some ways, and the lack of realism in models may indeed vex non-economists, but the assumption of "incredible cognitive abilities" is not inherently a problem.
Update (11/22): I had a chance to a look at DeGrawe's paper (pdf). Although I disagree with his characterization of modern macroeconomics, I do think his paper is interesting, though I suspect it may be vulnerable to some of the same criticisms as adaptive expectations models. (via Mark Thoma's link to the "Whats Wrong with Modern Macroeconomics" conference papers).
20 comments:
Time and again I read criticism along the lines of "the calculations economists suppose agents make are far beyond realistic human capacities" - which is true and important as far as it goes, but what baffles me is why the imagine this was not already perfectly obvious, and that the proponents of mainstream economics obviously must think it's worthwhile despite this - what do people who make that argument think's going to happen? Economists are suddenly going to say - oh shit! we hadn't spotted that?
Another thing I read everywhere, from other scientists and philosophers of science, is that Friedman's "positive economics" justification of "unrealistic" modeling is laughably weak and has been convincingly slapped down. This worries me, because I do use Friedman's arguments to justify things to myself.
Luis Enrique:
"Another thing I read everywhere, from other scientists and philosophers of science, is that Friedman's "positive economics" justification of "unrealistic" modeling is laughably weak and has been convincingly slapped down."
Yes, that is my impression too. Logicians and scientists who are aware of Friedman's work dismiss it as too naive and simply wrong. IIRC the philospher Ernst Nagel wrote a very convincing paper criticising Friedman's claims back in the 50's .
Thanks for the comments. As you say, Luis, perhaps it should be "perfectly obvious" that economic models are not intended to be realistic. But it seems like non-economists often don't get it, and economists sometimes lose sight of it.
The paper by Ernest Nagel was:
"Assumptions in Economic Theory" (pdf)
The American Economic Review, Vol. 53, No. 2 (May 1963)
Isn't not modeling reality, modeling unreality, akin to playing with yourself?
One can't even call economic unrealistic modeling an ideal type, because today's first order choice can "easily" change tomorrow into a second order choice.
If their is an ideal economic man or woman it is a person who can be easily conditiones to make economic decisions which constantly lead to worse decisions until the end result is economic ruin.
You can no more model reality than you can map an area accurately.
However, that doesn't mean that my map--or a GPS--isn't useful, even if it doesn't show that Geo-sized pothole just off the 59th Street Bridge. (I can see that myself.)
The problem is that "adaptive expectations" is (arguably, but the evidence runs that way) closer to reality—i.e., a better map—than rational expectations.
But the Micro people are busy fellating the G-d of R.E., and there is a need for a GUT. (Since, of course, Economics is a Science, and Sciences are all about GUTs.)
Jules: Thanks! I'll give that a look.
Ken: I think I agree - non-rational expectations models may be useful, not because they are "realistic," but if they give us insight that RE models don't. I think DeGrawe's actual paper is constructive along those lines.
Bill,
"non-rational expectations models may be useful, not because they are "realistic," but if they give us insight that RE models don't."
Spot on. And RE models are useful because they provide some insights too.
The word "realistic" is not much use. We want models to be realistic in the sense of providing some insight about the real world, but that doesn't mean absolutely every aspect of the model has to be realistic in the sense of providing simulacrum of what is described.
Another thing that baffles me is why biologists don't get pilloried in the same way as economists. Are, for example, models of predator-prey dynamics any more "realistic" in the sense that economists get beaten up about?
tired of comments like "Personally... " or buy antibiotics online. Then write to me at icq 75949683256...
Good for you!
What would you propose then?
---------------------------------------------------------
Signature:buy levitra professional online cab
You are right.
---------------------------------------------------------
Signature:cheap lipitor jexph
buy lexapro online cpipp
[url=http://www.feedagg.com/feed/629166/Bulova-Accutron-Quartz-Watch]Bulova Accutron[/url]
[url=http://www.feedagg.com/feed/631178/Bulova-Chronograph]Bulova Chronograph[/url]
[url=http://www.feedagg.com/feed/631423/Bulova-Automatic-Watch]Bulova Automatic[/url]
[url=http://www.feedagg.com/feed/631404/Bulova-Watches-Woman]Bulova Woman[/url]
[url=http://www.feedagg.com/feed/632691/Chopard-Lady-Watch]Chopard Watch[/url]
[url=http://www.feedagg.com/feed/466040/Chopard-Floating-Diamond]Chopard Diamond[/url]
[url=http://www.feedagg.com/feed/466194/Chopard-Happy-Diamonds-Watch]Chopard Happy[/url]
[url=http://www.feedagg.com/feed/632998/Chopard-Happy-Sport-Round]Chopard Happy Sport[/url]
The circle continually makes the assumption that the baring of an typographical error is similar with the ascertaining of truly - that the erroneously and truth are merely opposite. They are nothing of the sort. What the age turns to, when it is cured on a particular boob, is normally only another fault, and perhaps a woman worse than the senior one.
The world eternally makes the assumption that the exposure of an typographical error is comparable with the ascertaining of actually - that the error and actuality are merely opposite. They are nothing of the sort. What the on cloud nine turns to, when it is cured on joined gaffe, is normally fully another error, and maybe one worse than the senior one.
Jokes of the de rigueur big-hearted, well told, can do more to coach questions of machination, philosophy, and literature than any tally of doltish arguments.
Eating, loving, singing and digesting are, in fact, the four acts of the mirthful opera known as way of life, and they pass like bubbles of a grit of champagne. Whoever lets them break without having enjoyed them is a done fool.
Eating, loving, singing and digesting are, in truth, the four acts of the jocular opera known as way of life, and they pass like bubbles of a grit of champagne. Whoever lets them cripple without having enjoyed them is a done fool.
May your passion be the meat of corn stuck between your molars, unendingly reminding you there's something to tend to.
May your passion be the stone of corn stuck between your molars, perpetually reminding you there's something to have to.
Post a Comment