Requiem for QE

This view of QE rests on shaky theoretical foundations. It requires us to accept an understanding of the term structure of interest rates that has been widely discredited in the economic literature and to make several implausible assumptions about the behavior of investors. The theory underlying the program is also difficult to justify empirically; in fact, there is virtually no credible evidence that QE led to persistent reductions in long-term yields via the channels identified by the Fed. The fact that QE was not accompanied by any substantial increase in bank lending further undermines the possibility that it stimulated economic activity.

Quantitative easing did have unintended consequences, however. Income was redistributed away from people on fixed incomes and toward better-off investors, while pension funds were forced to hold securities with greater default risk. Other problems may yet materialize: the distorted markets and excessive risk-taking encouraged by QE could lead to renewed economic instability, and the huge increase in the monetary base that QE entailed could cause inflation if the Fed loses control of excess bank reserves.

Had QE occurred earlier and focused on increasing the overall supply of credit, the financial crisis of 2007-08 and the subsequent recession might have been less severe. Any rise in inflation expectations could have been avoided by the Fed announcing that QE was temporary and would be reversed as soon as financial markets and the economy stabilized. However, the Fed was slow to respond to the developing crisis, and its exclusive focus on the interest rate channel of monetary policy was misguided. Ultimately, QE did little good and likely sowed the seeds for future economic problems.

Introduction

At its October 29, 2014, meeting, the Federal Reserve System’s Federal Open Market Committee (FOMC) officially ended its Large Scale Asset Purchase (LSAP) program, more commonly known as quantitative easing (QE). Before that program unofficially began, on November 25, 2008, the Fed held just $490 billion worth of securities, all of which were Treasury obligations. By the program’s end, its holdings had risen to $4.3 trillion, comprising $2.5 trillion in Treasuries and $1.8 trillion in mortgage-backed securities (MBS). The program also more than doubled the average maturity of the Fed’s portfolio, raising it from about 5 years to more than 10 years.

The Fed had hoped the program would reduce longer-term yields. It held that spending on capital goods and consumer durables depends on interest rates; lower interest rates supposedly would cause investment and consumer spending to increase. That increase, in turn, would boost output and increase employment. This is how monetary policy is intended to work via the so-called “interest rate channel.”

This theory raises several important questions:

• Did QE actually work as intended?
• Did it have any noteworthy, unintended consequences?
• Can and should the Fed continue to conduct monetary policy with a large balance sheet?
• What challenges must the Fed meet in order to return to a more conventional balance sheet?

In this Policy Analysis, I offer answers to those and related questions.

Before QE: Sterilized Lending

To understand how and why QE began, one must first consider the Fed’s pre-QE responses to the subprime crisis. That crisis is generally considered to have begun on August 9, 2007, when the French bank and financial services company BNP Paribus suspended redemption of three of its investment funds. The Fed’s initial response to BNP’s announcement was anemic; for over a week it took no action at all. Then, on August 17, 2007, the Board of Governors lowered the Fed’s primary lending rate by 50 basis points — half a percent — while increasing its maximum loan term to 30 days, renewable by the borrower.

Another month passed before the FOMC made its own policy move. On September 18, the FOMC reduced its federal funds rate target by 50 basis points, to 4.75 percent. By April 30, 2008, a series of further reductions left the target at just 2 percent, where it remained until Lehman Brothers’ bankruptcy announcement on September 15, 2008.

In the meantime, the Board created several new emergency lending facilities. The first and most important of these, the Term Auction Facility (TAF), was announced on December 12, 2007.¹ The TAF supplied funds to banks through a competitive auction. On the same day, the FOMC authorized temporary swap lines with the European Central Bank and the Swiss National Bank. That is, the Fed agreed to swap dollars for the dollar-equivalent amount of foreign currency.

In all, from the start of the crisis until Lehman Brothers’ failure, the Fed made loans to banks and others totaling more than $300 billion. According to then Fed chairman Ben Bernanke, these loans were intended “to short-circuit a possible downward spiral in financing markets.“² However, the Fed “sterilized” this lending by selling an equal amount of government securities, thereby avoiding any increase in the total size of its balance sheet, and hence, in either total bank reserves or the monetary base.

In other words, rather than boosting the overall availability of credit or overall liquidity, the Fed merely shifted the existing supply of credit from the general market to a select group of firms. As I’ve noted elsewhere,³ by taking this step the Fed abandoned its long-standing policy of concerning itself only with the overall supply of credit, while leaving the allocation of credit to the private market.⁴ Indeed, the Fed conducted open market operations using short-term Treasury debt, rather than long-term Treasury debt or other public and private securities that the Federal Reserve Act allowed it to purchase, out of a desire to interfere with credit allocation as little as possible.

In announcing the TAF, the Board of Governors stated that “by allowing the Federal Reserve to inject term funds through a broader range of counterparties and against a broader range of collateral than open market operations,” it would “promote the efficient dissemination of liquidity when the unsecured interbank markets are under stress.“⁵ But just how sterilized lending could achieve this outcome was unclear even to some Board members.

At the January 29–30, 2008, FOMC meeting, St. Louis Federal Reserve President William Poole, who was aware that the TAF lending was being sterilized, observed that instead of changing “marginal” lending conditions, the TAF merely served to increase participating banks’ earnings.⁶ That is, banks were able to obtain funds through the TAF at a lower interest rate than they would have been able to obtain in the market. Poole’s remark prompted Richmond Federal Reserve President Jeffrey Lacker to ask whether TAF lending was, in fact, completely sterilized, what its distributional effects were, and how the Committee was supposed to determine whether it achieved its proclaimed objectives. In answer, New York Federal Reserve President William C. Dudley acknowledged that TAF lending was indeed completely sterilized. Furthermore, he conceded that he found it “hard to believe” that sterilized TAF lending could have resulted in any substantial increase in liquidity “in the system as a whole” because it was sterilized. Finally, Dudley admitted that it was essentially impossible to evaluate the TAF’s success, although he observed that the program didn’t appear to have “caused any great harm.“⁷ Boston Federal Reserve President Eric C. Rosengren, meanwhile, noted that the institutions that took part in the TAF were “overwhelmingly supportive.“⁸

Poole remained understandably skeptical. He replied:

The discussion ended without any serious resolution of the question concerning how any amount of sterilized lending could possibly “short-circuit a possible downward spiral in financing markets” or otherwise promote the efficient dissemination of liquidity in the interbank market.¹⁰ That banks were using the TAF — and liked it — was deemed sufficient proof of its effectiveness.

Why was the Fed’s emergency lending completely sterilized? Oddly enough, that question never came up at any FOMC meeting. The evident reason, however, is that had the lending not been sterilized, the FOMC would have found it difficult, if not impossible, to continue to conduct monetary policy by targeting the federal funds rate (the interest rate at which depository institutions lend to one another excess reserves held at the Federal Reserve). Had the Fed’s lending not been sterilized, bank reserves would have increased by about $300 billion. Such a large increase in the supply of reserves would have driven the funds rate below the FOMC’s target. That is, in fact, what happened following Lehman Brothers’ bankruptcy, when the Fed, although still wedded to its former rate target, finally let its balance sheet grow.¹¹ Prior to Lehman Brothers’ collapse, however, the FOMC did not entertain the possibility of providing additional liquidity (credit) in an effort to mitigate the liquidity crisis rather than sticking to a particular target for the federal funds rate.

That the Fed’s sterilized lending program had little positive effect is evidenced by the fact that the financial crisis intensified. This raises a now-obvious question: Instead of merely reallocating credit, should the Fed have resorted to QE sooner, and might it have contained the crisis by doing so?¹²

The Fed was aware of the market’s need for additional credit long before Lehman Brothers’ failure. In their much-celebrated Monetary History of the United States, Milton Friedman and Anna Schwartz connected substantial reductions in the nominal quantity of money and credit to correspondingly large declines in economic activity, and declared it the Fed’s duty to act quickly to prevent such reductions by expanding the monetary base.¹³ Immediately following the stock market crash of 1929, for example, the Federal Reserve Bank of New York increased the monetary base by a combination of open market purchases and liberal discount-window lending. Friedman and Schwartz called those actions “timely and appropriate.” However, the Fed soon reversed course, allowing both the monetary base and the money supply to decline significantly between September 1929 and October 1930. Subsequently the Fed expanded the monetary base again, but not nearly enough to compensate for sharp increases in public cash withdrawals and banks’ excess reserve holdings. To avert panic and prevent the broad money stock from collapsing, the Fed needed to increase the monetary base, and hence the total size of its balance sheet, far more aggressively. It failed to do so and the Great Depression ensued.

Ben Bernanke and other FOMC members were well aware of Friedman and Schwartz’s arguments. Bernanke had famously concluded a speech he gave in honor of Friedman’s 90^th birthday by declaring: “I would like to say to Milton and Anna: Regarding the Great Depression. You’re right, we did it. We’re very sorry. But thanks to you, we won’t do it again.“¹⁴

But “it” is, in fact, precisely what the Fed did during the months leading up to Lehman Brothers’ failure. Instead of expanding its balance sheet to combat and prevent an incipient collapse of credit, the Fed resolved to keep it, and the monetary base, unchanged. And although its decision to do so may have been defensible (even on Friedman and Schwartz’s own terms) for the weeks immediately following the BNP Paribus crisis, it was no longer so by the end of 2007, let alone by March 14, 2008, when the Fed judged the overall state of the credit market sufficiently bad to warrant its taking on $29 billion in toxic assets for the sake of rescuing Bear Stearns. Yet more crucial months would pass before Lehman Brothers collapsed and the Fed finally allowed its balance sheet to grow.

Rather than heed Friedman and Schwartz’s advice to expand the Fed’s balance sheet, the FOMC was so wedded to its federal-funds-rate targeting procedure that it engaged in policies that even its members judged to be of doubtful efficacy and that ran contrary to the Fed’s longstanding practice of not engaging in credit allocation. As a consequence, the Fed lost a crucial opportunity to combat a collapse in credit before that collapse took on epic proportions following Lehman Brothers’ failure. Even then, the FOMC remained obstinately committed to its “no expansion” policy for some days following the decision to let Lehman Brothers fail.

Enter Quantitative Easing

Why did the FOMC finally allow the monetary base to grow? The answer is that it did so because after Lehman Brothers’ bankruptcy announcement it found itself lending on a scale that it could no longer sterilize. Quantitative easing thus began not as the culmination of an intense discussion about the relative efficacy of sterilized lending and alternative approaches to managing the crisis, but as an unplanned and unavoidable consequence of the fact that the Fed found itself making loans and purchasing assets in amounts that greatly exceeded the value of its Treasury holdings.

The Fed’s limited ability to sterilize its emergency lending came up at an FOMC meeting held the day after Lehman Brothers’ announcement. Bernanke worried that, if the Fed proved unable to sterilize its loans to the European Central Bank and other central banks, those loans would increase banks’ excess reserves and thereby further lower the federal funds rate. Bernanke suggested that the FOMC might nonetheless maintain its federal funds rate target using a new instrument of control: interest payments on bank reserves. If the foreign central banks drew extensively on their credit lines, he noted, “it would begin to affect some of these balance sheet constraint concerns that we have. I think that is not an entirely separate issue, but it is certainly one that we are looking at in terms of trying to get interest on reserves and those other kinds of measures.“¹⁵ Bernanke’s stand explains the Fed’s otherwise perplexing decision to begin rewarding banks for holding excess reserves on October 6, 2008 — that is, in the middle of a severe credit crunch, and just shy of three years ahead of the originally scheduled date for the introduction of this new monetary control instrument.

