Believe those who are seeking the truth. Doubt those who find it. Andre Gide

Thursday, December 6, 2018

Working More for Less

I had an interested chat with a colleague of mine the other day about the labor market. In the course of conversation, he mentioned that he used to teach a class in labor economics. Naturally, an important lesson included the theory of labor supply. Pretty much the first question asked is how the supply of labor can be expected to change in response to a change in the return to labor (the real wage). 

My colleague said that for years he would preface the theoretical discussion with a poll. He would turn to the class and ask them to imagine themselves employed at some job. Then imagine having your wage doubled for a short period of time. How many of you would work more? (The majority of the class would raise their hands.) How many of you would not change your hours worked? (A minority of hands). How many of you would work less? (A sprinkling of hands). At the end of the polling, he'd start teaching a standard theory of labor supply and using it to interpret the poll results (substitution vs. wealth effects).

My colleague administered this poll for over a decade. The results were always the same. (How satisfying.)
 
Then, one day, for no apparent reason, he decided to mix it up a little bit. Instead of asking the class to imagine an increase in the wage rate, he asked his students to consider a decrease in their wage rate. He was expecting a symmetrically opposite response. To his shock, a majority of the class responded that they would work more. Only a minority replied that they would work less or not change their hours.

Surely, this was an anomaly? But when he repeated the experiment with another class, he got the same result. He mentioned it to a colleague of his, who then ran the same experiment with his class and he too confirmed the result. What was going on here? If true, then employers can apparently get more labor out their workers by lowering their wages?!
 
The phenomenon here seems related to the evidence of "income targeting" among some groups of workers; see, for example, the classic study of New York taxi drivers by Camerer, Babock, Lowenstein and Thaler (QJE May, 1997). Evidently, inexperienced taxi drivers tend to work less when the return to working is high, and work more when the return to working is low. This behavior doesn't quite square with the phenomenon reported by my colleague. The effect there appeared to be asymmetric: students reported willing working more at a lower wage, but also reported willing working more at a higher wage. In both cases, however, it seems that the existence of some fixed obligation (e.g., monthly food and rent payments) plus no ready access to credit could explain why workers might be willing to work longer hours when the return to work declines.

I'm not sure if these findings shed any light on the state of the labor market today. But it is interesting to speculate. Conventional supply/demand analysis isn't always the best guide. 

Monday, December 3, 2018

Does the Floor System Discourage Bank Lending?

David Beckworth has a new post up suggesting that the Fed's floor system has discouraged bank lending by making interest-bearing reserves a relatively more attractive investment; see here. I've been hearing this story a lot lately, but I can't say it makes a whole lot of sense to me.

Here's how I think about it. Consider the pre-2008 "corridor" system where the Fed targeted the federal funds rate. The effective federal funds rate (FFR) traded between the upper and lower bounds of the corridor--the upper bound given by the discount rate and the lower bound given by the zero interest-on-reserves (IOR) rate. The Fed achieved its target FFR by managing the supply of reserves through open-market operations involving short-term treasury debt.

Consider a given target interest rate equal to (say) 4%. Since the Fed is financing its asset holdings (USTs yielding 4%) with 0% reserves, it is making a profit on the spread, which it remits to the treasury. Another way of looking at this is that the treasury has saved a 4% interest expense on that part of its debt purchased by the Fed (the treasury would have had to find some additional funds to pay for that interest expense had it not been purchased by the Fed).

Now, suppose that the Fed wants to achieve its target interest rate by paying 4% on reserves. The supply of reserves need not change. The yield on USTs need not change. Bank lending need not change. The only thing that changes is that the Fed now incurs an interest expense of 4% on reserves. The Fed's profit in this case go to zero and the remittances to the treasury are reduced accordingly. From the treasury's perspective, it may as well have sold the treasuries bought by the Fed to the private sector instead.

But the question here is why one would think that moving from a corridor system to a floor system with interest-bearing reserves inherently discourages bank lending. It is true that bank lending is discouraged by raising the IOR rate. But is it not discouraged in exactly the same way by an equivalent increase in the FFR? If I am reading the critics correctly (and I may not be), the complaint seems to be more with where the policy rate is set, as opposed to anything inherent in the operating system. If the complaint is that the IOR has been set too high, I'm willing to agree. But I would have had the same complaint had the FFR been set too high under the old corridor system.

Alright, now let's take a look at some of the data presented by David. Here, I replicate his Panel A depicting the evolution of the composition of bank assets.
David wants to direct our attention to the period after 2008 when the Fed flooded the banking system with reserves and started paying a positive IOR rate. The large rise in the orange line since 2008 was due almost entirely to reserves and not other safe assets. This suggests that banks were motivated to hold interest-bearing reserves instead of private-sector interest-bearing assets (loans). He writes:
Something big happened in 2008 that continues to the present that caused banks to allocate more of their portfolios to cash assets and less to loans. While the financial crisis surely was a part of the initial rebalancing, it is hard to attribute what appears to be 10-year structural change to the crisis alone. Instead, it seems more consistent with the critics view that the floor system itself has fundamentally changed bank portfolios allocation.
I think the diagram above is rather misleading since all it shows is portfolio composition and not the level of bank lending. Here's what the picture looks like when we take the same data and deflate it by the GDP instead of bank assets,

According to this picture, bank lending is close to 50% of GDP, not far off its historical average and considerably higher than in the decade following the S&L crisis (1986-1995). Here's what commercial and industrial loans as a ratio of GDP looks like:
It's no surprise that bank lending contracted during and shortly after the crisis. One could even make the argument that paying positive IOR contributed to the contraction. But as I mentioned above, one could have made the same argument had the FFR been kept at 25bp. Again, this criticism has less to do with the operating system than it does with where the policy rate was set. In any case, note that commercial and industrial loans are presently above their pre-crisis levels (as a ratio of GDP). 

