Showing posts with label model. Show all posts
Showing posts with label model. Show all posts

Wednesday, 20 February 2013

Rational Rationality vs Irrational Rationality

Having just read this made me realize what people are actually thinking about when they are making their assumptions on economic modelling:
"(..)economists have conventionally assumed rational behaviour. There's a reason for this. Such an assumption generates testable predictions, whereas if we assume people are mad then anything goes."

What people like the above do not realize is that it depends how you define rationality. Although mainstream economists say that they understand the limits of their models, it appears that do not actually do so. Most of the economic models I have seen assume homogeneity. That is basically stating that all people behave alike. This makes calculations easier but it doesn't make them more truthful. To be fair, people who actually use heterogeneous agents exist in the economic literature. Yet, they are actually imposing behaviours which do not really make them so distinct. For example, a recent paper (which I will not name) states that "we have heterogeneous agents who, for simplicity, we assume that they behave similarly." The calculus behind heterogeneous agents is indeed horrendous thus I will refrain from criticizing people for not using them any further.

Yet, the problem still remains: people do not behave similarly. Basic psychology tells you that. (actually a day in the world tells you that but how many economists who go out in the real world do you know?) Now, if I am presented with three different choices, I will most probably choose something different from what Joe, Jim, Sarah and Mary would. Which does not make my choice any more or any less correct than the one of the others.

Yet, economists propose that a "Rational Expectations Equilibrium" exists and it is the "optimal" choice. First of all, what is "Rational Expectations" and what makes it the correct choice? If given some data I reach conclusion A based on deduction and Mrs B reaches conclusion B on a whim, what good will rational expectations do to me if B happens? Nothing. The point is that in real life there is no "rational expectations" because shocks do exist (call them Black Swans or Normally Distributed errors or whatever else). If economics is trying to explain the real world then what is the point of making a false interpretation of it?

Is a rational expectations equilibrium reachable? Maybe if all the people in the world were machine-like, operating in the same way every time. Oh, wait: machines break; and make mistakes. Not to mention what we would also have to force the earth not to create hurricanes, earthquakes, tsunamis, too much rain or too much sun. Since perfect forecastability for these events is not really an option, then we cannot really obtain a perfectly forecastable equilibrium.

Rationality is not some notion which should be totally discarded though: one point is true. People are rational, yet in their own individual, unique way. What do I mean by that? Well people believe that they are doing the best they can in every situation. If you ask a person why he chose option A instead of B he will justify it. In that person's mind the best choice given the knowledge he had at the given time and the outcome he wanted to reach (which is distinct in every person I would remind you!) has been made. No person would choose to make a wrong choice (some may do but they are sure to be sure that the wrong choice would make them happier, e.g. letting a child win at a game).

It is simple to see that we are all rational. Nevertheless, we are not the same and the future cannot be forecasted accurately. This are the main points that economic modelling is lacking.

Oh, and a steady-state doesn't really exist either.

Sunday, 17 February 2013

Fiscal Multipliers Explained (and Proved)

The Panic of 1837, blaming the Treasury Policies of Andrew Jackson
The IMF spokesperson, Mr Jeffrey Rice, said the following in a Press Briefing in Washington about 10 days ago:
(...) there's been a lot of discussion of this fiscal multiplier, which is probably something very few people had heard of until some months ago.(...)
I have shown the inaccuracy of Mr Rice's statements in a previous post and have no intention of doing the same again. It appears that the publication of Oliver Blanchard and Daniel Leigh's IMF paper about the problems of forecasting multipliers has caused more stir than it should, because it essentially does not say much. Quoting from their conclusions (page 19): "Our results suggest that actual fiscal multipliers have been larger than forecasters assumed. But what did forecasters assume? Answering this question is not easy, since forecasters use models in which fiscal multipliers are implicit and depend on the composition of the fiscal adjustment and other economic conditions."

What has not been noted in the existing literature of comments about the paper is that it does not really estimate multipliers or anything similar. It just points that the estimations concerning these multipliers, when the IMF staff were making them in 2008, can be proven wrong, ex post. (For those interested the IMF staff assumed a multiplier value of merely 0.5. We will see later why this does not appear to be very valid)

Thus, what we may infer from their comments is that the previous models of estimating multipliers had been wrong, yet they are not proposing how these errata can be fixed. In fact, they are not actually even saying how a multiplier actually works or how it affects the economy. Since many economists and politicians do not appear to understand the rationale of fiscal multipliers, I have decided to play the game on their own terms.