One other step was also taken to avoid expanding the supplies of money and credit. At the October 28–29, 2008, FOMC meeting, Dudley revealed that, in its determination to keep the supply of reserves from increasing, the Fed had taken the extraordinary step of offsetting additions to the supply of reserves “by having the Treasury issue supplemental financing program [SFP] bills and placing the proceeds on our balance sheet.” Unlike other Fed liabilities, Treasury deposits at the Fed are not part of the monetary base. Hence, SFP bills allowed the Fed to expand its balance sheet without expanding that base and, hence, without increasing the total supply of credit in the market. Dudley warned, however, that “the capacity to continue to drain reserves via SFP bills was unlikely to be a long-term solution because the Treasury would ultimately be constrained by the debt limit ceiling.“¹⁶ In fact, in spite of the new program, the monetary base increased by about $390 billion between the week ending September 10 and the week ending October 29.¹⁷

Although, strictly speaking, QE effectively began as soon as the Fed allowed its balance sheet to grow, during this initial, unofficial phase, the FOMC continued to treat monetary policy as a matter of setting a target federal funds rate. It did so in spite of the fact that the chosen target was no longer achievable. In the course of the previously mentioned FOMC meeting, Kansas City Federal Reserve President Thomas Hoenig anticipated the eventual transition to official QE policy:

The FOMC’s obsession with its federal-funds-rate operating procedure appeared to be out of touch with reality. For example, at the October 28–29 meeting, Chairman Bernanke recommended a 50-basis-point reduction in the Committee’s target rate, from 1.5 percent to 1.0 percent, suggesting “that it will be at least moderately beneficial both in terms of psychology and in terms of reducing the cost of funding and giving some additional support to funding markets.“¹⁹ He appeared oblivious to the fact that the actual federal funds rate had averaged just 82 basis points during the two preceding weeks, and that it had fallen to just 67 basis points the day before he made his proposal. Yet Hoenig opposed Bernanke’s proposal in favor of keeping the target at 1.5 percent. The reason for his opposition is not clear. Perhaps he was trying to make it more evident to his fellow FOMC participants that interest-rate targeting was dead. In any event, all of the voting members supported Bernanke’s recommendation.

The Fed’s new target rate was nevertheless just as meaningless as the former one had been. Between the October FOMC meeting and that of December 15–16, the funds rate averaged just 33 basis points, and was never above 62 basis points. Moreover, it averaged just 13 basis points during the nine days prior to the December meeting. At that meeting the FOMC decided to set, not a specific rate target, but a 0 to 25 basis points rate-target range.²⁰ Bernanke was, in fact, on the verge of giving up on rate targeting altogether. He began the discussion by noting:

Bernanke was, however, reluctant to abandon funds-rate targeting altogether, noting that, although interest payments on reserves weren’t doing the trick, “we should continue to work to improve our control of the effective funds rate.… We should not give up on that.“²²

The FOMC meeting transcripts for this period reveal a confused, if not bewildered, monetary policymaking body. The Fed was forced to expand the monetary base to provide banks and the financial market generally with much-needed credit (liquidity). However, because it had not thought about alternative approaches to conducting monetary policy during a financial crisis, the Committee continued to operate as if its funds-rate operating procedure was relevant. It embraced QE only when the funds rate went to zero and it could no longer keep up the fiction of targeting the funds rate.

Now the FOMC faced a new challenge: deciding how QE was supposed to work.

Quantitative Easing Theory: Federal Open Market Committee Discussions

A correct assessment of the success of QE depends on a correct understanding of how it was supposed to work. Given the way in which the FOMC stumbled into QE, it is hardly surprising that theoretical explanations of the policy evolved over time, with the justifications for QE taking shape in the course of the FOMC’s deliberations. Because transcripts of FOMC meetings are only available through 2009, Chairman Bernanke’s speeches and Federal Reserve staff papers are also used here to determine how QE was supposed to promote recovery.

The matter of precisely how the FOMC might conduct monetary policy without targeting the federal funds rate was first broached at the same October 2008 FOMC meeting at which Hoenig anticipated an official retreat from rate targeting. The main topics of discussion were how QE would work, whether the Fed should depart from its historical practice of purchasing only Treasuries, and, if it did so, what other assets it should purchase.

Although several views were offered concerning how QE worked, nearly all appealed to the so-called “interest rate channel” perspective on monetary policy. According to Bernanke, quantitative easing was “a way to bring down returns on assets and create stimulus even if the policy rate is down to zero.“²³ Precisely how QE was supposed to bring down long-term yields was a matter of considerable disagreement.

The discussion of QE resumed at the December 15–16, 2008, FOMC meeting. The staff made a presentation of alternative ways the FOMC might conduct monetary policy “whether or not the Committee chooses to cut its target rate to zero.“²⁴ Bernanke discussed two approaches the Fed would rely upon. First, it would make policy more effective through its communications (this was referred to as “forward guidance”). Second, it would stimulate the economy “by use of the balance sheet” — that is, by acquiring assets without reference to the funds target. He suggested that while the latter alternative resembled Japan’s “quantitative easing” during the 1990s, it was not the same thing. The theory behind Japan’s quantitative easing, he said,

“What we’re doing,” Bernanke insisted, “is fundamentally different from the Japanese approach.“²⁶ Unlike the Bank of Japan in the 1990s, the Fed would focus on the asset side of its balance sheet. The intent was not simply to enhance bank liquidity and to thereby encourage growth of the money stock. Such liquidity was, according to Bernanke, merely a byproduct of the Fed’s turn to unsterilized lending. The Fed’s goal was to reduce yields on particular long-term assets. The Fed’s unsterilized lending, like the sterilized lending that preceded it, was aimed not at enhancing the aggregate supply of credit available to the market, but at allocating credit to specific segments of the market that the Fed deemed most “credit constrained.” Unlike sterilized lending, U.S.-style QE would increase the supply of reserves at banks, but this would not increase the overall supply of credit, or the supply of money, so long as banks held new reserves as excess reserves. The Fed would employ its new tool of interest on reserves to assure this outcome.

Janet Yellen, who was then the president of the San Francisco Federal Reserve and now is the Reserve Board chair, echoed Bernanke’s opinion that Japanese-style QE had no effect on banks’ behavior or asset prices. She noted that, while the quantity of money affects the price level in the long run, “most evidence suggests that variations in the base have only insignificant economic effects in the short or medium term under liquidity trap conditions” — that is, when nominal interest rates are already at the zero lower bound and cannot be pushed lower by further injections of cash into the banking system.²⁷

Yellen also raised the topic of the Fed’s acquiring assets other than short-term Treasury securities. Specifically, she suggested that the Fed should purchase large quantities of MBS “to boost activity in the mortgage and housing markets.” She further supported a policy of lending and asset purchases where “each credit facility program and asset purchase decision is judged on its own merits, according to whether it improves the availability of credit or lowers its cost, thus stimulating the economy.“²⁸

Then Fed Board vice chairman Donald Kohn also supported a policy of aggressive credit allocation. He suggested that the FOMC needed “to rely on other methods to change relative asset prices — longer-term rates relative to short-term rates, private rates relative to government rates, nominal rates relative to expected inflation — and that is where the communications and the size and the composition of the asset portfolio come in.” Despite this endorsement of credit allocation, Kohn was uncomfortable with it: “I wish we didn’t have to be there. But I don’t see any evidence that the private sector is going to start lending anytime soon on its own.“²⁹

Other Committee members, however, opposed the Fed’s involvement in selective bond buying. Lacker argued that the FOMC “should strive to maintain as much distance as possible from credit allocation.” Moreover he suggested that, to the extent that it was doing something other than targeting the funds rate or some monetary aggregate, it “really isn’t doing monetary policy.“³⁰ Observing that the Fed’s emergency lending had, up to that point, been through lending programs initiated by the Board of Governors rather than the FOMC, Plosser feared that unless there was greater clarity about the new operating regime it might “look as though we have lost control of monetary policy or that the FOMC, which sets the target funds rate, and the Board of Governors, which largely is controlling the liquidity provisioning, are at odds.“³¹ (Recall that both the TAF itself and the decision to sterilize its lending came from the Federal Reserve Board, not the FOMC.) Plosser preferred that the Fed purchase Treasury securities, including long-term Treasuries, rather than purchase riskier assets as authorized by Section 13(3) of the Federal Reserve Act.³² Aiding specific markets was, in Plosser’s opinion, the Treasury’s responsibility.³³

Hoenig, Chicago Federal Reserve President Charles Evans, and Minneapolis Federal Reserve President Gary Stern also questioned the efficiency of directed bond buying. Stern specifically expressed the fear that, if credit allocation went too far, it would “interfere with what would otherwise be normal and healthy market adjustments.“³⁴

Despite such opposition, the strategy of targeting specific assets prevailed. The consensus view was that expanding the monetary base per se would not be effective. Most members appeared to accept the view that the marked expansion of reserves associated with QE would not be accompanied by a similarly marked increase in bank lending or the money supply. Consequently, QE could not work via the “old Milton Friedman idea” of the portfolio balance mechanism — that is, by increasing the public’s holding of money relative to other assets.³⁵ Rather, U.S.-style QE would stimulate the economy by reducing yields on particular assets. Exactly how this would work to stimulate the economy was not spelled out beyond Yellen’s suggestion that targeted bond buying “improves the availability of credit or lowers its cost, thus stimulating the economy.“³⁶ That is, it would somehow reduce long-term yields and, thus, stimulate aggregate demand. Although Bernanke insisted that, in agreeing on this program, the Committee was “not going to be setting in stone an approach that will be used indefinitely,“³⁷ the FOMC would, in fact, limit its quantitative easing for the duration of the program to a small set of assets — long-term Treasuries, agency debt, and agency MBS (that is, MBS issued by government-sponsored entities such as Fannie Mae and Freddie Mac).

At the March 2009 FOMC meeting, the discussion moved on to the question of the required magnitude of what were now referred to as “large scale asset purchases” and, therefore, to questions about the response of asset yields and real output to such purchases. Two extreme proposals were under consideration.³⁸ Option A would have the Fed purchase $500 billion in MBS and $300 billion of longer-term Treasuries, while option B would have it purchase $750 billion in MBS. According to estimates made by the board staff, a $500 billion purchase of long-term Treasuries would reduce the 10-year Treasury yield by 20 to 100 basis points, but a $500 billion purchase of agency MBS would have a larger effect on real GDP.³⁹ According to staff member David Reifschneider, the evidence suggested

But some Committee members found the staff estimates unpersuasive. Plosser asked why a purchase of MBS amounting to a little less than 10 percent of the market value of such securities would increase output by considerably more than a purchase of Treasuries constituting about 25 percent of the market. He wondered how the Fed could anticipate such large spillover effects from its MBS purchases while simultaneously justifying such purchases on the grounds that the MBS market was “dysfunctional.” He also asked how it could be that the Fed’s purchase of Treasuries was expected to cause the spread between corporate bond yields and Treasuries to rise, while its purchase of MBS was expected to causes the spread between them and corporate bonds to decrease.