To sum up, I do not believe that a floor system inherently discourages bank lending as some critics appear to be arguing. Now that the Fed is paying IOR, reserves are essentially viewed by banks as an alternative form of interest-bearing government debt. New regulations since the crisis have induced banks to load up on safe government assets. But as the following figure shows, this has not come at the expense of private lending.
Banks are lending about as much as they have over the past 50 years (relative to GDP). Bank lending as a ratio of bank assets may be low, but this is because banks are loaded up on safe assets--not because they've cut back on their lending activity.


Thursday, November 8, 2018

Smart Contracts and Asset Tokenization

Book of Smart Contracts 1959
In his 1959 classic Theory of Value, Gerard Debreu takes a deep dive into general (Walrasian) equilibrium theory. (Yes, I know, but please try to stay awake for at least a few more paragraphs.)

He studies a very stark hypothetical scenario where people are imagined to gather at the beginning of time and formulate trading plans for a given vector of market prices (called out by some mysterious auctioneer). Commodities can take the form of different goods, like apples and oranges. But they can also be made time-contingent and state-contingent. An apple delivered tomorrow is different commodity than an apple delivered today. An orange delivered tomorrow in the event of rain is different commodity than an orange delivered tomorrow in the event of sunshine. And so on.

For any given vector of relative prices (there is no money), individuals offer to sell claims against the commodities they own to acquire claims against the commodities they wish to acquire. A market-clearing price vector is one that makes everyone's desired trades consistent with each other. How this equilibrium price-vector is achieved is not studied--he is mainly concerned with the less interesting, but still important, question of whether any such price vector might even be expected to exist in the first place.

The theory imagines all relevant trading activity to take place once-and-for-all at the beginning of time. Once trading positions are agreed to, all subsequent good and service flows across individuals over time and under different contingencies are dictated by the terms of promises made at the initial auction. Suppose I had earlier acquired the right for the delivery of oranges next month in the event of rain. Suppose it rains next month. Then the delivery of oranges is made by the orange producer who issued the promissory note now in my possession. In short, contracts look very "smart" in the sense that they can be tailored in any way we want and, moreover, they are assumed to be "self-executing." It's almost as if contractual terms have been spelled out mathematically and enforced by self-executing computer code. Indeed, this is essentially what Debreu assumes.

The Debreu model (also associated with Ken Arrow and Lionel MacKenzie) is often viewed as a sort of benchmark of what one might expect if auction markets are "complete" and worked perfectly (no financial market frictions like asymmetric information, limited commitment, limited communications, etc.) There is no role for money as a medium of exchange in such a frictionless world. As such, it should come as no surprise to learn that monetary theory is devoted to studying economies where these frictions play a prominent role. Financial institutions (governance structures in general, including "the government") can to a large extent be understood as collective arrangements that are designed (or have evolved) to mitigate these frictions for the economic benefit of a given set of constituents (either general or special interests, depending on the distribution of political power).

A recurring theme of the "blockchain" movement is how this new record-keeping technology may one day permit us to decentralize all economic activity. No more (government) money. No more banks. No more intermediaries of any sort. This seems to be, at least in part, what "asset tokenization" is about; see, for example, here: How Tokenization Is Putting Real-World Assets on Blockchains. According to this article,
Tokenization is the process of converting rights to an asset into a digital token on a blockchain. 
This sounds fancy, but as the article soon makes clear, it's basically a variation of an old theme,
There are many proposed methods for taking real-world assets and "putting them on a blockchain." The goal is to achieve the security, speed and ease of transfer of Bitcoin, combined with real-world assets. This is a new form of an old concept: "securitization" (turning a set of assets into a security), and in some cases the tokenization is of securitized assets.
Here's how the innovation is supposed to help small investors (source):
Imagine that you have some property — say an apartment. You need cash quickly. The apartment is valued at $150,000 but you just need $10,000. Can you do this quickly without much friction? To my best knowledge, this is next to impossible.
I often use a similar example in my monetary theory classes. How to liquidate a fraction of one's illiquid wealth? One way is to use a bank (say, to open up a credit line secured by your property). But what he means, I think, is that it's basically impossible to issue a personal IOU representing a claim against the property (and ultimately, against the income that is generated by that property). Well, it's possible, but any such security is not likely to be marketable at any reasonable price. The author has stumbled across the concept of an "illiquid" asset. We use institutions called banks to monetize illiquid assets (banks transform illiquid assets into liquid deposit liabilities). But why do we need banks? Why are most assets illiquid? Economic theory answers: because of the frictions associated with asymmetric information and limited commitment (or lack of trust). O.K., but is there any way to get around these frictions without the use of banks? The same article continues:
Enter tokenization. Tokenization is a method that converts rights to an asset into a digital token. Suppose there is a $200,000 apartment. Tokenization can transform this apartment into 200,000 tokens (the number is totally arbitrary, we could have issued 2 million tokens). Thus, each token represents a 0.0005% share of the underlying asset. Finally, we issue the token on some sort of a platform supporting smart contracts, for example on Ethereum, so that the tokens can be freely bought and sold on different exchanges. When you buy one token, you actually buy 0.0005% of the ownership in the asset. Buy 100,000 tokens and you own 50% of the assets. Buy all 200,000 tokens and you are 100% owner of the asset. Obviously, you are not becoming a legal owner of the property. However, because Blockchain is a public ledger that is immutable, it ensures that once you buy tokens, nobody can “erase” your ownership even if it is not registered in a government-run registry. It should be clear now why Blockchain enables this type of services.
Well, no, to be honest it is not at all clear how "blockchain" solves any of the fundamental problems associated with transforming an illiquid asset into a payment instrument.

