Intelligent agent modeling
I am more optimistic about intelligent agent modeling than is Tyler. For one we already have an important, convincing, and Nobel-bestowed variant of intelligent agent modeling, namely experimental economics. Experimental economics uses one particular type of intelligent agent, the type based on…genetic algorithms. True, the intelligent agents used in I-A models are typically not as sophisticated as the agents used in experimental economics but they are rapidly improving. (Moreover, such agents are already important economic actors in their own right in limited areas, e.g. portfolio insurance, and they will continue to become more important as time continues.)
I see bringing experimental economics and I-A modeling closer as an important goal with potentially very large payoffs. Here, for example, is my model for a ground-breaking paper.
1) Experiment
2) I-A replication of experiment (parameterization)
3) I-A simulation under new conditions
4) Experiment under the same conditions as 3 demonstrating accuracy of simulation
5) I-A simulation under conditions that cannot be tested using experiments.
Now that would be a great paper. I-A agent modeling is already very useful for modeling contagion, peer effects, and highly non-linear environments. It will become even more useful when combined with experimental economics in a way that demonstrates the equivalence of the two types of intelligent agents.
Should the government peg the S&P 500?
The very well known macroeconomist Roger Farmer says yes:
It is time for a greatly increased role for monetary policy through
direct intervention of central banks in world stock markets to prevent
bubbles and crashes. Central banks control interest rates by buying and
selling securities on the open market.A logical extension of this idea is to pick an indexed basket of
securities: one candidate in the US might be the S&P 500, and to
control its price by buying and selling blocks of shares on the open
market.
That is from the FT. Though he says he is warming to the idea, to my ear Mark Thoma sounds skeptical as am I. Public choice considerations aside, if the Dow is valued at 7000 in market opinion and the Treasury (Fed?) is propping it up at 8500, a lot of people will sell shares into the hands of the government. How much are the shares worth then? How hard will the government try to break the shorts who speculate on lower prices? Will this work any better than currency pegs? What are the implications for pursuing other monetary targets, such as the rate of inflation? If the peg succeeds who would hold other, riskier assets?
Some people might even say that the "Greenspan put" was part of what got us into this hole in the first place.
Farmer is working on a book How the Economy Works and How to Fix it When it Doesn’t.
Why not oppose TARP?
Alex J., a loyal MR reader, asks:
How come no prominent politicians carved out the underutilized political resource of opposing TARP?
The Democrats thought they will get their hands on some of the money (true) plus they were happy to see a Republican President take part of the fall.
As for the other party, how many prominent Republican politicians are there? John McCain thought, rightly or wrongly, that he was acting in the national interest by supporting this part of the bailout. McCain supporters were scared away from challenging him on that issue. So only some of the more radical and less recognized Republicans opposed the bailout. Sooner or later a few of them will become prominent and then the premise of this question will no longer hold.
Why haven’t I been to Portugal yet?
Nick, a loyal MR reader, asks:
Well, Portugal is one place I’ve never visited – and I
believe you’ve never been there; why is that? As a gormand &
traveller it appears to have everything – influencing the world’s
cuisine (from Japan to Brazil & back) & with a beautiful,
unique (if rather mournful) musical cannon… Is there a reason you’ve
never been to Portugal?
The first reason is intertemporal substitution, namely that I often wait for people to pay me to go places. In general this factor leads small countries, especially with Romance languages, or in geographic corners, to be visited late. The small country has a bigger place in your mind’s eye than it does on the conference and lecture circuit. The American Midwest ends up being overvisited, as does New Orleans, and Nova Scotia ends up being undervisited (I want very much to go there).
If you are invited to a lot of talks and conferences, your non-work travel should avoid centrally located hub cities and focus on poor corners, such as Albania and Yemen. You’ll get to Paris and London anyway.
That said, I have an invitation to Portugal for this April and I will be going. Since I’m not sure I need to go twice, I am glad I waited.
Intelligent agent modeling in economics
One request was this:
The role and future of intelligent agent modeling in economics.
Call me a stuck up sticky bit but I don’t see a bright future for this technique. We already have, and have had, computable general (and partial) equilibrium models for decades. In those models you try to estimate the parameters from empirical data. The models rarely impress me but there are plenty of situations, such as estimating the effects of changes in the tax code, where we don’t have anything better. And so those models survive, and will continue to survive.
What’s the important innovation behind intelligent agent modeling? To introduce lots of arbitrary assumptions about behavior? Greater realism? Complexity? Considerations of computability? Learning? We already have enough "existence theorems" as to what is possible in models, namely just about everything. The CGE models already have the problem of oversensitivity to the initial assumptions; in part they work because we use our intuition to calibrate the parameters and to throw out implausible results. We’re going to have to do the same with the intelligent agent models and the fact that those models "sound more real" is not actually a significant benefit.