Staff members’ answers to those questions were not reassuring. According to Joseph Gagnon, Treasury debt had increased a lot since the estimates had been made in December, so that “the range we get, which is quite large — 20 to 100 basis points — would need to be shifted down some.… We just don’t know within a big range where the answer is.” With regard to the anomalous behavior of the corporate/​Treasury spread, Gagnon said: “The thought was that the Treasury purchases would be taking a safe haven out of the market and then that would lower Treasury yields more than other assets, so it would widen spreads. For MBS purchases, it seemed to us that just generally you’re helping remove private sector assets, so it should help all private sector assets relative to Treasuries.” When Plosser expressed continued puzzlement, saying, “It’s just a funny distortion, it seems to me,“⁴¹ Reifschneider responded tellingly:

Throughout the rest of the discussion it was evident that board staffers disagreed among themselves about the magnitude of both the direct and spillover effects on bond yields and, hence, on its potential effects on output. According to staffer Trish Moser, the effects on long-term rates were likely to occur when the purchase was announced rather than when the securities were purchased:

To sum up: The Federal Reserve Board staff maintained that, by purchasing a large quantity of security X, the Fed would reduce the yield on X by an uncertain amount roughly determined by the size of the purchase relative to the total size of the market for X. The decline in X’s yield would then spill over to the broader securities market. Why? The answer given was that the yields on X and yields on other securities had been correlated historically. The staff admitted that the extent of these spillover effects was itself difficult to determine. However, estimates of the announcement effects of LSAP already undertaken suggested that the effects might be large and that most of the effects would occur on the announcement rather than from the purchases per se. In other words: we don’t know if QE will work, but it might, and we don’t know what else to do anyway.

Quantitative Easing Theory: Initial Quantitative Easing Purchases

Informed only by these vague and highly uncertain conclusions, the FOMC voted for a “combined alternative” involving the purchase of $750 billion of MBS and $300 billion of Treasuries. The total purchase was thus larger than originally contemplated. This appears to have been motivated by the belief that most of the yield effects would occur on the plan’s announcement — the larger the announced purchase, the larger the “announcement effect” — and by the committee’s generally very pessimistic economic outlook. Yellen shared this pessimism:

Yellen and the Committee were unduly pessimistic; the recession officially ended just three months later, in June.

The Friedman portfolio-balance effect, which suggests that QE works by increasing the real money stock (a possibility that had been set aside at earlier FOMC meetings), came up again at the August 2009 meeting. Lacker noted that the Bank of America was holding enormous reserves that it was “planning to shift … into cash equivalents, like Treasuries and agencies, that are higher yielding and have a lower cost to carry.“⁴⁵ He asked how far long-term yields would have to fall to get banks to not do this, and instead continue to hold excess reserves. Bernanke responded: “This is how quantitative easing works. You induce banks to substitute away from reserves, but they have to hold reserves in the end.“⁴⁶

Bernanke’s answer was not entirely correct, however. It is true that neither individual banks nor the banking system as a whole can reduce the total quantity of bank reserves. But individual banks and the banking system can reduce the outstanding quantity of excess reserves by purchasing Treasuries or by making additional loans, and thereby causing the supply of deposits to grow. If all banks undertook the actions that Lacker expected the Bank of America to take, there would have been a massive increase in the money supply.

Board staffer Brian Sack later remarked that Lacker’s Bank of America example was “basically describing the portfolio balance effect.“⁴⁷ However, as we’ve seen, the FOMC dismissed Friedman’s version of the portfolio-balance effect: the idea that QE could work by increasing the money supply. Indeed, the Fed took steps to encourage banks to hold excess reserves to prevent the money supply from increasing. The only sort of portfolio balance effect that Bernanke was prepared to entertain was the sort he had described briefly at the December 2008 FOMC meeting and that he and others later described in more detail.⁴⁸ This version of the portfolio-balance effect required banks to hold large quantities of excess reserves rather than increasing the supply of money, the goal being to prevent the money supply from expanding rapidly because that would result in higher-than-desired inflation.

The effectiveness of LSAP was a topic of debate within the FOMC throughout 2009, with some members revising their own views over time. For example, at the April 2009 meeting Yellen claimed that that there was “compelling evidence that purchases of longer-term Treasury securities worked to bring down borrowing rates and improved financial conditions more broadly,” and that, having “tested the waters,” it was time for the Fed “to wade in by substantially increasing our purchases of Treasury securities.“⁴⁹ By the June meeting she had changed her mind:

Yellen did not explain why she changed her mind. What is clear, however, is that despite declining 51 basis points on March 18, 2009, compared with the previous day, the 10-year Treasury yield was 121 basis points higher on June 24 than it had been on March 18. Private yields were also generally higher. Quantitative easing did not seem to be having the desired effect.

Quantitative Easing Theory: Subsequent Elaboration

As we’ve seen, throughout its 2008-09 deliberations the FOMC developed only a very sketchy theoretical rationale for the Fed’s large-scale asset purchases. That rationale was, however, more fully developed in an influential 2011 paper by Joseph Gagnon, Mathew Raskin, Julie Remache, and Brian Sack.⁵¹ Gagnon is a former Federal Reserve Board economist now at the Peterson Institute; the others are economists at the New York Federal Reserve.

Gagnon and his coauthors assume that long-term yields are determined according to the so-called “Expectations Hypothesis” of the term structure of interest rates. According to this hypothesis, the yield on a long-term asset reflects the short-term interest rates that are expected to prevail over the course of the asset’s holding period plus a constant risk premium. For Treasury securities, the authors observe that the “most important component of the risk premium” is the term premium — that is, the premium arising from the fact that an unexpected change in current interest rates alters the price of longer-term securities more than that of short-term securities. The risk of a capital loss, or market risk, is therefore greater for long-term securities.⁵²

The authors claim that large-scale purchases of longer-term Treasury securities can reduce Treasury yields by reducing the term premium.⁵³ Specifically, they observe that when the Fed purchases longer-term Treasuries it shortens the duration of the remaining government debt held by the public. Duration, like maturity, is a measure of the sensitivity of an asset’s price to an interest-rate change — the longer the duration, the greater the change in price, and hence the greater the market risk. Although duration and maturity are identical only in the case of zero coupon bonds — that is, bonds that have no periodic interest (or coupon) payments — they are positively related. Fed purchases of long-term Treasuries should therefore reduce the risk premium on outstanding Treasury securities. Specifically, removing a considerable amount of high-duration assets from the market reduces the average duration of remaining assests in the market and thereby reduces the risk premium.

The authors claim, further, that the portfolio effects of targeted QE should

Importantly, the authors reject Bernanke’s suggestion that QE might work by signaling the Fed’s intention to “pursue a persistently more accommodative policy stance than previously thought.“⁵⁵ They claim that such signaling is best accomplished, as it has been in the past, through FOMC statements indicating the likely future path of the Fed’s funds rate target.

The authors appear to have influenced Bernanke’s own understanding of QE theory, as reflected in his later statements on the topic, including that contained in his speech at the Kansas City Federal Reserve’s 2012 symposium at Jackson Hole, Wyoming. Bernanke explained the “portfolio balance” channel as follows:

Bernanke, however, also allows here for the possibility that LSAP might improve the broader economy by signaling an enduring change in the Fed’s policy stance:

Quantitative Easing Theory: A Critical Appraisal

Could QE reduce yields enough to produce a large increase in spending? This section critically assesses the theories offered in defense of the claim that this was likely.⁵⁸

The Portfolio-Balance Channel

The presence of a portfolio-balance channel of the sort described by Bernanke, as well as Gagnon and his coauthors, depends crucially on an assumption that many, if not most, economists — possibly including most of those taking part in the FOMC’s post-2008 deliberations — might have scoffed at prior to the crisis. This is the assumption that bond markets are sufficiently “segmented” to allow purchases of particular assets to alter those asset’s specific yields.⁵⁹

Financial markets are segmented only if investors prefer certain securities over others with very similar, if not identical, financial characteristics. For example, for the MBS market to be segmented, substantial numbers of investors must prefer to hold MBS even when otherwise identical securities (OIS) — that is, securities with the same degree of market and default risk — offer a somewhat higher yield. A preference for holding MBS must then be due to something other than their risk characteristics. If this is the case, however, there will be a spread between the yields on the two securities such that investors become indifferent about which security they hold. Let’s call this spread the “maximum yield difference” (MYD). Different investors may, of course, have different MYDs. For investors with no special preference for MBS, the MYD will be zero.

How does a large Fed purchase of MBS alter the yields on MBS and OIS? The answer depends on conditions just prior to the purchase. Because bond prices are very flexible, it’s reasonable to suppose the spread between OIS and MBS yields is somewhere between its lower bound of zero (where it would be if a majority of investors, considered in total investment terms, were indifferent between holding MBS or OIS), and some positive, but presumably not large, value.⁶⁰ For the sake of simplicity, let’s suppose that investors’ MYDs are uniformly distributed between 0 and 1 percentage point. The equilibrium spread could then be anywhere within that range, depending on the distribution of wealth among the investors. However, for the sake of our thought experiment, let’s assume that it is exactly 50 basis points.

Now imagine that the Fed purchases a large quantity of MBS. The purchases increase the demand for MBS relative to the outstanding supply, raising their price and reducing their yield. The OIS-MBS spread therefore rises above 50 basis points, disrupting the initial equilibrium and causing MBS holders whose MYD is larger than 50 basis points to trade MBS for OIS. These trades will, in turn, cause the price of MBS to fall and their yield to rise and the price of OIS to rise and their yield to fall. Assuming that the pool of market participants does not change, this process will continue until the equilibrium spread returns to 50 basis points.

How much lower will yields be in the new equilibrium? That depends on a number of things, not the least of which is the relative sizes of the markets for MBS and OIS. If the market for OIS is small relative to the MBS market, the decline in yields would be relatively large because the increase in demand for OIS will be large relative to the size of the market, resulting in a relatively large increase in its price and a corresponding large reduction in its yield. If, on the other hand, the market for OIS is large relative to the MBS market, the decline in yields would be relatively small because the increase in demand for OIS would be relatively small. Indeed, if the OIS market is very large relative to the size of the MBS market, the effect on both yields would be tiny.

Of course, this example is very rudimentary. In contrast, real-world financial markets are very complicated. There are a myriad of securities differing along many dimensions, including maturity, degree of default risk, call provisions, amount of collateral, tax burden, and so on. Nevertheless the same principles hold. There always exists an MYD beyond which an investor will switch from one security to another with a higher yield, and this MYD is generally unlikely to be very large for securities with similar, but not identical, characteristics. Consequently, even very large Fed purchases of some particular security or group of securities can only be expected to produce modest changes in equilibrium yields if the amount of the purchase is small relative to the size of the entire market.⁶¹ The effectiveness of such purchases depends, then, not on their absolute size, but on the size of the asset purchase relative to the size of the entire market.

