2026 Final Exam
Slides (these are also on Canvas under “Files”, which is where you need to go for the ones that I felt have copyright issues)
Why Output and Employment are Too Low (Slides that go along with the reading “Why We Want More Jobs”)
Slide equivalent: With a Cobb-Douglas Production Function, the Differential Equation for the Solow Growth Model has a Closed-Form Solution—Tsering Sherpa and Miles Kimball
Slide equivalent: Brad DeLong Boils Down the Spine of Economic History in One Table
Slide equivalent: GDP versus suicide rates
Supplementary Readings for the Final Exam
There Is No Such Thing as Decreasing Returns to Scale (including the comments) 7 questions
Returns to Scale and Imperfect Competition in Market Equilibrium 5 questions
Janet Yellen is Hardly a Dove—She Knows the US Economy Needs Some Unemployment 5 questions
Why We Want More Jobs 7 questions
The Costs of Inflation 4 questions
I love AI. Why doesn't everyone? by Noah Smith 2 questions
Salarymen, specialists and small businesses, by Noah Smith 2 questions
The Surprising Reason Europe Came Together Against Putin (on Machine Translation) by Claire Berlinski 2 questions
The elemental foe: Lifting humanity out of poverty is Job #1 by Noah Smith 2 questions of the “which is not a quotation” form
Book review: "Slouching Towards Utopia": Brad DeLong tells his story of the 20th century by Noah Smith 5 questions
The Government and the Mob 1 question of the “which is not a quotation” form
The Fastest Path to African Prosperity by Magatte Wade 5 questions
A Tweetstorm on Imperfect Information Processing 3 questions
Negative Interest Rate Policy as Conventional Monetary Policy 10 questions
Supply and Demand for the Monetary Base: How the Fed Currently Determines Interest Rates 4 questions
How the Fed Could Use Capped Reserves and a Negative Reverse Repo Rate Instead of Negative Interest on Reserves 8 questions for this and the next reading combined
Supply and Demand for the Monetary Base with a Cap on Reserves, a Zero Interest Rate on Reserves and a Negative Reverse Repo Rate 8 questions for this and the previous reading combined
How Having Negative Interest Rate Policy in Its Toolkit Would Make the Fed Braver in Confronting Inflation with Needed Rate Hikes—A Tweetstorm 4 questions for this and the next reading combined
How a Toolkit Lacking a Full Strength Negative Interest Rate Option Led to the Current Inflationary Surge 4 questions for this and the previous reading combined
When the Output Gap is Zero, But Inflation is Below Target 2 questions
YouTube Video to Watch for the Final Exam
Songs pointing to additional things covered in lecture
How Output Above the Natural Level Causes Higher Inflation and Output below the Natural Level of Inflation Causes Lower Inflation.
For this, I thought carefully about what I have written in research papers. Importantly, “There Is No Such Thing as Decreasing Returns to Scale,” so an upward-sloping supply curve does not come from a long-run U-shaped average cost curve. Rather, it comes from workers, factories and equipment in the factories being at least somewhat attached to particular firms. But also, tight labor markets and tight markets for rental spaces for business and other rentals shift a firm’s supply curve upward.
Firms “daydreaming” about price hikes or price cuts alludes to the “instantaneously optimal desired price” that a firm would wish to have right now if it were the only firm to have perfectly flexible prices. But, in fact, changing prices can be costly—at least if a firm thinks carefully about how to incorporate macroeconomic information into how it changes prices. (Decision-making costs can be substantial. Think of the level of education required to even be involved usefully in incorporating macroeconomic information into price-setting.) But eventually, firms do change prices, and macroeconomic information does percolate into those price changes. Exactly how that happens is a complex and contested area of macroeconomics. So the line “Dreams become what happens” refers to this complex process. A key aspect of this is that firms care not only about the instantaneously optimal desired price now, but the instantaneously optimal desired price in the future, since they might be sticking with the price they set for a while. If there is trend inflation, the instantaneously optimal desired price in the future will be higher than it is now, so trend inflation makes firms set prices higher when they do change their prices. The upshot is that inflation tends to sustain itself, unless output diverges from the natural level. Here are two songs, one for each direction.