We have to keep in mind that "blockchain" is nothing more than a consensus-based database management system (where the data is organized and secured in a particular way). Moreover, any useful innovation found in a blockchain-based database management system (recording data as a Merkle tree, for example) could likely be applied in a non-consensus-based database management system. It's one thing to transfer tokens (or information) across accounts in a database. It's quite another thing to exert your own effort to evict the non-compliant tenant of your 0.0005% share of the apartment you own, especially if other owners are not on board.

It may be that technology will one day eliminate financial market "frictions" and permit widespread asset tokenization (including our human capital), all of which will be traded using smart contracts on an Internet-based auction. If or when that day comes, the people of that world can refer to Debreu (1959) as an economic model applicable to that future world. 

Monday, September 24, 2018

What is the yield curve forecasting?

It's well-known that in the United States, recessions are often preceded by an inversion of the yield curve. Is there any economic rationale for why this should be the case? 

Most yield curve analysis makes reference to nominal interest rates. Economic theory, however, stresses the relevance of real (inflation-adjusted) interest rates. (The distinction does not matter much for the U.S in recent decades, as inflation has remained low and stable). According to standard asset-pricing theory (which, unfortunately for present purposes, abstracts from liquidity premia), the real interest rate measures the rate at which consumption (a broad measure of material living standards) is expected to grow over a given horizon. A high 1-year yield signals that growth is expected to be high over a one-year horizon. A high 10-year yield signals that annual growth is expected, on average, to be high over a ten-year horizon. If the difference in the 10-year and 1-year yield is positive, then growth is expected to accelerate. If the difference is negative--i.e., if the real yield curve inverts--then growth is expected to decelerate.

What is the economic intuition for these claims? One way to think about this is in terms of Friedman’s Permanent Income Hypothesis, which states that an individual’s desired consumption expenditure today should depend not only on current income, but the likely path of his/her income over the foreseeable future. The logic of this argument follows from the assumption that people are willing and able to smooth their consumption over time, given their expectations over how their incomes are likely to evolve over time. For example, if people expect their income to be higher in the future, then they will want to consume more today in order to smooth out their consumption. They can attempt to do so by saving less (or borrowing more). If a community is collectively “bullish” in this sense, desired consumer spending should rise in the aggregate, and desired saving should fall, leading to upward pressure on the real interest rate.

Alternatively, suppose that firms suddenly turn bullish on the likely returns to capital spending. Then the resulting increase in the demand for investment financing should drive real interest rates upward. In this case as well, a higher real interest rate signals the expectation of a higher rate of economic growth. If individual expectations over future prospects are correct more often they are incorrect, then higher real interest rates today should be correlated with higher future growth rates.


So, in theory at least, an inverted yield curve does not forecast recessions--it forecasts growth slowdowns. Nevertheless, there is a sense in which an inverted (or even flat) yield curve can, in some circumstances, suggest that recession is more likely. Here's the basic idea.

Consider an economy that grows over time, but where growth occurs unevenly (i.e., the economy alternates between high- and low-growth regimes). Imagine, as well, that the economy is occasionally buffeted by negative “shocks”—adverse events that occur at unpredictable moments in time (an oil price spike, a stock market collapse, etc.). It seems clear enough that in such an economy, recessions are more likely to occur when a shock of a given size occurs in a low-growth state as opposed to a high-growth state.

Now, as explained above, suppose that an inverted yield curve forecasts a deceleration in growth. Then the deceleration will entail moving from a higher growth state to lower growth state. Suppose this lower growth state is near zero. In this state, growth is now more likely to turn negative in the event of a shock. In this way, an inverted yield curve does not forecast recession; instead, it forecasts the economic conditions that make recession more likely.

How does this idea match up the data? Here is a plot of the 10-1 real yield spread in the United States from 1985-2018 (blue line) along with the year-over-year growth rate of real per capita consumption--nondurables plus services (orange line).
Well, it's not perfect, but as is clear from the figure, the real yield curve flattened and inverted prior to each of the past three recessions. Consistent with the theory, note that consumption growth tends to decelerate as the yield curve flattens. This is true even in non-recessionary episodes. In particular, the consumption growth deceleration of 1985-85, 1988-89, and 2006-07 were each associated or preceded by a flattening or inverted yield curve. Each of the three recessions occurred when consumption was growing at a moderate to low pace.

Were the recessions that occurred following yield curve inversion forecastable? The proximate cause of the 1990 recession was the Iraqi invasion of Kuwait and the associated spike in world oil prices. Is it plausible to believe that bond market participants knew well in advance Saddam Hussein’s plans of invasion? The proximate cause of the two most recent recessions were asset price collapses (some blame Fed tightening, but theoretically gradual tightening should only cause a slowdown in growth, not a sharp collapse). While many people may have had a sense of impending doom, it seems unlikely that anyone knew years in advance the exact date of collapse. According to the interpretation here, the severity of the Great Recession was in part due to the fact that the economy was already growing slowly at the time of the collapse in real estate prices. While consumption growth did slow prior to the collapse of the “dot com” asset price bubble in 2000, it grew at a moderate rate entering that recession. Accordingly, the recession of 2000-2001 is one of the mildest ever recorded.