So what happens when we move from our simple thought experiment to the real world and we consider not only the Fed’s purchase of MBS, but Treasuries and agency debt as well? Compared to its pre-crisis asset purchases, the Fed’s purchases were enormous. Nevertheless they were quite modest relative to the overall size of the domestic — let alone the international — financial markets. For this reason several analysts doubted that QE could possibly have any significant effect on long-term yields via the portfolio-balance channel.⁶²

Gagnon and his coauthors’ alternate portfolio-balance theory also depends on implausible assumptions. Specifically, they suggest that the effect on the term premium “may arise because those investors most willing to bear the risk are the ones left holding it. Or, even if investors do not differ greatly in their attitudes toward duration risk, they may require lower compensation for holding duration risk when they have smaller amounts of it in their portfolios” (emphasis added).⁶³ In order for the first part of the authors’ conjecture to be correct, the remaining investors would have to be those having a high tolerance for market risk. While that might be the case, it is not obvious that it would be. On the contrary, it seems more likely that the investors who are most risk-adverse (that is, those who have the least tolerance for risk) would remain in the default-risk-free Treasury and agency-debt markets. They might also remain in the MBS market because of the Fed’s proclivity to support the market and the fact that most newly issued MBS were guaranteed by Freddie Mac, Fannie Mae, and Ginnie Mae and, hence, essentially by the government.

Gagnon and his coauthors’ second claim — that QE can reduce bond yields by reducing assets’ average duration — is simply wrong. An investor’s aversion to market risk is what economists refer to as a “deep parameter” — something that is in an investor’s DNA, if you will. Duration risk is solely a function of the asset’s duration — the higher the duration, the greater the risk. To see why assets’ average duration is irrelevant, assume a market for otherwise identical zero-coupon bonds with maturities of 1 to 30 years in which all of the investors have the same tolerance for market (duration) risk. Now assume the Fed purchases all of the bonds in the market with maturities of 10 to 15 years. These purchases would reduce the remaining assets’ average duration. But would the purchases alter the term premiums on bonds with maturities of 16 to 30 years? Of course not; the duration of the bonds with maturities of 16 to 30 years hasn’t changed. Consequently, neither has their duration risk. Investors’ tolerance for market risk has not changed, either. The term premium — that is, the spread between a 1‑year and a 30-year bond (the 30-year bonds term premium) — would be exactly the same as it was before the purchases. Quantitative easing can only reduce term premiums if participants who are the least averse to market risk stay in the market, while those who are most adverse to market risk leave.⁶⁴ But there is no reason this will necessarily happen. Indeed, as the thought experiment above illustrates, it is at least as likely that investors who are least risk-tolerant will remain. In those circumstances, the term premium could actually go up.

The Signaling Channel

According to the signaling channel, QE is another way for the Fed to supply “forward guidance” — an alternative, that is, to having the FOMC declare that the funds rate will remain near zero for “an extended period,” or until some particular date or event. Intriguingly, the signaling channel is based on assumptions that are inconsistent with those underlying the portfolio channel. The portfolio-balance theory requires the long-term and short-term markets to be segmented — that is, populated by investors with relatively high MYDs. The signaling-channel theory, by contrast, requires long-term yields to be consistent with the Expectations Hypothesis, which presupposes perfect substitutability across the term structure. In other words, the market must be populated by investors whose MYD is zero. Consequently, both theories cannot be right; if one of the channels is effective, the other cannot be.⁶⁵

At least three requirements must hold for the signaling channel to work. First, market participants must interpret QE announcements as a signal that the FOMC intends to leave the federal funds rate target at zero for a longer period of time than the participants had previously anticipated. That is, the FOMC’s quantitative easing policy must alter market participants’ expectation for the time path of the policy rate. Second, the FOMC’s commitment with respect to the time path of the policy rate must be credible — that is, market participants must believe the FOMC will not renege on the commitment.⁶⁶ If either of these conditions is not met, QE cannot reduce long-term yields through the signaling channel.

Finally, the signaling mechanism also requires that the Expectations Hypothesis holds. That is, long-term yields must reflect nothing apart from the expected path of short terms rates and a constant risk premium. Because the Expectations Hypothesis has been massively rejected over a variety of sample periods and monetary policy regimes, and through the use of alternative tests and data, serious doubts have been raised concerning the practical relevance of the signaling channel.⁶⁷ Nor is the empirical failure of the Expectations Hypothesis surprising: it is well known that interest rates are essentially unpredictable beyond horizons of a few months. It is therefore difficult to believe that rational economic agents would continue to price long-term debt based on expectations of the path of short-term interest rates that are virtually certain to be proven wrong.

The Fed’s QE policy was based on the shakiest of theoretical foundations. Bernanke came close to admitting as much in an interview he gave last January at the Brookings Institution, when he said, “The problem with QE is it works in practice, but it doesn’t work in theory.“⁶⁸ But even this admission on Bernanke’s part begs an important question: did QE actually work in practice? It is to that question that I now turn.

Empirical Evidence on the Effects of Quantitative Easing

This section reviews empirical evidence concerning the effectiveness of both the signaling and portfolio-balance channels of QE.

The Portfolio-Balance Channel: Event Study Evidence

Most of the studies that claim to find evidence that QE reduced long-term yields are what are known as “event studies.” Such studies calculate the change in a variety of long-term yields from prior to an announcement to a period after the announcement. The announcement effect is usually measured from the day before the announcement to the day of the announcement. According to this approach, if QE is effective, bond yields should decline substantially when large-scale asset purchases are announced.

Several economists have questioned the reliability of such studies on the grounds that QE announcements occur in FOMC policy statements that also contain other news capable of influencing bond yields.⁶⁹ As Columbia University economist Michael Woodford notes, “Each statement always contains a summary of the FOMC’s view of the outlook for real activity and inflation, and a statement indicating greater perceived downside risk or less worry about inflation on the horizon.“⁷⁰ The evidentiary value of the event-study announcement effects depends on whether non-quantitative-easing FOMC announcements are properly controlled for.

My own detailed analysis of 53 QE announcements commonly used in the event-study literature found that for all but 11 of them, the reported “QE announcement effect” is either statistically insignificant or due to something other than the QE announcement.⁷¹ Of the remaining 11 announcements, only the one that followed the November 25, 2008, meeting, declaring that the Fed would purchase $600 billion in agency debt and MBS, contained no other news. The remaining 10 announcements contained additional news that could have contributed to the observed announcement effects.

As for that November 25, 2008, announcement, it actually occurred before the U.S. bond market opened, which means that the measured effects could have reflected developments both before and after the announcement. Using data on millisecond transactions for on-the-run 10-year Treasury bonds during a 24-hour period before and after the announcement, I found that the 10-year yield declined by only 5 basis points in the 45 minutes after this announcement. It is therefore unlikely the 25-basis-point reduction in the 10-year yield occurring that day was entirely attributable to QE news.

In short, the announcement effects reported in the QE event-study literature do not offer convincing evidence of the effectiveness of QE.

The Portfolio-Balance Channel: Other Evidence

Another strand of the empirical literature on the effectiveness of QE focuses on whether it reduces long-term yields by shortening the maturity (or duration) of the debt held by the public. The methodology used in this literature is somewhat novel: the researchers investigate the relationship between the maturity (or duration) of the public’s holding of debt and (a) long-term bond yields or (b) estimates of the term premiums before the adoption of QE. The researchers then use these estimates to infer the effect of QE on yields or term premiums.⁷²

Gagnon and his coauthors, who introduced this approach in their 2011 paper, investigate the relationship between several measures of the average maturity of the public’s holding of government debt and both the 10-year Treasury yield and an estimate of the term premium on 10-year Treasuries conditional on a variety of economic variables. The data are monthly, covering a sample period from January 1985 through June 2008. From their estimate of that relationship, the authors infer that the announced purchase of $1.75 trillion in debt by the Fed should have reduced the 10-year Treasury term premium by between 32 and 82 basis points.

I carried out my own analysis of the authors’ research and found two important errors.⁷³ First, they make a serious analytical error in calculating their series on the public’s holding of government debt. Specifically, they subtract foreign official holdings of agency and private debt from the public’s holding of government debt; this is the logical equivalent of subtracting apples from oranges. Mathematically it can be done only because these incomparable measures are expressed in dollars. As it happens, the foreign official holdings of agency and private debt became very large toward the end of the authors’ sample period, which means their measure of the public’s holding of Treasury debt turns negative beginning in November 2007. Of course, the public’s holding of debt cannot, in reality, be negative.

Second, the authors fail to account for the fact that their measure of bond term premiums and their measure of public debt both trended down over their sample period. It is well known that two time series will be positively correlated when they trend in the same direction and negatively correlated when they trend in opposite directions, even if there is no fundamental relationship between them.

Employing 3 different measures of bond yields and 10 measures of public debt used in the literature, I found that when the authors’ public debt measure is corrected and the trends are accounted for, there is no statistically significant relationship between either the term premium or the 10-year Treasury yields and any of the 10 public debt measures used. I did find a statistically significant relationship between two of the debt measures and the yield curve slope measure used by James D. Hamilton and Jing Cynthia Wu in their 2012 paper, but the estimated effects were small — much smaller than the announcement effects reported in the event-study literature.⁷⁴ Hence, these estimates suggest that the Fed’s LSAP had, at best, a modest effect on term spread.

Empirical Evidence: Signaling Effects

Bernanke, Yellen, and others have suggested that QE announcements provide forward guidance about the policy rate. This so-called signaling channel has also been investigated using the event-study methodology. However, it is difficult to determine whether QE announcements reduced yields via the signaling channel because it is difficult to know what market participants’ expectations for the time path of the funds rate were prior to QE or FOMC path announcements. It is also hard to know whether market participants believed the various commitments to be credible.

Woodford suggests that “the most logical way to make such commitment achievable and credible is by publicly stating the commitment, in a way that is sufficiently unambiguous to make it embarrassing for policymakers to simply ignore the existence of the commitment when making decisions at a later time” (italics in the original).⁷⁵ He goes on to suggest that “the ‘cleanest’ test of the effects of forward guidance” (that is, of the signaling channel) is the reaction to the FOMC announcements made on August 9, 2011, and January 25, 2012: on the former date, the FOMC announced that the funds rate would remain exceptionally low “at least through mid-2013”;⁷⁶ on the latter, the FOMC extended the period to “at least through late 2014.“⁷⁷ Woodford evaluated the effectiveness of these announcements using the high-frequency response of U.S. dollar overnight index swap rates immediately following them. The one-month U.S. dollar overnight index swap rate is considered to be the market’s expectation for the overnight federal funds rate one month in the future.

The problem, of course, is that Woodford’s analysis suffers from the same problem that he identified as affecting all event studies; namely, that FOMC policy statements contain other news, which makes it difficult, if not impossible, to know whether the immediate response was due to the forward guidance news or other news in the announcement.⁷⁸ What’s more, the high-frequency response only measures the immediate response. In order for the signaling channel to influence long-term yields, however, the effect must be persistent. In other words, the high-frequency response provides no information about the persistence of the supposed announcement effect, which is critical for QE to be effective via the signaling channel.

