Further thoughts on Phillips curves

In a post from a few days ago I looked at some recent evidence on Phillips curves, treating the Great Recession as a test case. I cast the discussion as a debate between rational and adaptive expectations. Neither is likely to be 100% right of course, but I suggested the evidence implied rational expectations were more right than adaptive. In this post I want to relate this to some other people’s work and discussion. (See also this post from Mark Thoma.)

The first issue is why look at just half a dozen years, in only a few countries. As I noted in the original post, when looking at CPI inflation there are many short term factors that may mislead. Another reason for excluding European countries which I did not mention is the impact of austerity driven higher VAT rates (and other similar taxes or administered prices), nicely documented by Klitgaard and Peck. Surely all this ‘noise’ is an excellent reason to look over a much longer time horizon?

One answer is given in this recent JEL paper by Mavroeidis, Plagborg-Møller and Stock. As Plagborg-Moller notes in an email to Mark Thoma: “Our meta-analysis finds that essentially any desired parameter estimates can be generated by some reasonable-sounding specification. That is, estimation of the NKPC is subject to enormous specification uncertainty. This is consistent with the range of estimates reported in the literature….traditional aggregate time series analysis is just not very informative about the nature of inflation dynamics.” This had been my reading based on work I’d seen.

This is often going to be the case with time series econometrics, particularly when key variables appear in the form of expectations. Faced with this, what economists often look for is some decisive and hopefully large event, where all the issues involving specification uncertainty can be sidelined or become second order. The Great Recession, for countries that did not suffer a second recession, might be just such an event. In earlier, milder recessions it was also much less clear what the monetary authority’s inflation target was (if it had one at all), and how credible it was.

How does what I did relate to recent discussions by Paul Krugman? Paul observes that recent observations look like a Phillips curve without any expected inflation term at all. He mentions various possible explanations for this, but of those the most obvious to me is that expectations have become anchored because of inflation targeting. This was one of the cases I considered in my earlier post: that agents always believed inflation would return to target next year. So in that sense Paul and I are talking about the same evidence.

Before discussing interpretation further, let me bring in a paper by Ball and Mazumder. This appears to come to completely the opposite conclusion to mine. They say “we show that the Great Recession provides fresh evidence against the New Keynesian Phillips curve with rational expectations”. I do not want to discuss the specific section of their paper where they draw that conclusion, because it involves just the kind of specification uncertainties that Mavroeidis et al discuss. Instead I will simply note that the Ball and Mazumder study had data up to 2010. We now have data up to 2013. In its most basic form, the contest between the two Phillips curves is whether underlying inflation is now higher or lower than in 2009 (see maths below). It is higher. So to rescue the adaptive expectations view, you have to argue that underlying inflation is actually lower now than in 2009. Maybe it is possible to do that, but I have not seen that done.

However it would be a big mistake to think that the Ball and Mazumder paper finds support for the adaptive expectations Friedman/Phelps Phillips curve. They too find clear evidence that expectations have become more and more anchored. So in this sense the evidence is all pointing in the same way.

So I suspect the main differences here come from interpretation. I’m happy to interpret anchoring as agents acting rationally as inflation targets have become established and credible, although I also agree that it is not the only possible interpretation (see Thomas Palley and this paper in particular). My interpretation suggests that the New Keynesian Phillips curve is a more sensible place to start from than the adaptive expectations Friedman/Phelps version. As this is the view implicitly taken by most mainstream academic macroeconomics, but using a methodology that does not ensure congruence with the data, I think it is useful to point out when the mainstream does have empirical support.

Some maths

Suppose the Phillips curve has the following form:

p(t) = E[p(t+1)] + a.y(t) + u(t)

where ‘p’ is inflation, E[..] is the expectations operator, ‘a’ is a positive parameter on the output gap ‘y’, and ‘u’ is an error term. We have two references cases:

Static expectations: E[p(t+1)] = p(t-1)

Rational expectations: E[p(t+1)] = p(t+1) + e(t+1)

where ‘e’ is the error on expectations of future inflation and is random. Some simple maths shows that under static expectations, negative output gaps are associated with falling inflation, while under rational expectations they are associated with rising inflation. If we agree that between 2009 and today we have had a series of negative output gaps, we just need to ask whether underlying inflation is now higher or lower than in 2009. 

Bertrand Russell’s chicken (and why it was not an economist)

When that pioneering economist David Hume wrote about the problem of induction, he talked about the possibility that the sun would not rise one morning. There is no way we can know ‘for sure’ that it will rise. (In contrast, we know for sure that 1+1=2.) Just because the theories we have suggest it will rise each morning, and those theories have been right so far, does nothing to ensure they will continue to be right.

The problem with this example is that it is very difficult to imagine the sun not rising every morning. Bertrand Russell had perhaps a better example. The chicken that is fed by the farmer each morning may well have a theory that it will always be fed each morning - it becomes a ‘law’. And it works every day, until the day the chicken is instead slaughtered.

When I used to lecture about economic methodology, I liked to say that this chicken was not an economist. Now you might say that no chicken is an economist, but suppose that chickens were as intelligent as the farmer who keeps them, so they could be an economist. Economics is at a disadvantage compared to the physical sciences because we cannot do so many types of experiments (although we are doing more and more), but we have another source of evidence: introspection. So if Bertrand Russell’s chicken had been an economist, they would not simply have observed that every morning the farmer brought them food, and therefore concluded that this must happen forever. Instead they would have asked a crucial additional question: why is the farmer doing this? What is in it for him? If I was the farmer, why would I do this? And of course trying to answer that question might have led them to the unfortunate truth.

I thought of this when reading through the fascinating comments on my post on rational expectations, and posts others had written in response. You can see why the habit of introspection would make economists predisposed to assume rationality generally, and rational expectations in particular. (I think it also helps explain economists’ aversion to paternalism.) It only works to use your own thought processes as a guide to how people in general might behave, if you think other people are essentially like yourself. So if your own thoughts lead you to postulate some theory about how the economy behaves, then others similar to yourself might be able to do something like the same thing.

 

But of course this line of reasoning could also be misleading. An economist who introspects does so with the help of the economic theory they already have, so their introspection is not representative. A psychologist or behavioural economist might come to very different conclusions from introspection - what biases do I bring to this problem, they may ask. Economists may also be fooled into thinking their introspection is representative, because they are surrounded by other economists. So this conjecture about introspection does little to show that assuming agents have rational expectations is right (or wrong), but it may be one reason why most economists find the concept of rational expectations so attractive.