Does the recent flattening of the yield curve portend recession? Not necessarily. The flattening of the real yield curve may simply reflect the fact that real consumption growth is not expected to accelerate or decelerate from the present growth rate of about 1% per annum. On the other hand, a 1% growth rate is substantially lower than the historical average of 2% in the United States. Because of this, the risk that a negative shock (of comparable magnitude to past shocks) sends the economy into technical recession is increased. While the exact date at which the shock arrives is itself is unpredictable, the likelihood of recession is higher relative to a high real interest rate, high growth economy.

Saturday, July 7, 2018

The Trust Machine: The Story of Bitcoin

I came across a Bitcoin explainer the other day called The Trust Machine: The Story of Bitcoin.  I thought it was very thoughtful presentation and I encourage anyone who's interested in Bitcoin to view it (less than 25 minutes). What I offer below are questions and comments that came to my mind as I listened to the narrative. I'd recommend listening to the entire presentation first and then reading my comments below. The bold numbers represent the corresponding time in the video to which the remark pertains.
1:04 Before Bitcoin, the only way to make electronic payments over the Internet was via your bank. However, over 2 billion people in the world do not have access to a bank account.  
Sure, but why is Bitcoin the best solution for this problem? Nobody was connected to their bank accounts electronically prior to the Internet. The solution was to get people connected. Most people are now connected. Why is the solution not to remove the barriers that prevent the rest from getting connected?
1:35 And even those who do have a bank account aren't exactly free to send money to anyone anywhere online (Fidel Castro graphic). If two governments don't get along, money simply doesn't flow across their borders. Digital cash would connect people economically in a way never before possible.
First, just to be clear, electronic money does not "flow" across borders. Electronic money lives in a ledger. The question is who gets to use the ledger. Not being able to "send money" from the U.S. to Cuba means that Cubans (living in Cuba) are not permitted access to the ledgers created by U.S. banks and Americans are not permitted access to the ledgers created by Cuban banks. There is a communication barrier.

Second, given such a communication barrier, it's hard to see how digital cash would help connect people economically--by which I mean that if money is "flowing" in one direction, goods are flowing in the other. How does digital money help lift a trade embargo? It does not. Digital money could be used, however, to facilitate international remittances.
1.59 Antonopolous remarks that Bitcoin can do for banking and finance what cellphone technology did for communications and empower billions of people around the world. Brito remarks that Bitcoin for the first time makes possible P2P transactions without the aid of intermediary.
I have a lot of respect for both these guys. But I'm still not sure how Bitcoin (or blockchain technology more generally) is supposed to facilitate banking and finance (I elaborate here). As for the contention that Bitcoin does not need a third party to clear transactions, this is, strictly speaking, not true. The third party in Bitcoin consists of the miners--no P2P transaction can be cleared without their help. So, no, Bitcoin is not "just like cash" (which truly does not depend on any 3rd party).
5.16 Within a small trusted group like a family, you really don't need money. Money actually starts as a shared memory.
I'm really happy to see this key insight--known to anthropologists and economists for a long time--is starting to catch on. See: Why the blockchain should be familiar to you.
5.40 But this kind of written money works only if we trust the people we are making promises with. 
Well, this is not exactly correct. In fact, memory (e.g., credit histories) are a part of the solution to the lack of trust problem. Reputations rely on memory. And we expect cooperative play from noncooperative agents concerned about protecting their reputations. The need for conventional money arises because memory (the shared communal ledger) does not scale given the limitations of a network of human brains communicating verbally. Money permits anonymous agents to transact and can therefore scale beyond local confines.  An anonymous person is someone for which we have no personal history. But we're still willing to grant them a favor if they show us the money. Money is a substitute for the missing record-keeping technology. (For more detailed and technical explanation, see here.)
11.50 This leads us back to the problem we face online. The Internet connects people globally, yet people are largely restricted to using local currencies. Who is going to make the digital "tickets" for the Internet? And who will we trust to be in charge of them? 
This is clearly leading up to the suggestion that Bitcoin is a natural global currency. The idea of a single global currency has a lot of appeal. The closest thing to this we have today is the U.S. dollar. But because not everyone has USD accounts, there are the usual inconveniences and inefficiencies associated with uncertain nominal exchange rates. How big of a deal is this? I do not know, but I suspect that among all the factors that contribute to the advancement of material living standards, having a common currency is not at the top of the list. We might get some handle on this issue by asking how much better off are the people of the EMU since the adoption of the Euro? (See: How Much Does the EMU Benefit Trade?)
12.22 The key to Bitcoin is the way Satoshi flips the traditional model of trust on its head. Instead of letting a bank control the ledger, you share it with everyone. 
This is subtly (and importantly) misleading. Control of a ledger does not map simply into whether it is shared or not. For any ledger, read and write privileges need to be separately specified. It is true that in today's banking system, banks possess both read and write privileges and that they limit the read privilege severely (you can only look at the account balances in your account and no one else's). Note that there is no technological reason for why conventional bank ledgers cannot be made open for public viewing. Doing so would effectively make the ledger "shared" and "distributed" (if it could be freely copied). That this does not happen reflects the preferences of bank customers. We don't want the world having full viewing privileges over our personal bank accounts. But there is nothing right now with current technology that prevents people from publishing their diary online (rendering is shared and distributed).
12.45 This shared file model is more secure than any bank ledger could ever hope to be.
If every student in a classroom can see what the school teacher scribbles on the blackboard, then it'll be very hard for the teacher to later claim she did not write it. Say something stupid in public and you'll never erase the public record. This is the power of a shared ledger. But banks already have the power to share their ledgers. Their bank customers do not want them to. Perhaps bank customers wouldn't mind so much if their accounts were anonymous (like the old Swiss bank accounts). I'm sure that Paypal would love to offer Swiss-style bank accounts. If it was legal. Which it is not. But if this is what people truly want, then why not have them lobby their respective governments to reinstate the anonymous bank account? Bitcoin is a "solution" in this regard only insofar it circumvents the law (which it's very good at doing, since it's a decentralized autonomous organization).
12.50 Bitcoin is a piece of shared software that everyone runs together instead of having one trusted computer do it (Graphic shows bank with one copy of ledger and Bitcoin with multiple copies). 
First, there is nothing that prevents a bank from keeping multiple backup copies of its ledger (Fedwire has multiple back up computers, for example).  Second, I'm not sure what it means for "everyone to run a shared software together." I presume it means that the agents or agencies that have volunteered to operate as miners collectively agree to follow the protocols laid out in a particular version of the software. Sure, and banks within the banking system collectively agree to abide by banking regulations. The software evolves over time in accordance with the wishes of the broader community--miners can "vote" on which version of the software to use--code patches that benefit the community are adopted. Banking regulations also evolve over time in accordance with the wishes of the broader community via choices made by elected representatives.
13.57 There is no center to the network, no central authority, no concentration of power. It's exactly how ant and bee colonies function.
To say that there's absolutely no concentration of power is overstating things. The core developers likely have more say than others. Those agencies that have invested heavily in mining equipment have more say than others. Concentration of mining power is a concern. (Miners themselves have avoided overly concentrating power for fear of destroying the franchise value. This is, ironically, the same force we expect to discipline conventional banks.) And as for ant and bee colonies, they have hierarchical structures, including a queen. From outer space, humanity looks like an ant colony. So yes, Bitcoin functions just like an ant colony--governed by protocols--as does everything else.
14.44 Description of blockchain. 
This is done very nicely. There is something beautiful about the blockchain, to be sure. And while I have some quibbles with what is said in this section, let me step back and comment on the broader picture.