Michael Bauer and Glenn Rudebusch further investigated the effectiveness of the signaling channel by using several term-structure models to decompose daily changes in the 10-year Treasury yield on specific announcement days into “path” and “term-premium” components.⁷⁹ They found that the change in the path, which they attribute to the signaling effect of QE, is about twice as large as the term-premium component. This finding is interpreted as evidence that QE worked through the signaling channel. But, again, Bauer and Rudebusch’s analysis is plagued by the same problems that affect all event studies. Just as importantly, their results are specific to the models they used to generate them and can only be considered relevant if long-term yields are indeed determined in accordance with the Expectations Hypothesis — that is, as a sum of the expected short-term interest rate over the asset’s holding period plus a constant risk premium.

An alternative way of investigating the signaling channel is to see how forward guidance announcements affected FOMC participants’ expectations for the path of the funds rate. If those announcements had little effect on FOMC participants’ expectations, it is difficult to see how they could have had a large effect on market participants’ expectations.

In 2012, the FOMC began periodically releasing FOMC participants’ “judgment of the appropriate level of the target federal funds rate” for the ends of particular, specified years.⁸⁰ That new policy made it possible to see how QE or other forward guidance announcements changed FOMC participants’ fund rate expectations.

How did the two announcements that Woodford suggests provide the cleanest test of forward guidance affect FOMC participants’ expectations for the path of the funds rate?⁸¹ Figure 1 Figure 1, “FOMC Participants’ Expected Path of the Funds Rate (as of January 2012)” shows FOMC participants’ expectations for the funds rate reported in the January 2012 FOMC minutes for the end of 2012, 2013, and 2014. The participants’ expectations are rounded to the nearest 25 basis points. In spite of the FOMC’s apparent commitment to keep the funds rate between zero and 25 basis points, “at least through late 2014,” 35 percent of the participants expected the funds rate to be above this “exceptionally low level” by the end of 2013, while 65 percent expected it to be above that level by the end of 2014 — in most cases, significantly so.⁸² Apparently these forward-guidance announcements did not yield a consensus among FOMC participants. It is therefore difficult to see how they could have had a large effect on market participants’ expectations for the funds rate.

Source: Minutes of the Federal Open Market Committee meetings.

On September 13, 2012, the FOMC further extended its forward guidance to “at least through mid-2015,” and announced “QE3”: specifically, the FOMC’s intention to increase the Fed’s “holdings of longer-term securities by about $85 billion each month through the end of the year.“⁸³ Figure 2 Figure 2, “Change in FOMC Participants’ Expectations (between June and December 2012)” shows the effect of this announcement on FOMC participants’ expectations for the funds rate between June 2012 and December 2012. These announcements had a large effect on FOMC participants’ expectations of the path of the funds rate. The number of participants who believed that the funds rate would be higher than 25 basis points by the end of 2013 fell from 6 to 2; for 2014 the number fell from 13 to 5. These are substantial changes in the expectations for the funds rate. Nevertheless, 26 percent of the participants still believed that the funds rate would be higher than 25 basis points by the end of 2014. The FOMC switched from time-dependent forward guidance to state-dependent forward guidance at its December 2012 meeting, announcing that the funds rate would remain exceptionally low “as long as the unemployment rate remains above 6.5 percent.“⁸⁴ Nevertheless, two members at the December 2012 meeting believed the funds rate would be 50 basis points or higher by the end of 2014, and all but one of the participants expected the funds rate to be higher than 25 basis points by the end of 2015.

Source: Minutes of the Federal Open Market Committee meetings.

Finally, at its January 2013 meeting, the FOMC announced it would continue to purchase MBS and Treasuries at the pace of $85 billion a month. This extension of QE3 had virtually no effect on FOMC participants’ expectations for the fund rate for 2014 or 2015. The February 2013 FOMC minutes show that the participants’ expectations for the funds rate for 2014 and 2015 are nearly identical to those for December 2012.

The fact that these announcements did not produce a consensus for FOMC participants’ expectations, and that the effect on FOMC participants’ expectations was often weak, suggests that these QE- and forward-guidance announcements may not have had a large effect on market participants’ expectations for the path of the funds rate. By extension, therefore, these announcements are unlikely to have had much effect on long-term yields.

There is yet another simple way to investigate the effectiveness of forward guidance and, hence, the signaling channel of QE. This method comes from noting that if the behavior of long-term yields were largely determined by QE and forward guidance, one would expect to find a number of discrete downward jumps in the time-series of long-term yields corresponding to dates of the most important QE- or forward-guidance announcements. Discrete jumps in long-term yields should occur because, as Gagnon and his coauthors note, “a credible announcement that the Federal Reserve will purchase longer-term assets at a future date should reduce longer-term interest rates immediately. Otherwise, investors could make excess profits by buying the assets today to sell to the Federal Reserve in the future.“⁸⁵ This should happen for credible forward-guidance announcements as well. Hence, there should be a marked downward shift in long-term yields corresponding to important QE- and forward-guidance announcement dates. On the other hand, if these announcements did not change market participants’ expectations for the path of the funds rate, or if market participants did not find these announcement credible or believed the Fed’s actions would have little or no effect on long-term yields, there would be no marked downward shift in long-term yields.⁸⁶

Source: Minutes of the Federal Open Market Committee meetings.

Figure 3 Figure 3, “Ten-year Treasury Yield” shows the daily 10-year Treasury yield from August 1, 2007, through January 27, 2008. The vertical lines denote important QE- and forward-guidance announcements (November 25, 2008; March 18, 2009; November 3, 2010; August 9, 2011; and January 25, September 13, and December 12, 2012). There are only two dates that appear to be associated with a sharp and persistent drop in the 10-year Treasury yield: November 25, 2008, and August 9, 2011. This behavior is misleading for the November 25, 2008, announcement because, as noted above, the millisecond transaction data for on-the-run 10-year Treasury bonds that I examined indicate that there was no immediate reaction to this announcement. This makes it unlikely that the observed decline in the 10-year yield was caused by the announcement. Moreover, 65 basis points of the 190-basis-point drop in the 10-year Treasury yield between October 31 and December 30 occurred before the November 25 announcement.

A detailed look at the August 9, 2011, announcement shows that most of the decline in the 10-year Treasury yield occurred before the announcement. The Treasury yield declined by 61 basis points from July 27 to August 8, fell by an additional 20 basis points to 2.2 percent on August 9, and then fluctuated around that level for the next four weeks before declining further. All in all, Figure 3 provides little, if any, evidence that these important QE- and forward-guidance announcements had much effect on the 10-year Treasury yield.

That said, the effect on Treasury yields, while interesting, is not especially relevant. The yields that are most likely to influence spending decisions are those on private securities. Figure 4 Figure 4, “Aaa and Baa Corporate Bond Yields” shows the same analysis as above applied to Aaa and Baa corporate bonds. The results indicate that there was no immediate, persistent reduction in either yield following any of the seven announcements. Moreover, like the 10-year Treasury yield, the corporate yields had begun declining significantly during the days prior to the announcements.

Source: Minutes of the Federal Open Market Committee meetings.

In short, there is virtually no evidence that the seven important QE announcements generated immediate, substantial, and persistent declines in long-term yields, as should have happened if the purchases served to reduce market participants’ expectations regarding the future course of the federal funds rate. In fact, there is no evidence that QE worked to reduce long-term yields at all — whether via signaling effects or via the portfolio-balance channel. That is to say, there is no credible evidence that QE worked as Bernanke and others thought it would.⁸⁷

The Bearing of QE on Output and Employment

Quantitative easing was supposed to increase spending (aggregate demand) and thereby increase output and employment through the interest rate channel of monetary policy. That is, lower long-term yields were supposed to stimulate spending on capital goods and consumer durables. Many argue — with some justification — that QE might instead have been far more effective if the increase in the monetary base that it entailed had been allowed to lead to a corresponding increase in the money supply. Such a policy closely resembles the one that Friedman and Schwartz say could have averted the Great Depression. By easing credit conditions, it would have boosted general spending.

But as we’ve seen, the Fed took steps to prevent the supply of credit from increasing substantially in response to QE, out of a concern that a significant increase in lending would have inflation consequences, and because they had faith in the alternative interest rate channel. The trouble is that the interest rate channel can only work if QE actually lowered long-term yields and those reduced long-term yields in turn resulted in a significant increase in aggregate demand.

How important, then, are yields as a determinant of overall spending? The popular answer before 1980 was “not very.” The then-dominant Keynesian view was that monetary policy was ineffective because the interest rate channel — the only one Keynesians took seriously — was weak. Indeed, the lack of response of aggregate demand to changes in interest rates was the principal reason why, prior to the early 1980s, Keynesian economists insisted that monetary policy could do little to affect either output or inflation.

Of course, economists changed their tune after the Fed, under the leadership of Paul Volcker, tamed the double-digit inflation of the late 1970s and early 1980s. Volcker’s monetary policy, which explicitly aimed to reduce inflation by reducing the growth of the money supply, was followed by a remarkable and permanent reduction in inflation and by back-to-back recessions (January-July 1980 and July-November 1982). Monetary policy, once viewed as totally ineffective, was suddenly thought to be very effective. In a 2010 paper, I pointed out that this remarkable epiphany occurred despite the fact that none of the reasons for believing monetary policy was ineffective had changed.⁸⁸

The Keynesian belief that monetary policy was ineffective rested on empirical studies that found investment and other spending were unresponsive to changes in interest rates. That evidence was supported by industry surveys showing that the interest rate was relatively unimportant for investment decisions. Consumer spending can also be insensitive to changes in interest rates, in part because some consumer rates, such as the interest rates on credit cards, tend to remain unchanged even when market rates change.⁸⁹ The Keynesians went wrong, not in assuming that the interest rate channel was weak, but in ignoring other channels by which monetary policy might influence aggregate demand.

Ironically, Bernanke had himself noted the ineffectiveness of the interest rate channel of monetary policy in a highly cited paper, “Inside the Black Box.“⁹⁰ He and coauthor Mark Gertler explained that the effectiveness of monetary policy depended on what they called the “credit channel” — that is, on its ability to fuel additional bank lending.⁹¹ Elsewhere, Bernanke had also noted that Japan’s QE policy didn’t seem to have a great deal of effect, primarily because the banks would not lend out the reserves that they were holding.⁹²

Yet in rationalizing and implementing QE, both Bernanke and Yellen relied on the interest-rate-channel approach, and hence on the assumption that overall spending is sensitive to changes in interest rates.

In fact, QE was unlikely to stimulate aggregate demand so long as banks were content to impound the additional credit provided by the Fed’s asset purchases as excess reserves. It may seem incredible that the same policy that failed to work in Japan could have had an important measurable effect in the United States merely because the increase in excess reserves was accomplished by purchasing longer-term Treasuries, agency debt, and MBS rather than shorter-term Treasuries. Financial markets are highly competitive and efficient, after all. They most closely resemble the perfectly competitive markets of economic textbooks. Given their size and efficiency, it is difficult to believe that the distributional effects of the FOMC’s quantitative easing policy could have had a significant effect on either relative yields or the level of the entire interest rate structure. The fact that so many people apparently have come to believe that QE was effective is a testament to the idea that people will believe something if it is repeated often enough — especially if it is repeated by those in authority. Logic and evidence appear to have taken a back seat to the blind faith of the public, and the Fed itself, in the power of central banking.