Let us consider the following model:

In each country the yearly output is measured by GDP=G+C+I+NX where G stands for government spending, C for Private Consumption, I for Private Investment and NX for Net Exports (Exports - Imports). We assume then that G is increased by €X billion. The amount of G here is unimportant to the result we are about to reach.

First of all, we have to understand where the €X billion chunk of Government Spending goes to. Wikipedia states that Government spending is the sum of government expenditures on final goods and services. It includes salaries of public servants, purchase of weapons for the military, and any investment expenditure by a government. Thus, we may safely conclude that this amount goes right into the consumers' pockets in forms of salaries, or other payments towards companies or individuals. 

Then, what do these consumers do with that €X billion "given" to them by their government? As usual, they have two options: either spend it or save it. There is also the option of repaying their loans but this falls in "saving" part for reasons which are not the purpose of this article. We may assume that this €X billion amount is saved or consumed in any fraction we can think of. Here we will note it as s*€X billion where is s signifies the amount saved in banks or other institutions (hiding under the mattress is not an option here!) and (1-s)*€X billion the amount consumed.

As it may have become visible through this analysis, Private Consumption will be increased by (1-s)*$€ billion. Then, if we believe neoclassical economics, i.e. David Ricardo or Alfred Marshall, all savings are used in the form of loans to entrepreneurs by banks and thus Investment is increased by s*€X.

What can be seen here is that through the standard measures of GDP, Government Spending is calculated twice. Once as spending by the government in the G part of the equation and then partly as an increase in Private Consumption (in C) and an increase in Private Investment (I). The total increase of C and I equals €X.

Now imagine if Government Spending was to be decreased by €X. The total contraction of GDP would equal €2X in the above example. (In the real world this amount might be slightly exaggerated or underrated, since other issues may also arise. For example the economy's rate of growth would cause the effect to be less but a further decrease in consumption as a result of people's fear about the future would contract GDP even more.)

For the skeptics, let us assume that neoclassical economists are all wrong and that the fraction of G which ends up in banks does not find its way to the entrepreneurs. Then the an €X increase in G would mean a (1-s)*€X+€X increase in GDP, which is still greater than €X. The decrease would go the other way around.

Are we forgetting something here though? If the reader was careful during the above analysis the fact that in the definition of government spending transfer payments, such as social security or unemployment benefits are not included should have rang a bell. Now, think about it again: transfer payments are being employed the same way as government spending, i.e. given to people for them to consume or save. Now, have a look at the following data compiled in an older post:


Now I will not even suggest that all of this money goes unnoticed in measuring Government Spending for GDP (although probably most of it does). Yet, even if 40% of the above amounts goes unnoticed and as already mentioned, people consume or save that amount, then an €X cut in the benefits would mean a 0.4*X*(1-s) reduction in consumption and a 0.4*X*s reduction in investment. In total, even though these amounts are not measured in GDP their effect appears to be of great importance.

The above are in accordance to empirical findings by the IMF (have a look at this article, pages 41-43) which now estimate that fiscal multipliers are in the range of 0.9 to 1.7. (This admittance that the multipliers were actually higher than they had expected, did not actually gain much publicity, only in the form of articles like Is the IMF short for I Must Fail?) Although the 0.9 number does appear to be rather too little based on the previous analysis, it may occur if the change in spending is little and the country experiences strong growth (although it would be tremendously difficult to achieve such low values for rapid changes in the level of spending) the 1.7 one appears to be more in the line of the above simple model.

Conclusion: Government spending is affecting GDP more than we believe. This means that we either have to alter our understanding about it or change the way we measure GDP. The former is much easier. I think...

Note: The above calculations would only be important if the amount slashed off the budget is significant. A country's GDP will surely reflect a 1-2% reduction in spending, yet nobody is going to notice a 0.0001% reduction in G when the natural growth rate of an economy is about 1%. On aggregate that is...