The key innovation of blockchain is in terms of how the write privilege is governed (in particular, the read privilege is not the innovative part; see my discussion above). The conventional solution to the scaling problem is to delegate the write privilege to a reputable agency (which itself is governed by the laws of society). Judging by the way world commerce has expanded over the centuries, the conventional model has been a huge success.

Of course, the conventional model is not perfect. It has been and continues to be a work in progress. Why not concentrate our efforts on continuing to improve this conventional and successful model? As far as I can tell, this is what corporate "blockchain" solutions are offering (as part of the broader effort to improve information management systems more generally). They are not offering (again, as far as I can tell) bona fide "blockchain" solutions--they are offering "blockchain inspired" innovations in data management (for example, increased transparency and more extensive sharing of the ledger).

The spirit of Bitcoin is based on the more ancient model of collective recording-keeping via a communal consensus protocol. That this is now possible on a global scale is the work of genius (much the same way double-entry book-keeping was a stroke of genius).

But extending the write privilege communally comes at a cost. This is because individuals will always find it in their interest to rewrite history in a manner that benefits themselves at the expense of the broader community. How to guard against this? People somehow have to earn the right to write history, so to speak. The Bitcoin consensus protocol uses a Sybil control mechanism called Proof-of-Work (PoW) that dictates who earns the right to "vote" (i.e., who gets to add a given paragraph of script to an ever-growing novel).

Essentially, the write-privilege in consensus protocols have to be gamed. The question is whether the game in question generates good outcomes (where "good" is to be judged by network members). Bitcoin has shown us that consensus-based record-keeping on a large scale is feasible. But it is also terribly inefficient along many dimensions (note: I say this as a matter of fact, not as a matter of passing judgment since conventional banking systems are also terribly inefficient along many dimensions). There is the hope, however, that advances in the design of consensus algorithms will render consensus-based record-keeping more efficient. But the same hope exists for database management systems more generally.

And so, in true Darwinian fashion, we are witnessing a struggle between competing species. Will there be a clear winner in the end? Or, as is more likely in my view, will there be a peaceful (but still competitive and ever-evolving) coexistence?

Related Reading: Blockchain: What it is, What it does, and Why you probably don't need one.
My other musings on the subject available here in case you're interested.

Thursday, March 29, 2018

Inflation and Unemployment (Part 2)

In my previous post (Inflation and Unemployment), I reviewed what I thought was a fair characterization of the way the Federal Reserve Board staff organize their thinking about inflation and unemployment, as well as how this view of the world was at least partly responsible for the "hawkish" overtone of current Fed policy. I also suggested that the inflation and unemployment dynamic might be better understood through the lens of an alternative theory that emphasized the supply and demand for money (broadly defined to include U.S. treasury debt).

I want to thank Paul Krugman for taking the time to critique my post and draw attention to an important issue that concerns U.S. monetary policy makers today (see: Immaculate Inflation Strikes Again). I was only a little disappointed to learn that I agreed with almost all of what he wrote in his column. But if this is the case, then what are we debating? And more importantly, how does it matter, if at all, for monetary policy?

The amount of disagreement in macroeconomics is often exaggerated and I think this has definitely been the case here. While we may disagree on some things, we seem to agree on the most important part, namely, on the present conduct of U.S. monetary policy.

Krugman begins his piece by stating three questions. Let me state the questions, followed by my own answers and comparisons.

1. Does the Fed know how low the unemployment rate can go? I have quipped before that this is one case in which the Fed can definitely count on a zero-lower-bound being in effect (and this is not just in theory, Switzerland had virtually zero unemployment throughout the 1960s, with low inflation I might add). But what this question is really asking is how low can the "natural" rate of unemployment go? I agree with Krugman: we don't know. But I'll further add: we don't even know if a "natural" rate of unemployment exists in the first place. It's just a theory, after all (which is not to say it shouldn't be taken seriously, only that we need to keep that important caveat in mind).