Quantitative Easing’s Unintended Consequences

Although QE did not have the consequences its proponents intended, it did have unintended consequences. This was bound to be the case: changes in policy alter the perceived state of the economy, and people are bound to respond to such changes in some fashion.

Some unintended consequences are relatively easy to predict. For example, a monetary policy directed at keeping interest rates on low-risk securities near zero for a long period of time — over seven years and counting — is sure to cause people to seek higher yields by purchasing more risky assets. The Fed’s decision to purchase large quantities of longer-term Treasuries, for example, encouraged pension funds to hold riskier securities in order to generate the returns necessary to meet their present and expected future obligations.⁹³ I anticipated this result when the LSAP was announced, and suggested it be referred to as the “force pension funds to hold more risky portfolios” policy.

Another fairly obvious unintended consequence of QE is that it has redistributed income from lower- and moderate-income individuals to higher-income individuals. Individuals on fixed incomes who had been earning about a 4 percent return by holding Treasuries with maturities of six months to four years before the crisis, have been earning 1 percent or less since Lehman Brothers’ bankruptcy. The income from a $500,000 portfolio dropped from $20,000 to $5,000. Poorer pensioners on fixed incomes have good reason to be averse to risk, and are therefore more likely to accept the lower income, rather than attempting to offset some of the effect the FOMC’s zero interest rate policy by investing in more risky securities. Wealthier pensioners, in contrast, have been more likely to take part in the boom in equity prices that the FOMC’s actions have helped fuel.

Such are the more obvious unintended consequences of QE that have materialized thus far. But others are likely. The most obvious of these is a future increase in money growth and inflation. The FOMC’s concern about this possibility is evident from the importance it attaches to its ability to increase the rate of interest it pays on excess reserves (IOR). Should inflation become a threat, the Board could increase this rate to encourage banks to continue holding excess reserves rather than make loans.

There are, however, several potential problems with this strategy. One is that banks are heterogeneous. An IOR rate high enough to keep one bank from lending need not keep another from doing so. A one-rate-fits-all approach could provide a significant subsidy to some banks, while failing to lock up the excess reserves of others. To avoid inflation, the IOR must be high enough to impound nearly all of the banks’ excess reserves, but this would come at the cost of making banks more willing to accumulate reserves than to lend even to their safest customers.

No (Easy) Exit

The term “exit strategy” refers to a process whereby the Fed returns its balance sheet to a size and composition resembling that of the years before September 15, 2008. In announcing its normalization strategy on September 17, 2014, the FOMC noted that it plans to “hold no more securities than necessary to implement monetary policy efficiently and effectively, and that it will hold primarily Treasury securities, thereby minimizing the effect of Federal Reserve holdings on the allocation of credit across sectors of the economy.“⁹⁴ This appears to be the first public admission that the Fed has been engaging in credit allocation in recent years.

The Fed’s plan involves two basic steps. The first is to raise the target for the funds rate, primarily by adjusting the IOR and by “using the overnight repurchase agreement facility and other supplementary tools as needed to help control the federal funds rate.” The second step will see the Fed “reduce the Federal Reserve’s securities holdings in a gradual and predictable manner.“⁹⁵

This analysis has already highlighted some problems associated with using IOR to raise the federal funds rate. Now I will consider the overnight reverse repurchase agreement (or “reverse repo”) facility.

When the Fed engages in overnight reverse repos, it sells assets to commercial banks today while promising to buy those assets back tomorrow at an agreed price. The greater the difference between the sale price and the repurchase price — that is, the higher the interest rate — the more attractive overnight reverse repos are to banks as a use of their excess reserves. Banks would not lend in the federal funds market for 25 basis points if they can receive 50 basis points simply by holding their deposits at the Fed as excess reserves.

In order for reverse repos to reduce the size of the balance sheet, however, they must be rolled over continuously. Doing this will have the same general effect on the market as the Fed selling an equal amount of securities, so why not just sell the securities outright? Perhaps the reason is that traditional repurchase agreements (repos) have, in the past, allowed the Fed to be sure there was a permanent need for new reserves before it purchased securities outright. The Fed could, in principle, use an equivalent approach to normalize monetary policy: first, sell securities using overnight reverse repos; then, when the Fed is sure the sales have not adversely affected the market, sell securities outright.

But this does not appear to be what the FOMC has in mind. In fact, the FOMC seems reluctant to sell securities outright. There are two possible explanations for this reluctance. The first has been suggested by Marvin Goodfriend: “Selling trillions of long-term securities takes time, and might inadvertently signal a premature elevation of future short-term interest rates and induce an unwelcome elevation of long-term rates.“⁹⁶ Neither of Goodfriend’s concerns seems compelling. For one thing, the Bank of Japan was able to reduce the size of its portfolio rather quickly, and the idea that long-term securities cannot be sold relatively quickly is conjectural.⁹⁷ As for the behavior of long-term rates, Goodfriend’s concern is based on the assumption that long-term rates are determined solely by the expected path of the funds rate. If, on the other hand, economic fundamentals play a role in determining long-term yields, his concern is unwarranted.

Another possibility is that the FOMC is reluctant to sell long-term securities because it believes QE has significantly reduced long-term yields. Consequently, the Committee likely fears that sales of long-term securities might cause longer-term yields to rise too fast, thereby reducing aggregate demand and output. If this were really the concern, however, the Fed could simply sell short-term securities first. What’s more, the evidence that QE has significantly reduced long-term yields is scant at best. It would therefore seem reasonable for the Fed to begin the process of monetary policy normalization by selling long-term securities slowly, to allow markets to become accustomed to the idea. If things go well, sales could subsequently be accelerated.

Quantitative Easing’s Legacy

It is difficult to judge now what QE’s legacy will be, but there are a few obvious possibilities. One is a perception that the Fed has compromised its independence by engaging in credit allocation — an activity some view as tantamount to fiscal policy.⁹⁸ As Poole has pointed out, the

The Fed’s targeted lending also begs a question that could have far-reaching implications: If the Fed can support the mortgage and commercial papers markets when they appear to be in crisis, why shouldn’t it support the market for student loans — or any other market for that matter? Such “mission creep” may be another legacy of QE.

Moreover, while the FOMC’s normalization principles indicate that the Fed will eventually stop credit allocation and shrink its balance sheet, there are those who do not believe this is necessary. Bernanke, for example, argues that the Fed has all the tools it needs to conduct monetary policy, “even if the balance sheet stays where it is or gets bigger.” He suggests that a large balance sheet could, in fact, be a useful tool for achieving financial stability, alongside “supervision, regulation, and other microeconomic types of tools.“¹⁰⁰ Were the Fed to follow such an approach, a further legacy of QE could be the ongoing payment of billions of dollars in interest on reserves to large banks. An IOR of 3 percent, for example, would see the Fed paying nearly $80 billion a year in interest to the commercial banking sector — something that is unlikely to prove popular in Congress or among the general public.

Finally, the FOMC’s apparent belief that it can only affect aggregate demand at the zero lower bound by engaging in credit allocation and distorting asset prices could prove to be QE’s most significant legacy. To understand why, consider the argument Kohn made at the March 16, 2004, FOMC meeting, when the target for the federal funds rate was at the then historically low level of 1 percent. Kohn noted that

If the Fed distorted asset prices between June and December 2003, one can only imagine what the FOMC’s zero-interest-rate policy over the period December 2008 to the present has done. And, of course, Kohn is correct: the intention of the policy is to distort asset prices in an attempt to reduce long-term yields. But such actions produce unintended distortions: a strong and persistent rise in equity prices, a marked change in the behavior of commodity prices, a resurgence in house prices and residential construction beyond what is warranted by economic fundamentals, and excessive risk taking, even by those who are least well situated to take it. These are the unintended consequences of QE and the FOMC’s zero-interest-rate policy.

The legacy comes in how the FOMC responds to the next crisis — real or perceived — even if it was itself responsible for creating it. Given the tenacity and persistence the Fed has shown since September 2008, the most likely response is more of the same: the FOMC will continue to distort markets until, by some as-yet-unknown magic, those markets return to normal.

Conclusion

Contrary to what many have supposed, QE was not the culmination of an intense discussion by the FOMC about the appropriate policy response to the financial crisis. Rather, QE occurred when the FOMC was forced to abandon its funds-rate operating procedure because it was no longer able to sterilize its lending after the Lehman Brothers bankruptcy announcement.

It is disconcerting that QE’s theoretical foundations evolved well after the basic structure of the program was finalized — that the so-called “theoretical foundations” were, in fact, ex post rationalizations. What’s worse is that those rationalizations were extraordinarily weak. The claim that QE significantly reduces term premiums rests on numerous implausible assumptions. The empirical evidence that QE significantly and permanently reduced long-term yields is scant at best. And the evidence that QE had an economically significant effect on output and employment is nonexistent. Several event studies do suggest that some QE announcements were associated with large daily changes in long-term yields, but those studies fail to demonstrate that the “announcement effects” were due to the QE news in the announcements, rather than from other news or from concurrent developments. The reported effects are also short-lived and unlikely to have had any bearing on either aggregate demand or output and employment.¹⁰²

The lack of evidence that QE significantly affected long-term yields, output, and employment raises an obvious question: Were QE’s meager benefits worth the costs? It is hard to say for sure at this stage, because the costs of QE are tough to quantify and in some cases have yet to play out. But there are some consequences of QE that, if realized, would make the program very hard to justify. These include a large and persistent crash in equity or commodity markets, a large increase in financial troubles among pension funds and the elderly, and a significant and persistent rise in inflation above the FOMC’s 2 percent objective. In each case, the full effects of QE could take years to materialize.

The QE episode is particularly troubling from the perspective of monetary policymaking. The Fed was so wedded to its federal-funds-rate targeting procedure that it abandoned its long-standing policy of not engaging in credit allocation and did not even consider alternative approaches to dealing with the mounting financial crisis. Had the Fed made a large purchase of government debt in the spring of 2008, so as to expand the monetary base and, thereby, the supply of credit, the severity of the financial crisis and subsequent recession could have been reduced. Any rise in inflation expectations could have been avoided by the FOMC announcing that the expansion of its balance sheet was temporary and would be reversed once financial markets and the economy stabilized.¹⁰³ That this policy would have been effective is evidenced by the fact that the recession ended just nine months after the Fed was forced to abandon its policy of sterilized lending — that is, just nine months after what was arguably the worst financial disaster since the stock market crash of 1929. In contrast, the financial crisis and recession intensified during the nine months leading up to Lehman Brothers’ bankruptcy announcement, during which time the Fed was pursuing the twin policies of reducing the funds rate and engaging in credit allocation.