What can be done will be done and so people will build intelligent models for at least the next twenty years. But it’s hard for me to see them changing anyone’s mind about any major outstanding issue in economics. What comes out will be a function of what goes in. In contrast, regressions and simple models have in many cases changed people’s minds.
Sometimes a theory model tells you there are many many equilibria, as in much of game theory.
I believe that result is to be taken seriously and we should conclude
that many different things can happen in that situation. I am
suspicious of trying to solve for the correct or most likely
equilibrium by introducing many more specific assumptions.
In my possibly overdogmatic view, economics is most useful when its models are relatively simple and intuitive. We’ve run out of new models which are simple and intuitive. So the theory game is over. The standard, old data sets have been data mined to death. We’re now on to the "can you build/create your own data set?" game. That game can and will last for a long time; in some ways it will favor go-getter extroverts just as the theory game favored introverts.
I don’t yet see that there is a new game in town. My preferred reform of economics involves more history and anthropology, I might add.
Addendum: Bob Murphy asks:
It may be apocryphal for all I know, but I once read that the editor
of the journal to whom Einstein sent his paper on special relativity
put it down and realized that physics would never be the same (or
something like that).Is something like that even possible in economics? What would it be like? Say, the Lucas critique times 10?
The answer is no, in my view this is not possible, for reasons given above.
Russian metaphor of the day
“I can describe the Russian economy as water in a sieve,” Yulia L.
Latynina, a commentator on Echo of Moscow radio, said of the chronic
waste in Russian industry.“Everybody was thinking Russia had
succeeded, and they were wondering, how do you keep water in a sieve?”
Ms. Latynina said. “When the input of water is greater than the output,
the sieve is full. Everybody was thinking it was a miracle. The sieve
is full! But when there is a drop in the water supply, the sieve is
again empty very quickly.”
The article, which focuses on the financial comeuppance of Gazprom, is interesting throughout.
Request for requests
What do you wish to hear about? I know I haven’t finished all of your older requests, but I surveyed them a bit yesterday and I thought that perhaps the list has evolved since April.
One ray of light, one bolt of gloom
Although the financial meltdown is a disaster for the country, Mr. Oros
said, “the opportunity going forward is unprecedented. It is fantastic.
It is as if I had been training for this for the last 40 years of my
career.”
Oros is currently a partner in a private equity firm. The rest of the article, however, is deeply scary. It’s about how much lawyers and lobbyists are benefiting from TARP and related measures. Consider this form of optimism:
“It is a good time to be me,” said John L. Douglas, a partner in
Atlanta at the law firm Paul Hastings and a former lawyer for bank
regulators who helped create the agency that administered the last
federal bailout, the Resolution Trust Corporation.
We’re in a race to see whether politics will become the dominant means of allocating financial wealth in this country. That could be the single biggest domestic issue today, but too few economists are speaking up about it.
Markets in everything, but out of stock
Transcend 8 GB SDHC SD Class 6 Flash Memory Card TS8GSDHC6E [Amazon Frustration-Free Packaging]
That’s $24.45 on Amazon but out of stock.
The regular version, with "frustration packaging" (my phrase, not theirs), is in stock for $17.45.
I thank Beth for the pointer.
Macroeconomics without Supply
Paul Krugman writes:
…if you believe that a surge in private spending would raise employment – and even the critics agree on that – it’s very hard to explain why a surge of public spending wouldn’t have the same effect.
Brad DeLong writes:
But surely we believe that if the U.S. government were to follow the Countrywide plan–to send its representatives out onto the streets to have them walk up to people and say: "Here’s $500,000. You can have it if you go buy a house"–then that would drive a recovery, right?
What’s interesting about these statements is not so much whether they are right or wrong (let’s just say that it depends) but that Krugman and DeLong are so immersed in the Keynesian viewpoint that they cannot even see any other way of looking at the issue. Thus "even the critics" and "but surely we believe," as if no other view were conceivable.
Well if the only frame you can see is the "spending increases employment" frame then whether the spending is private or public may seem like a niggle. But many of the critics of mass fiscal stimulus have an alternative frame in mind, namely, that "employment increases spending."
Frame the issue this way and it becomes clear that the choice between private employment and public employment as a driver of spending is crucial. Moreover, when we remember that employment drives spending we focus attention on the real allocation of labor and capital across sectors of the economy, on internal and external fiscal balance, on investment as well as on consumption and on time paths of development. The "spending drives employment" frame misses all this.