(This was in danger of being very dry, I’m afraid, so I thought to put a little color on it by asking Suno to make Country songs about this. Hence the emphasis on farmers.)
The Fed’s Monetary Policy Job
The Fed has non-monetary jobs, such as bank and financial regulation. But in monetary policy, here is what the Fed needs to do:
Decide on a long-run inflation target. Like many other major central banks (such as the European Central Bank, the Bank of Japan, the Bank of England) the Fed has chosen 2% per year inflation as its target. I argue instead for a zero inflation target coupled with being ready and willing to use negative rates—including deep negative rates—when needed. See “The Costs of Inflation” and “The Costs and Benefits of Repealing the Zero Lower Bound...and Then Lowering the Long-Run Inflation Target.”
Once it has chosen an inflation target and gotten the economy to that level of inflation, the Fed’s job (as for other central banks) is to keep inflation steady at that rate. Because output above the natural level causes inflation to go up and output below the natural level causes inflation to go down, keeping inflation steady (“stabilizing” inflation) is the same thing as keeping output at the natural level of output. The fact that steadying inflation and keeping output at the natural level are the same thing is called “The Divine Coincidence” by economists. Here is its song:
3. The one other big decision is what to do after a mistake that knocks inflation up or down and therefore knocks the price level off track. (a) Return to the original planned price level track (which required a period of below-target inflation to compensate for above-target inflation, or a period of above-target inflation to compensate for below-target inflation) or (b) follow a permanently different price level track that parallels the original path, either higher or lower. (a) is called “price-level targeting.” (b) is called “inflation targeting.” A zero inflation target would make price-level targeting more attractive because it is then simply trying to keep the price level the same. (Price-level targeting with a 2% per year inflation target is harder to explain. That has a target that is an upward-sloping path for the price level, decided on in advance.)
Monetary Dominance and Fiscal Follows the Fed
For the next song, you need to know that “the fisc” means the taxing and spending policies of the government.
The Rational Expectations Revolution and the Lucas Critique
The adaptive expectations models of the 1960s treated humans as stupider than they really are. Rational expectations models, which have dominated macroeconomics from the 1970s to now treat humans as smarter than they really are. Unfortunately, it is very, very, very hard to model human intelligence as being at an appropriate intermediate level of intelligence. I discuss these difficulties in my paper “Cognitive Economics.” The Rational Expectations Revolution, which picked up steam in the 1970s, when I was in college, got us out of assuming humans are stupider than they are, but got us into assuming humans are smarter than they are. Overall it was progress: helping those who hold the rational expectations assumption lightly and gingerly understand things better, but causing a certain amount of blindness for those who hold the rational expectations assumption too tightly.
For the next song, I wrote a generalized version of the Lucas Critique and the prescription for what to do as a macroeconomist with which I agree 100%. Any problems with the implementation of a strategy in response to the Lucas Critique come from faults in how (a) what people want is modeled (for example, people care about feeling happy as well as about money and leisure time), (b) how limitations people face are modeled (sometimes inadequate technical shortcuts are used) and crucially (c) the assumption that people are infinitely intelligent—or at least are so smart that they make perfect economic decisions given what they knew at the time.
Supply and Demand for the Monetary Base: How the Fed Has the Power to Determine the Safe Interest Rate
Highly Visible Real-World Consequences of Imperfect Competition and Increasing Returns to Scale
For more on this, see “Why I am a Macroeconomist: Increasing Returns and Unemployment.” This point by Martin Weitzman inspired me to switch from being a micro-theorist to being a macroeconomist.
Here are some consequences of imperfect competition:
On this last, why are sticky prices important to the argument? Here’s why: if the firm could instantly adjust its prices, its reaction to more customers might be a mix of serving more customers and raising its price —which would lose some potential customers. (One reason it might want to raise its price is that in a boom that generates more demand, wages and rental rates will rise, raising marginal cost.) With a sticky price, the firm serves all the additional customers who show up willing to pay the stuck price.
AI Alignment
Next Generation Monetary Policy (Miles’s Wishlist for Monetary Policy Improvements)
The Solow Growth Model