Another worrisome aspect of this episode in monetary policy is that, following its failure to prevent a collapse of credit, the FOMC lost all confidence in the ability of market economies to heal themselves, and subsequently assumed that only monetary or fiscal policy actions could restore the economy’s health. The FOMC’s failure to recognize that economic recovery takes time led it to engage in extraordinary actions, the effectiveness of which FOMC members themselves doubted. In the process, the Fed compromised its independence, damaged its credibility, became a source of market uncertainty, and likely sowed the seeds for future economic problems.¹⁰⁴

So what should the Fed do now? Given how little evidence there is for the effectiveness of QE and zero-interest-rate policy, the FOMC should immediately undertake several actions. First, it should announce that financial markets and the economy have improved to the point where a large balance sheet is no longer warranted. Second, it should begin the process of policy normalization by allowing the balance sheet to shrink naturally as securities mature, while also making plans to sell MBS and agencies in the future at a rate that will not disrupt those markets. Third, during the period of normalization, the FOMC should allow short-term interest rates — including the federal funds rate — to be determined by the market instead of the Fed. Finally, the FOMC should announce that it is reviewing alternative options for conducting monetary policy once the balance sheet has been normalized, and that it will publicly articulate its approach to monetary policy going forward upon the completion of those deliberations.

A. Appendix

(from note 39)

Table A.1. Estimated Effects of QE on Real GDP (March 17–18, 2009 FOMC Meeting)

Source: Meeting of the Federal Open Market Committee, March 17–18, 2009, Presentation Materials.

Table A.2. Announcement Effects (March 17–18, 2009 FOMC Meeting)

Source: Meeting of the Federal Open Market Committee, March 17–18, 2009, Presentation Materials.

Notes

I wish to thank Bill Poole for helpful suggestions and comments on a previous draft of this paper.

1. On March 11, 2008, the Federal Reserve Board announced the creation of the Term Securities Lending Facility. On March 14, 2008, the Board approved and helped finance the rescue of Bear Stearns. On March 16, 2008, the Board of Governors established the Primary Dealer Credit Facility and reduced the primary credit rate by 25 basis points.

2. Ben S. Bernanke, “Liquidity Provision by the Federal Reserve,” paper presented at the Federal Reserve Bank of Atlanta Financial Markets Conference, Sea Island, Georgia, May 13, 2008.

3. Daniel L. Thornton, “The Fed, Liquidity, and Credit Allocation,” Federal Reserve Bank of St. Louis Review 91, no. 1 (2009): 13–21.

4. The exception is in the case of discount window borrowing. See Daniel L. Thornton, “The Federal Reserve’s Operating Procedure, Nonborrowed Reserves, Borrowed Reserves and the Liquidity Effect,” Journal of Banking and Finance 25, no. 9 (2001): 1717–39. This paper shows that the Fed frequently sterilized its discount window lending to depository institutions for policy reasons; however, discount window lending was small, seldom larger than about $1.5 billion.

5. “Federal Reserve and Other Central Banks Announce Measures Designed to Address Elevated Pressures in Short-Term Funding Markets,” Board of Governors of the Federal Reserve System press release, December 12, 2007, http://www.federalreserve.gov/newsevents/press/monetary/20071212a.htm.

6. For further discussion of Poole’s point see Daniel L. Thornton, “Walter Bagehot, the Discount Window, and TAF,” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 27 (2008).

7. Transcript of the Federal Open Market Committee Meeting on January 29–30, 2008, p. 14.

8. Ibid., p. 18.

9. Ibid., p. 19.

10. Ben S. Bernanke, “Liquidity Provision by the Federal Reserve” (speech delivered via satellite at the Federal Reserve Bank of Atlanta Financial Markets Conference, Sea Island, Georgia, May 13, 2008), http://www.federalreserve.gov/newsevents/speech/bernanke20080513.htm.

11. See Daniel L. Thornton, “Can the FOMC Increase the Funds Rate Without Reducing Reserves?” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 28 (2010). From the week ending September 10, 2008, to the week ending October 29, 2008, bank excess reserves increased by about $360 billion, only slightly more that the amount of the Fed’s sterilized lending from the beginning of the financial crisis until Lehman’s announcement.

12. Elsewhere, I suggested that the FOMC should have engaged in QE sooner. See Daniel L. Thornton, “The Federal Reserve’s Response to the Financial Crisis: What It Did and What It Should Have Done,” in Developments in Macro-Finance Yield Curve Modelling, ed. Jagjit S. Chadha, Alain C. J. Durré, Michael A. S. Joyce, and Lucio Sarno (Cambridge, UK: Cambridge University Press, 2014), pp. 90–120.

13. Milton Friedman and Anna J. Schwartz, A Monetary History of the United States, 1867–1960 (Princeton: Princeton University Press, 1963). For further analysis of the Fed’s responses to Great Depression and the financial crisis, see also David C. Wheelock, “Lessons Learned? Comparing the Federal Reserve’s Responses to the Crises of 1929–1933 and 2007–2009,” Federal Reserve Bank of St. Louis Review 92, no. 2 (2010): 89–107.

14. . Ben S. Bernanke, “On Milton Friedman’s Ninetieth Birthday,” speech at the Conference in Honor of Milton Friedman, University of Chicago, November 8, 2002, http://www.federalreserve.gov/BOARDDOCS/SPEECHES/2002/20021108/default.htm.

15. The Financial Services Regulatory Relief Act of 2006 originally authorized the Federal Reserve to begin paying interest on balances held by or on behalf of depository institutions beginning October 1, 2011. The Emergency Economic Stabilization Act of 2008, which was enacted on October 3, 2008, accelerated the effective date to October 1, 2008. The other measures being discussed were “Fed bills” (securities issued by the Fed) and a supplemental financing program. There are interesting discussions of both in the 2009 transcripts, but that is not discussed here.

16. Transcript of the Federal Open Market Committee Meeting on October 28–29, 2008, p. 6.

17. From the week ending September 18, 2008, to October 1, 2008, the Supplemental Financing Program increased from zero to $266 billion. It peaked at over $550 billion in mid-December 2008. Despite this, the monetary base nearly doubled.

18. Transcript of the Federal Open Market Committee Meeting on October 28–29, 2008, p. 127.

19. Ibid., p. 154.

20. Transcript of the Federal Open Market Committee Meeting on December 15–16, 2008, pp. 99–100. A few participants still preferred not to reduce the funds rate target from 50 basis points. Bernanke had asked Dudley about the feasibility of keeping the fund rate at 50 basis points if they set a target range of 25 to 50 basis points and set the interest rate on excess reserves at 50 basis points. Dudley responded that it might eventually work, but most likely the funds rate would trade in the range of 10 to 15 basis points — the range that it had been trading in. Bernanke asked the Committee: “Are we okay with a 0 to 25 range? … One advantage to having a range is that we could indicate that over time we’re trying to get to 25. That would be at least slightly helpful, I think.”

21. Transcript of the Federal Open Market Committee Meeting on December 15–16, 2008, p. 23.

22. Ibid.

23. Transcript of the Federal Open Market Committee Meeting on October 28–29, 2008, p. 59.

24. The funds rate had averaged about 12 basis points the week prior to the meeting.

25. Transcript of the Federal Open Market Committee Meeting on December 15–16, 2008, pp. 25–26. See also David Bowman, Fang Cai, Sally Davies, and Steven Kamin, “Quantitative Easing and Bank Lending: Evidence from Japan,” International Finance Discussion Papers no. 1018 (June 2011). According to the authors, the Bank of Japan was able to exit its own quantitative easing policy in just a few months.

26. Transcript of the Federal Open Market Committee Meeting on December 15–16, 2008, p. 25.

27. Ibid., p. 46.

28. Ibid., pp. 46–47.

29. Ibid., pp. 67–71.

30. Ibid., pp. 33–34.

31. Ibid., p. 40.

32. See 12 U.S.C. § 343(3). This legislation, commonly known as Section 13(3) of the Federal Reserve Act, gives the Fed the power to lend to “any individual, partnership or corporation” in “unusual and exigent circumstances.”

33. While the Federal Reserve Act allows the Fed to purchase a broad array of securities, it greatly limits who the Fed can make loans to. However, Section 13(3) of the act allows the Board of Governors to extend credit to nonbank, private parties in “unusual and exigent circumstances.” The Dodd-Frank Act amends Section 13(3) to limit who the Board of Governors may lend to.

34. Transcript of the Federal Open Market Committee Meeting on December 15–16, 2008, p. 72.

35. Transcript of the Federal Open Market Committee Meeting on October 28–29, 2008, p. 59.

36. Transcript of the Federal Open Market Committee Meeting on December 15–16, 2008, p. 47.

37. Ibid., p. 23.

38. There was also an intense discussion of the Board’s Term Asset-Backed Securities Loan Facility and swap lines, but they will not be discussed here.

39. The staff estimates of the effect on real GDP and the estimates of the announcement effects of the Fed’s bond purchases are presented in the appendix.

40. Transcript of the Federal Open Market Committee Meeting on March 17–18, 2009, p. 11.

41. Ibid., p. 36.

42. Ibid., p. 37.

43. Ibid., p. 39.

44. Ibid., p. 201.

45. Transcript of the Federal Open Market Committee Meeting on August 11–12, 2009, p. 27.

46. Ibid.

47. Ibid., p. 29.

48. See Ben S. Bernanke, “The Economic Outlook and Monetary Policy,” speech at the Federal Reserve Bank of Kansas City Economic Policy Symposium, Jackson Hole, Wyoming, August 27, 2010; Ben S. Bernanke, “Monetary Policy since the Onset of the Crisis,” speech at the Federal Reserve Bank of Kansas City Economic Symposium, Jackson Hole, Wyoming, August 31, 2012; and Joseph Gagnon, Matthew Raskin, Julie Remache, and Brian Sack, “The Financial Market Effects of the Federal Reserve’s Large-Scale Asset Purchases,” International Journal of Central Banking 7, no. 1 (2011): 3–43.

49. Transcript of the Federal Open Market Committee Meeting on April 28–29, 2009, p. 121.

50. Transcript of the Federal Open Market Committee Meeting on June 23–24, 2009, pp. 80–81.

51. Gagnon, Raskin, Remache, and Sack, “The Financial Market Effects of the Federal Reserve’s Large-Scale Asset Purchases.”

52. Ibid., p. 7.

53. Ibid. Although the authors mention other ways in which QE might reduce yields, they suggest that “the primary long-run effects are likely associated with the portfolio balance effect.”

54. Ibid., p. 8.

55. Bernanke, “Monetary Policy since the Onset of the Crisis.”

56. Ibid.

57. Ibid.

58. See Gagnon, Raskin, Remache, and Sack, “The Financial Market Effects of the Federal Reserve’s Large-Scale Asset Purchases”; and Bernanke, “Monetary Policy since the Onset of the Crisis.”

59. See Daniel L. Thornton, “QE: Is There a Portfolio Balance Effect?” Federal Reserve Bank of St. Louis Review 96, no. 1 (2014): 55–72. See also Michael D. Bauer and Glenn D. Rudebusch, “The Signaling Channel for Federal Reserve Bond Purchases,” International Journal of Central Banking 10, no. 3 (2014): 233–89. Bauer and Rudebusch doubt the effectiveness of the portfolio balance channel because “its theoretical basis runs counter to at least the past half-century of finance theory.”