What arbitrage would look like if destruction were the goal
High school students in Maryland are using speed cameras as a tool to
fine innocent drivers in a game, according to the Montgomery County
Sentinel newspaper. Because photo enforcement devices will
automatically mail out a ticket to any registered vehicle owner based
solely on a photograph of a license plate, any driver could receive a
ticket if someone else creates a duplicate of his license plate and
drives quickly past a speed camera. The private companies that mail out
the tickets often do not bother to verify whether vehicle registration
information for the accused vehicle matches the photographed vehicle.
Here is much more.
Research by accident
One day backstage in the ’30s, Larry, Shemp, and Moe were playing cards.
Shemp accused Larry of cheating. After a heated argument, Shemp reached over and stuck his fingers in Larry’s eyes. Moe, watching, thought it was hilarious…and that’s how the famous poke-in-the-eyes routine was born.
Here is much more, via Craig Newmark. If you have any evolutionary biology "just so" stories as to why women don’t like The Three Stooges, I’d like to hear them.
Assorted links
1. The corruption of accounting standards; an important article.
2. A good smash of the pallid Benjamin Button.
3. Should Eugene be annoyed by "Happy Holidays"?
4. Writers pick their favorite books of the year.
Gift card rescue: bid-ask spreads
On the secondary market, a $100 Brooks Brothers gift card is worth $90 but a $100 Home Depot card is worth $95. Here are further prices (update: the link is now shut down).
For the pointer I thank Robert, a loyal MR reader.
More niggling on fiscal stimulus
Paul Krugman describes and writes:
Here’s how I see it: the opponents of a strong stimulus plan don’t
really have an alternative to offer. They don’t even have a really
coherent critique; as Brad DeLong points out,
if you believe that a surge in private spending would raise employment
– and even the critics agree on that – it’s very hard to explain why a
surge of public spending wouldn’t have the same effect.The critics are instead mainly engaged in a series of minor complaints, aka niggles; FDR didn’t do so well, the statistical evidence ain’t so great, you can’t trust government, etc., etc..
My view is the disaggregated one that sometimes private spending can stimulate employment and sometimes it cannot. Private spending has the greatest chance of stimulating employment when a) market psychology is on its side, and b) the financial system is relatively well-functioning. Neither is the case right now.
Note that under standard theory neither monetary nor fiscal policy will set right the basic problems from negative real shocks and indeed the U.S. economy is undergoing a series of massive sectoral shifts. That includes a move out of construction, a move out of finance, a move out of debt-financed consumption, a move out of luxury goods, the collapse of GM, and a move out of industries which cannot compete with the internet (newspapers, Borders, etc.)
I’ve never seen a stimulus proponent deny this point about real shocks but I don’t see them emphasizing it either. It should be the starting point for any analysis of fiscal policy but so far it is being swept under the proverbial rug.
Maybe a big enough push to aggregate demand could stimulate useful, productive employment (as opposed to merely boosting measured gdp) right now, but since the
U.S. savings rate must rise sooner or later, that would only mean a
steeper decline for aggregate demand some time in the future. My discount rate isn’t that high.
The alternative to a huge fiscal stimulus is simple: enough pro-active fiscal policy to ensure that cuts in state and local spending do not bring additional contractionary pressure to bear on the economy. Otherwise bear the costs of the ongoing sectoral shifts and allow consumption to decline as indeed it must sooner or later. Aggregate demand macroeconomics really does matter, but it is easier to do badly from negative shocks than it is to engineer good results from expansionary shocks.
Those looking for other policy alternatives might consider Robert Lucas’s recent suggestions for monetary policy or cuts in the payroll tax, although I am myself not quite (yet?) on either bandwagon (though I think they are better plans than massive fiscal stimulus).
By the way, FDR didn’t do so well, the statistical evidence ain’t so great, and you can’t trust government, etc. But those are only my minor complaints.
The bottom line remains this: we are being asked to spend ???? hundreds of billion dollars when a) the evidence for fiscal policy is inconclusive, and b) when you consider how real shocks fit into aggregate demand analysis, the theory isn’t there either.
Addendum: Here is a post by Krugman on the "hangover theory." The answer to Krugman’s #1 is a combination of (perceived) wealth effects, downward nominal and real rigidities, and, during the boom workers at least thought they knew what they should be doing but now they do not. The coordination problem on the upswing is not symmetric with the coordination problem on the downswing. In any case it is correct that real sectoral shift theories do not explain all facets of a recession or depression; it is incorrect to conclude that therefore, in light of sectoral shocks, fiscal policy will be effective.