Dynamic Stochastic General Equilibrium Models in Macroeconomics (DSGEs)
19 Jul 2010 23:17
Pretend that the national economy consists of a single person, the "representative agent". This agent owns all the goods, especially all the capital goods, and does all the work in the economy. The agent is greedy for material consumption, and lazy. To consume, which it likes, it must produce, which is a matter of indifference, except that to produce it must work, which it dislikes. If it produces more now than it consumes, it can save the difference as capital goods, which make its future labor more productive. There are also shocks to technology, to how effective it can use capital to turn labor into consumption goods; rather bizarrely, these shocks are both negative and positive, which seems to imply that it regularly forgets productive technologies, and not because better replacements have come along.
In addition to being greedy and lazy, the agent is is determined to act now so as to maximize not present utility, but the discounted future stream of utility at all times (since it is also immortal). Fortunately, it is incredibly foresighted, and knows the exact distribution of future shocks to technology. (This distribution is not changed by anything the agent does; or, if you like, it always acts in such a way that its expectations are exactly fulfilled.) Possessing unlimited cognitive resources, it is easy for the agent to solve the resulting dynamic programming problem optimally. This will not lead to a smooth pattern of production, investment and consumption; if, for instance, there is a big negative shock to technology, and shocks are persistent, it becomes rational to slack off now, and enjoy leisure; extra work will be more rewarded later when the agent will have remembered how to do stuff. These fluctuations are, supposedly, the fluctuations of the macroeconomy, the business cycle.
I have sketched this sort of model in a deliberately hostile way, because I think such things are remarkably silly. But many very eminent economists regard them very highly indeed. Mostly I think this reflects badly on the discipline of macroeconomics, but it does raise some interesting technical problems, like:
- How do people evaluate the fit of these models?
- Do those evaluation methods make any sense?
- How many of the parameters of these models are actually identifiable?
- How much data would it take to estimate one of these models to a given degree of precision?
- How much data would it take to detect that one of these models was wrong?
- How well would these models fit in-sample if they were wrong about the structure of the economy?
(You might well ask "where is the equilibrium, let alone the general equilibrium?" You might very well ask that.)
- Recommended:
- Willem Buiter, "The unfortunate uselessness of most `state of the art' academic monetary economics", Financial Times 3 March 2009 [The point about needing to impose the transversality condition is particularly interesting]
- Bent Jesper Christensen and Nicholas M. Kiefer, Economic Modeling and Inference [Review: An Optimal Path to a Dead End.]
- David Colander, Peter Howitt, Alan Kirman, Axel Leijonhufvud and Perry Mehrling, "Beyond DSGE Models: Towards an Empirically-Based Macroeconomics" [PDF preprint]
- James K. Galbraith, Olivier Giovanni and Ann J. Russo, "The Fed's Real Reaction Function: Monetary Policy, Inflation, Unemployment, Inequality — and Presidential Politics" [Not directly about DSGEs, but since so many of them incorporate some version of the Taylor rule, it amuses me to think about writing one using this instead. University of Texas Inequality Project working paper 42, 2007]
- Lars Peter Hansen and James J. Heckman, "The Empirical Foundations of Calibration", Journal of Economic Perspectives 10 (1996): 87--104 [Or, rather, the lack thereof. JSTOR]
- Aapo Hyvärinen, Kun Zhang, Shohei Shimizu, Patrik O. Hoyer, "Estimation of a Structural Vector Autoregression Model Using Non-Gaussianity", Journal of Machine Learning Research 11 (2010): 1709--1731
- Alan Kirman, "Whom or What Does the Representative Individual Represent?", Journal of Economic Perspectives 6 (1992): 117--136 [Answer: no one; accordingly it "deserves to be buried". JSTOR]
- Ivana Komunjer and Serena Ng, "Dynamic Identification of DSGE Models" [Preprint available via Prof. Komunjer]
- Finn E Kydland and Edward C. Prescott, "Time to Build and Aggregate Fluctuations", Econometrica 50 (1982): 1345--1370 [JSTOR]
- James Morley, "The Emperor Has No Clothes", Macro Focus 5:2 (March 2010) [PDF]
- Frank Smets and Rafael Wouters, "Shocks and Frictions in US Business Cycles: A Bayesian DSGE Approach", American Economic Review 97 (2007): 586--606 [Perhaps the best-regarded current DSGE of the US economy. Preprint version]
- Lawrence H. Summers, "Some Skeptical Observations on Real Business Cycle Theory" [1986; PDF]
- To read:
- David N. DeJong with Chetan Dave, Structural Macroeconometrics [blurb]
- Marco Del Negro, Frank Schorfheie, Frank Smets and Rafael Wouters, "On the Fit of New Keynesian Models", Journal of Business and Economic Statistics 25 (2007): 123--162 [Including discussion and reply]
- Herbert Gintis, "The Dynamics of General Equilibrium", The Economic Journal 117 (2007): 1280--1309 [PDF reprint courtesy of Prof. Gintis]
- To write:
- Co-conspirators to be named later + CRS, "Your Favorite DSGE Sucks"