2. Should the Fed begin tightening now, even though inflation is still low? This is legitimately debatable--and the FOMC is presently debating it. My own view, on balance, seems presently more aligned with the "doves" on the committee. And so I also agree with Krugman on this score, namely, that the Fed could be tightening too aggressively. Krugman suggests that there are several reasons supporting his view and he mentions a few of them. They are all legitimate reasons, in my view. But I could add more reasons, based on my own preferred theory of inflation. The demand for money (broadly defined to include U.S. treasuries) appears to remain elevated. This disinflationary force has been in place for a long time and could, as I explain here, account for the lowflation phenomenon (see also here). If you follow that link, you'll note that I quote Krugman approvingly in regard to his view about monetary policy in a liquidity trap. Perhaps I am wrong, but I read Krugman here as not recommending that the Japanese lower their unemployment rate to raise inflation. Instead, he appeals to the model I alluded to in my post: a monetary-fiscal theory of inflation. If the Japanese want inflation, just cut taxes and finance social security spending by printing JGBs (as I recommended here). I'm not sure what this has to do with "immaculate" inflation. (I did learn from Nick Rowe that "maculate" is indeed a word.)

3. Is there any relationship between inflation and unemployment? I think it would be odd for any macroeconomist schooled in general equilibrium to suggest that the answer to this question is unequivocally no. The answer is yes. The real question is what type of relationship? In labor market search theories of unemployment, where firms and workers bargain over a joint surplus, a low unemployment rate can result in a higher real wage because workers have greater bargaining power. If a decrease in the unemployment rate leads to a rise in the real wage, it could, ceteris paribus, have an effect on the price-level (and, if prices are temporarily sticky, the adjustment could come along other margins). But an increase in the price-level is not the same thing as an increase in the inflation rate (though short-run price-adjustment costs can transform a price-level effect as a short-term rise in measured inflation). For workers to afford buying goods in the presence of ever-rising prices, their bank accounts are going to have to grow accordingly. Ultimately, this can only happen in aggregate if the aggregate quantity of money is growing, either through the banking sector or through the increase in the supply of outside money (including treasury debt). This is the sense in which I think inflation has to be a monetary phenomenon and that, moreover, the actual rate of inflation is ultimately not governed by whether unemployment is living above or below its "natural" rate, whatever that is.

So perhaps there's some room for debate on point 3. But we should be careful not portray the question as an "either/or" issue. We could just be two blind men, feeling different parts of the elephant--the two interpretations are not necessarily inconsistent with each other. We should try to work this out. On the plus side, it seems we are led to the same policy recommendation. This is something worth noting. (I plead guilty on the score of needlessly antagonizing people who "believe in" the Phillips curve. Rather than suggesting we abandon the theory, I could instead have suggested we supplement it with the monetary view.)

Does the debate over question 3 matter? Yes, it could, because different interpretations of how the world works usually--though not always---implies something different about optimal policy. The Phillips curve theory of inflation suffers from a free parameter problem: the natural rate is unobservable and hence, one can always appeal to a shift in the natural rate to explain away discrepancies with the data. However, the monetary theory I prefer also suffers from a free parameter problem: money demand is not directly observable either. I can always appeal to some unobserved shift in money demand to explain away discrepancies with the data. For this reason, it would be useful for economists to identify "robust" policies--policies that can be expected to deliver good results regardless of which theory best describes the world we are living in.

Is the Phillips curve view of inflation contributing to a policy mistake? I wanted to suggest in my post that it is, although this is not necessarily a fault of the theory as much as how it is applied. That is, there may be no policy mistake in the making if the FOMC simply lets its estimate of the natural rate fall freely as evidence of impending inflation fails to materialize. However, this is not what is happening. As Jim Bullard explained to me, he believes that Phillips curve proponents have a (strictly positive) lower bound on their estimate of the natural rate. The unemployment rate is so low now -- how can it possibly go any lower -- this has to lead to inflation in the near future -- it just has to. We'd better start raising now, before we find ourselves behind the curve.

Here is where the "monetarist" view could temper such resolve. Granted, the global outlook is looking relatively rosy, and fiscal policy seems expansionary--these are both inflation risks from a monetarist perspective. On the other hand, there is considerable uncertainty in this outlook, not the least of which is presently being fueled by talk of a global trade war. In uncertain times, consumers and investors are likely to lower their demand for goods and services--increasing their demand for safe assets, like U.S. dollars and U.S. treasuries. We can see these concerns weigh on long-bond yields. Market-based inflation expectations (like the 5yr-5yr forward) seem well-anchored. Current inflation is running below target. All of this suggests that the Fed can afford not to move aggressively at this time (to be fair, the FOMC regularly emphasizes the "data dependent" nature of its policy path). And yes, this is consistent with PC advocates that are willing to let their estimate of the NRU decline in line with the evidence.

This post is already getting too long and so I wouldn't blame you if you stopped reading here: the main points I wanted to make have been made. Still, I have a bit more to say, so in case you are interested...

Krugman presents the following data for Spain. He writes "Consider, for example, the case of Spain. Inflation in Spain is definitely not driven by monetary factors, since Spain hasn’t even had its own money since it joined the euro. Nonetheless, there have been big moves in both Spanish inflation and Spanish unemployment:"


Krugman asserts because Spain doesn't have its own monetary policy, that monetary factors were not responsible for swings in Spanish inflation and unemployment. But my interpretation of the great crash and subsequent rise in unemployment is that it was caused by a large positive money demand shock (where again, I stress, by money I include safe government debt). This positive money demand shock (flight to safety) is just the opposite side of what Krugman and others would label a negative aggregate demand shock. So once again, I think Krugman is digging moats (perhaps unintentionally) where he could be building bridges.

