Wednesday, May 15, 2013

A metaphor for why Goodness of Fit tests are, well, not very good.

I am proud to say I learned my econometric from Art Goldberger, who had little use for R-squared.

Anyway, a smart friend of mine (who works in industry and therefore might not want to be named) pointed out that he could probably fit the brushstrokes of a Jackson Pollack painting with a 17 degree polynomial and get an excellent R-squared.  But he still couldn't predict what a next brush stroke might look like.


Thursday, April 18, 2013

Reposting from my Forbes blog: the debate on Debt and GDP


Within the past day or so, economics conversations have been all about Rogoff and Reinhart and their critics, Herndon, Ash and Pollin.  The Rogoff and Reinhart (RR) paper purported to show that countries with more debt grow more slowly than countries with less; Herndon, Ash and Pollen (HAP) show that Rogoff and Reinhart’s data contains mistakes, and there is not much dispute about whether Herndon, Ash and Pollin’s corrections are right–they are.
HAP also do a pretty good job of showing that connections between debt to gdp ratio are not robust–they are sensitive to time period and country.  But they do not ask the question about direction of causality between debt and growth (page 3):
For the purposes of this discussion, we follow RR in assuming that causation runs from public debt to GDP growth. RR concludes, “At the very minimum, this would suggest that traditional debt management issues should be at the forefront of public policy concerns” (RR 2010a p. 578). In other work (see, for example, Reinhart and Rogo (2011)), Reinhart and Rogo acknowledge the potential for reverse causality, i.e., that weak economic growth may increase debt by reducing tax revenue and increasing public expenditures. RR 2010a and 2010b, however, make clear that the implied direction of causation runs from public debt to GDP growth.
But the question of direction matters a lot.  Consider a country whose GDP weakens–both tax revenues fall and social spending (on things like unemployment insurance) rises.  This means that in the absence of a policy change, weak GDP leads to higher debt.
There is a simple way to take a first cut at the question of direction of causation–by using a technique known as Granger Causality.  The set up is to try to explain something (such as GDP growth) by looking at its own lagged values and the lagged values of another variable (such as debt-to-GDP ratio).  I took the  data set in Herndon, Ash and Pollen and ran Granger tests using one lag explaining real GDP growth and debt-to-GDP ratios; I ran separate regressions for each country in the data set. I tested for significance at the 90 percent level of confidence.  I am happy to share my results with anyone who is interested (richarkg@usc.edu).
In the tests where I was exploring whether debt-to-GDP “caused” GDP growth, I found that debt’s impact was negative in five countries (AustriaGermany,ItalyJapan and Portugal); positive in four countries (Australia, Canada, New Zealand and Norway), and zero in 11 countries (Belgium, Denmark, Finland, France, Greece, Ireland, the Netherlands, Spain, Sweden, the UK and the US; although France was close to being statistically negative).
RR emphasize that there is a critical point at which debt becomes toxic, and that is at a debt-to-GDP ratio of more than 90 percent.  Doing Granger tests using this variable (on “on-off switch” for a country being at greater than 90 percent), we find that the impact of greater than 90 percent debt on GDP growth is positive in two cases (Australia and New Zealand), and is not statistically different from zero in eight cases (Belgium, Canada, Greece, Ireland, Japan, the UK and the US).  Ten countries have not had debt-to-GDP ratios above 90 percent.
When we look in the other direction, however, the impact of GDP growth on debt is negative 12 times (Australia, Austria, Belgium, Denmark, Finland, Germany, Greece, Ireland, Italy, Japan, Netherlands, and Sweden) and is not statistically different from zero in the eight other countries (Canada, France, New Zealand, Norway, Portugal, Spain, the UK and the US).  Reverse causality IS a big issue here, and until it is really sorted out, we can’t say what the true, structural relationship between GDP and debt really is.

Wednesday, March 13, 2013

Please follow me to Forbes

I am at http://www.forbes.com/sites/richardgreen/2013/03/13/california-has-a-shortage-of-rental-housing/.


Sunday, March 10, 2013

Why not worry about the deficit right now?

Because if I did my math right, Federal Government interest payments are at a long-term low relative to GDP. [Update, after looking more closely, I see that the source of the data--the US Treasury--includes state and local interest payments as well]. Consider the chart below:


Federal Government Interest Expense on Debt Outstanding Relative to GDP


The numerator is annual Federal Government interest payments, which come from here.  I am pretty sure these numbers are in nominal dollars.  The denominator comes from the BEA, and is in nominal dollars. Years are fiscal years.

Note that interest rates would have to double for us to be in the situation we were in the late 1980s, the end of the (ahem) Reagan Administration.  Do we ultimately need a steady state in which debt to GDP doesn't rise?  Absolutely.  Just not tomorrow.


Monday, March 04, 2013

The American People agree with George Orwell

This video presents what the American people consider to be the ideal wealth distribution.  At 2:47, the narrator notes that under this ideal distribution, "the wealthiest folks are about 10 to 20 times better off than the poorest Americans."

George Orwell in Why I Write:

2. Incomes. Limitation of incomes implies the fixing of a minimum wage, which implies a managed internal currency based simply on the amount of consumption goods available. And this again implies a stricter rationing scheme than is now in operation. It is no use at this stage of the world's history to suggest that all human beings should have exactly equal incomes. It has been shown over and over again that without some kind of money reward there is no incentive to undertake certain jobs. On the other hand the money reward need not be very large. In practice it is impossible that earnings should be limited quite as rigidly as I have suggested. There will always be anomalies and evasions. But there is no reason why ten to one should not be the maximum normal variation. And within those limits some sense of equality is possible. A man with Ј3 a week and a man with £1,500 a year can feel themselves fellow creatures, which the Duke of Westminster and the sleepers on the Embankment benches cannot.