The other thing I should like to point out about the Spanish data is whether it suggests that low unemployment forecasts future inflation (which is really what my post was about). A naive reading of the data above suggests that low unemployment actually seems to forecast low inflation. Again, this suggests caution in using the unemployment rate to forecast inflation.

Finally, on Krugman's broader point: "economics is about what people do, and stories about macrobehavior should always include an explanation of the micromotives that make people change what they do. This isn’t the same thing as saying that we must have “microfoundations” in the sense that everyone is maximizing; often people don’t, and a lot of sensible economics involves just accepting some limits to maximization. But incentives and motives are still key."

I wholeheartedly agree.



Monday, March 26, 2018

Inflation and unemployment

The FOMC decided on March 21 to increase the target band for the federal funds rate by 25 basis points, to a range of 1.50-1.75%. This despite inflation running persistently below the Fed's 2% target, only moderate wage growth, and inflation expectations firmly anchored.
What is the FOMC thinking here? To be more precise, what is the dominant view within the FOMC that is driving the present tightening cycle? Remember, the FOMC is made up of 12 regional bank presidents plus 7 board of governors (at full strength) possessing a variety of views which are somehow aggregated into a policy rate decision. I think it's fair to say that the dominant view, especially among Board members, is heavily influenced by the Board's staff economists. So, maybe what I'm really asking is: what is the Board staff thinking?

Perhaps they're thinking along the following lines. Thanks in part to a recent change in U.S. fiscal policy and in part to a relatively robust world economy, the U.S. economy seems poised for a growth spurt of unknown duration. As the economy expands, so too does the demand for investment and credit which, in turn, puts upward pressure on market interest rates. If the Fed does not follow this pressure upward (by raising its policy rate) then it risks inefficiently "subsidizing" investment spending and credit creation (leading to excess credit and spending). There might even be some justification for raising the policy rate more aggressively than what the market would dictate on its own, if it is judged that the imminent growth spurt was due to an "irrational" exuberance or if it is otherwise judged to be unsustainable (and subject to a sharp correction).

The view above may constitute an element of the way a few hawks on the committee are thinking when they cite financial stability concerns. But economists at the Board are probably not thinking exactly in this way because it offers no direct link to the Fed's dual mandate of promoting price stability and full employment. Price stability is interpreted by the FOMC as a long-run PCE inflation rate of 2% per annum. And while there's no official measure of "full employment," for all practical purposes it is defined as a situation in which the unemployment rate is at its "natural" rate.

What is the "natural" rate of unemployment? The Board defines the term here. According to this statement, it corresponds to the lowest sustainable level of unemployment in the U.S. economy. How do we know what this lowest sustainable level is? The statement implicitly answers this question by mapping "lowest sustainable level" into some notion of a "long-run normal level" of the unemployment rate. In short, take a look at the average unemployment rate over long stretches of time and assume that it roughly corresponds to what is sustainable. In his recent press conference, Fed Chair Jay Powell explicitly mentioned that any such estimate will a have large confidence interval--that is, we don't know what the natural rate is and we suspect it may change over time. (He might have mentioned that we're not even sure this theoretical object exists in reality but, of course, we could say this of any theoretical construct in economics, including supply and demand curves.)

In any case, here is a plot of the U.S. civilian unemployment rate since 1948, along with the Congressional Budget Office's estimate of the "natural" rate of unemployment:
The unemployment rate does appear to be a relatively stationary time-series. What's interesting about the U.S. data is that the unemployment rate only appears to rise in periods of economic recession (when GDP growth is negative). Moreover, there's evidence of a cyclical asymmetry: when it rises, it rises sharply, but when it declines, it does so relatively gradually (these patterns are not so evident in other countries).

The Board's concern, at present, is the fact that the unemployment rate fell to its (estimated) natural rate of 4.7% early in 2017 and has since declined steadily to 4.1% today. Given a relatively robust global economy, and given the recent fiscal stimulus in the U.S., the unemployment rate is projected to decline even further in the foreseeable future. This, evidently, is bad news. Why? Because it's unsustainable (read: likely to end badly). The economy is presently operating above its long-run potential level.

What does any of this have to do with inflation? Inflation is the rate of change of the price level (the "cost of living" measured in dollars). Sometimes people speak of wage inflation--the rate of change of the average nominal wage rate. Way back in the day, William Phillips noted an apparent inverse relationship between the rate of wage inflation and the unemployment rate. Others noticed a similar inverse relationship between the rate of price-level inflation and the unemployment rate. This statistical relationship became known as the Phillips curve.

The standard interpretation of the Phillips curve, a version of which is used by the Board staff today, goes something like this: To the extent that business cycles are caused by movements in aggregate demand (e.g., bouts of optimism or pessimism) then one would expect the general level of prices to rise when aggregate demand is high and to decline when aggregate demand is low. Moreover, one would expect firms to recruit workers more intensively when aggregate demand is high than when it is low, so that the unemployment rate should decline in a boom and rise in a recession.  In this way, aggregate demand shocks cause unemployment and the price-level to move in opposite directions. One would expect the inflation-unemployment relationship to reverse if a recession was instead triggered by a supply disruption (e.g., an oil price shock).

Importantly, the consensus view is that there's no long-run trade-off between inflation and unemployment (or, if there is, it seems to go in the opposite direction). Here's the relationship between inflation and unemployment in the U.S.
Apart from the oil supply shock episodes, inflation and unemployment do tend to move in opposite directions in recessions. But recessions are short-lived, and the relationship between these two variables during economic expansions is much less clear. For example, inflation and unemployment both fell from December 1982 to January 1987, from June 1992 to March 1995, and from August 2011 to October 2015.

It's hard to tell from this data alone whether low rates of unemployment portend higher inflation because in the background we have the Fed raising interest rates when there are signs of inflationary pressure. On the other hand, it's probably just as reasonable to expect the opposite. That is, in a deep demand-driven recession that drives the unemployment rate up and the inflation rate down, the high rate of unemployment at the trough should forecast higher future inflation (assuming that inflation is expected to return to target).

Is there any evidence that a low unemployment rate during an expansion forecasts higher future inflation? My feeling is that the empirical evidence is weak on this score. If so, then it is odd that so many people seem to believe that "low unemployment causes higher inflation." One can see this idea manifest itself in headlines like this: Fed's Mission Improbable: Lift Unemployment--But Avoid Recession (by Greg Ip of the WSJ). I reproduce a few of the opening paragraphs here for convenience:
Massive tax cuts, robust federal spending and a synchronized global upswing are expected to push annual growth in economic output to 2.7% this year and 2.5% next—past what Fed officials consider its long-run sustainable rate of 1.8%—according to projections Fed officials released after their meeting Wednesday
To sustain such growth, the Fed projects employers will have to dig deep into a diminishing supply of workers. That will cause unemployment, already at a 17-year low of 4.1%, to sink to 3.6% by the fourth quarter of 2019, a level last seen in the 1960s. That’s well below the “natural rate” of 4.5%, which is the rate Fed officials and many economists think the economy can sustain without eventually producing inflation. 
But it faces a problem: In theory, unemployment will eventually have to go back to 4.5%, or inflation will head even higher. Yet since records begin in 1948, unemployment has never risen by 0.9 points, except in a recession.
This almost makes it sound like the Fed is trying to increase the unemployment rate.  Of course, this is not how Fed officials would describe their intent. The goal is to ensure that the economy does not embark on an "unsustainable" (bound-to-end-badly) growth path. To hedge against this event, the Fed will have to raise its policy rate to keep aggregate demand and inflation in check. The collateral damage in this hedging strategy is for the unemployment rate to rise (hopefully in a smooth manner and to more sustainable levels).

I think it's time for economists to stop relying so heavily on the Phillips curve as their theory of inflation.There are two good reasons to do so. First, it's bad PR to (unintentionally) suggest that workers are somehow responsible for inflation. Second, and more importantly, it would help avoid policy mistakes like raising the federal funds rate too aggressively against low unemployment rate data.

To see the potential for policy mistakes, recall how in December of 2012 the FOMC adopted the so-called "Evans rule" (named after Chicago Fed president Charlie Evans):
In particular, the Committee decided to keep the target range for the federal funds rate at 0 to 1/4 percent and currently anticipates that this exceptionally low range for the federal funds rate will be appropriate at least as long as the unemployment rate remains above 6-1/2 percent, inflation between one and two years ahead is projected to be no more than a half percentage point above the Committee’s 2 percent longer-run goal, and longer-term inflation expectations continue to be well anchored.
I pointed out  here at the time that while the Evans rule was meant to signal a more Dovish policy, it was inadvertently signalling a more Hawkish policy. As it so happened, the Fed did not raise its policy rate when the unemployment rate broke below 6.5% in April 2014. But it might have, and markets likely hedged against this possibility, resulting in a tighter than desired monetary policy.

In any case, back to the current tightening cycle and the factors influencing it. A few FOMC members are asking what the apparent rush to raise rates is all about. Jim Bullard, president of the St. Louis Fed has long been a vocal advocate for data-dependent policy. Inflation remains below target and long-term inflation expectations are on the low side as well. According to Bullard, the Fed can afford to be patient (and to move rapidly as conditions dictate).

One counterpoint to this view is the idea that the Fed needs to "get ahead of the curve." Again, the notion is that while inflation remains below target, we are confident that it will soon return to target and we can see inflationary pressures building up in the horizon (as evidenced by the very low rate of unemployment, among other things). I saw Charlie Evans push back against this idea pretty effectively on a recent CNBC interview. According to Evans, the "getting ahead of the curve" idea is largely a byproduct of an era where inflation was almost always above target. In the past six years, however, we've been operating in an environment where inflation has been persistently below target. Getting ahead of the curve is perhaps not as pressing an issue as it once was. A doubling of the inflation rate from 1.5% to 3% is not as disconcerting as a doubling from 4% to 8%.

I think that Minneapolis Fed president Neel Kashkari has a pragmatic approach to the problem (see the reasons he gives here for why he dissented for the 3rd time against raising the policy rate).  Suppose we subscribe to the notion that a below-natural-rate of unemployment portends future inflation. Suppose further we admit that we do not know where the natural rate of unemployment resides (as mentioned above, Fed Chair Jay Powell alluded to the uncertainty surrounding this estimate). Well, then why not just assume that the natural rate is declining as long as we see no evidence of price or wage inflation pressure?

If we abandon the traditional Phillips curve view of inflation, what do we replace it with? I think that the traditional money supply/demand approach provides a firmer foundation for understanding inflation (see here, here and here). In particular, we can expect the price-level to rise as households and firms attempt to dispose of excess nominal wealth balances (as when government debt is issued too rapidly when an economy is near full employment--a situation much like today). Conversely, we can expect the price-level to decline (or inflation to slow down) as the demand for safe nominal wealth rises (as in times of crisis). The framework is perfectly consistent with the Phillips curve, but with the direction of causality mainly reversed. That is, we can "blame" unexpected swings in inflation/deflation (emanating from deeper forces) for influencing the unemployment rate, and not the other way around.