60. Of course, whether zero occurs depends on other things, such as the extent to which investors who have a preference for MBSs want to diversify their portfolio. If all other things remain the same, the more they wish to diversify, the more likely the spread will be close to or at zero.

61. For a discussion of how arbitrage works in the institutionally segmented federal funds market, see Daniel L. Thornton, “Monetary Policy: Why Money Matters, and Interest Rates Don’t,” Journal of Macroeconomics 40 (2014): 202–13. See also, Andrei Shleifer and Robert W. Vishny, “The Limits of Arbitrage,” Journal of Finance 52, no. 1 (1997): 35–55; and Denis Gromb and Dimitri Vayanos, “Limits of Arbitrage: The State of the Theory,” Annual Review of Financial Economics 2 (2010): 251–75.

62. See Bauer and Rudebusch, “The Signaling Channel for Federal Reserve Bond Purchases”; and John H. Cochrane, “Inside the Black Box: Hamilton, Wu, and QE2,” discussant’s remarks at the National Bureau of Economic Research Monetary Economics Program Meeting, University of Chicago Booth School of Business, March 3, 2011, http://faculty.chicagobooth.edu/john.cochrane/research/papers/hamiton_wu_term_structure.pdf.

63. Gagnon, Raskin, Remache, and Sack, “The Financial Market Effects of the Federal Reserve’s Large-Scale Asset Purchases,” p. 7.

64. In any event, if QE was supposed to work by reducing the term premium, the Fed’s efforts were for naught, because the historically low long-term yields induced the Treasury to issue more long-term debt, thereby more than offsetting any possible term-premium effect of the Federal Open Market Committee’s large-scale asset purchases.

65. See Daniel L. Thornton, “Monetary Policy and Longer-Term Rates: An Opportunity for Greater Transparency,” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 36 (2010).

66. See Michael Woodford, “Optimal Monetary Policy Inertia,” The Manchester School 67, suppl. 1 (1999): 1–35; and Michael Woodford, “Methods of Policy Accommodation at the Interest-Rate Lower Bound,” in The Changing Policy Landscape (Jackson Hole, WY: Federal Reserve Bank of Kansas City, 2012), pp. 185–288.

67. See Eugene F. Fama, “The Information in the Term Structure,” Journal of Financial Economics 13 (1984): 509–28; Jeffrey A. Frankel and Kenneth A. Froot, “Using Survey Data to Test Standard Propositions Regarding Exchange Rate Expectations,” American Economic Review 77 (1987): 133–53; Robert F. Stambaugh, “The Information in Forward Rates: Implications for Models of the Term Structure,” Journal of Financial Economics 21 (1988): 41–70; Kenneth A. Froot, “New Hope for the Expectations Hypothesis of the Term Structure of Interest Rates,” Journal of Finance 44 (1989): 283–305; John Y. Campbell and Robert J. Shiller, “Yield Spreads and Interest Rate Movements: A Bird’s Eye View,” Review of Economic Studies 58 (1991): 495–514; Geert Bekaert, Robert J. Hodrick, and David A. Marshall, “On Biases in Tests of the Expectations Hypothesis of the Term Structure of Interest Rates,” Journal of Financial Economics 44 (1997): 309–48; Geert Bekaert and Robert J. Hodrick, “Expectations Hypotheses Tests,” Journal of Finance 56 (2001): 1357–94; Lucio Sarno, Daniel L. Thornton, and Giorgio Valente, “The Empirical Failure of the Expectations Hypothesis of the Term Structure of Bond Yields,” Journal of Financial and Quantitative Analysis 42, no. 1 (2007) 81–100; and Pasquale Della Corte, Lucio Sarno, and Daniel L. Thornton, “The Expectation Hypothesis of the Term Structure of Very Short-Term Rates: Statistical Tests and Economic Value,” Journal of Financial Economics 89 (2008): 158–74. For a discussion of the alternative classical theory of interest, see Daniel L. Thornton, “The Effectiveness of QE: An Assessment of the Event-Study Evidence,” working paper, January 25, 2015, http://dlthornton.com/images/research/The_Effectiveness_of_Quantitative_Easing_January_25_2015.pdf.

68. Ben S. Bernanke, “A Conversation: The Fed Yesterday, Today and Tomorrow,” interview by Liquat Ahamed at the Brookings Institution, January 16, 2014, http://www.brookings.edu/~/media/events/2014/1/16%20central%20banking%20great%20recession/20140116_bernanke_remarks_transcript.pdf, p. 14.

69. See Ben S. Bernanke, “Japanese Monetary Policy: A Case of Self-Induced Paralysis?” in Japan’s Financial Crisis and its Parallels to U.S. Experience, ed. Ryoichi Mikitani and Adam S. Posen (Washington: Institute for International Economics, 2000), pp. 149–66. In his advice to Japan on monetary policy, Bernanke applauded the Bank of Japan’s use of forward guidance, but argued that the phase “until deflationary concerns subside” was too vague.

70. Woodford, “Methods of Policy Accommodation at the Interest-Rate Lower Bound.”

71. Thornton, “The Effectiveness of QE.”

72. This approach was introduced by Gagnon, Raskin, Remache, and Sack, “The Financial Market Effects of the Federal Reserve’s Large-Scale Asset Purchases.” It was subsequently used by James D. Hamilton and Jing Cynthia Wu, “The Effectiveness of Alternative Monetary Policy Tools in a Zero Lower Bound Environment,” Journal of Money, Credit, and Banking 44, no. 1 (2012): 3–46; Arvind Krishnamurthy and Annette Vissing-Jorgensen, “The Aggregate Demand for Treasury Debt,” Journal of Political Economy 120, no. 2 (2012): 233–67; and Robin Greenwood and Dimitri Vayanos, “Bond Supply and Excess Bond Returns,” Review of Financial Studies 27, no.3 (2014): 663–713.

73. See Thornton, “QE: Is There a Portfolio Balance Effect?”

74. See Hamilton and Wu, “The Effectiveness of Alternative Monetary Policy Tools in a Zero Lower Bound Environment.”

75. Woodford, “Methods of Policy Accommodation at the Interest-Rate Lower Bound”

76. Board of Governors of the Federal Reserve, press release, August 9, 2011, http://www.federalreserve.gov/newsevents/press/monetary/20110809a.htm.

77. Board of Governors of the Federal Reserve System, press release, January 25, 2012, http://www.federalreserve.gov/newsevents/press/monetary/20120125a.htm.

78. For a more detailed discussion of this issue, see Thornton, “The Effectiveness of QE.”

79. Bauer and Rudebusch, “The Signaling Channel for Federal Reserve Bond Purchases.”

80. Minutes of the Federal Open Market Committee, Board of Governors of the Federal Reserve System, April 24–25, 2012, “Summary of Economic Projections,” p. 4.

81. Woodford, “Methods of Policy Accommodation at the Interest-Rate Lower Bound.”

82. Board of Governors of the Federal Reserve System, press release, January 25, 2012, http://www.federalreserve.gov/newsevents/press/monetary/20120125a.htm.

83. Board of Governors of the Federal Reserve System, press release, September 13, 2012, http://www.federalreserve.gov/newsevents/press/monetary/20120913a.htm.

84. For a discussion of the desirability of the unemployment rate as a contingency, see Daniel L. Thornton, “Is the FOMC’s Unemployment Rate Threshold a Good Idea?” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 1 (2013).

85. Joseph Gagnon, Matthew Raskin, Julie Remache, and Brian Sack, “Large Scale Asset Purchases by the Federal Reserve: Did They Work?” Federal Reserve Bank of New York Staff Report no. 441, March 2010, p. 5.

86. See Daniel L. Thornton, “Has QE Been Effective?” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 3 (2014). In this paper, I compare the spread between the U.S. 10-year Treasury yield and 10-year sovereign yields for three countries that didn’t use QE at that time: the United Kingdom, Germany, and France. If QE reduced the U.S. yield, the spreads should have increased following the adoption of QE, but this didn’t happen. I found no statistically significant break in the series and no marked change in the spreads — both of which should have occurred if QE reduced long-term yields.

87. For other evidence on the effectiveness of forward guidance, see Clemens J. M. Kool and Daniel L. Thornton, “How Effective Is Central Bank Forward Guidance?” as well as the references cited therein. Fothcoming in the Federal Reserve Bank of St. Louis Review.

88. Daniel L. Thornton, “How Did We Get to Inflation Targeting and Where Do We Need to Go Now? A Perspective from the U.S. Experience,” in Twenty Years of Inflaton Targeting: Lessens Learned and Future Prospects, ed. D. Cobham, O. Oitrheim, S. Gerlach, and J. Qvigstad (Cambridge, UK: Cambridge University Press, 2010), pp. 90–110. Reprinted in the Federal Reserve Bank of St. Louis Review 94, no. 1 (January/​February 2012): 65–82. Also see Daniel L. Thornton, “The Efficacy of Monetary Policy: A Tale from Two Decades,” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 18 (2012).

89. More generally, there has been a concern about the degree to which changes in the federal funds rate are reflected in interest rates that matter for spending decisions. See, for example, Michael Woodford, “Monetary Policy in the Information Economy,” in Economic Policy for the Information Economy, Federal Reserve Bank of Kansas City Symposium, Jackson Hole, Wyoming (2001): 297–370. Woodford notes that effectiveness of changes in the federal funds rate “is wholly dependent on the impact of such actions upon other financial-market prices such as longer-term interest rates, equity prices, and exchange rates.” For an analysis of why changes in the funds rate are unlikely to produce significant changes in other interest rates, see Thornton, “Monetary Policy: Why Money Matters, and Interest Rates Don’t.”

90. Ben S. Bernanke and Mark Gertler, “Inside the Black Box: The Credit Channel of Monetary Policy Transmission,” Journal of Economic Perspectives 9, no. 4, (1995): 27–48.

91. For an explanation of the credit channel of monetary policy see Daniel L. Thornton, “Financial Innovation and Deregulation and the ‘Credit View’ of Monetary Policy,” Federal Reserve Bank of St. Louis Review 76, no. 1 (1994): 31–49.

92. Ben L. Bernanke, “Japanese Monetary Policy: A Case of Self-Inducted Paralysis?” in Japan’s Financial Crisis and Its Parallels to U.S. Experience, ed. Adam Posen and Ryoichi Mikitani, Institute for International Economics Special Report 13 (September 2000), pp. 149–66.

93. The Fed now holds nearly 20 percent of the marketable U.S. debt, all with maturities of one year or longer.

94. “Policy Normalization Principles and Plans,” Board of Governors of the Federal Reserve System press release, September 17, 2014, http://www.federalreserve.gov/newsevents/press/monetary/20140917c.htm.

95. Ibid.

96. Marvin Goodfriend, “Monetary Policy as a Carry Trade,” paper presented at the Shadow Open Market Committee Meeting, New York, November 3, 2014, http://www.economics21.org/files/pdf/Goodfriend.pdf, p. 7.

97. See Bowman, Cai, Davies, and Kamin, “Quantitative Easing and Bank Lending: Evidence from Japan.” According to this paper, Japan’s rapid unwinding of its quantitative easing had essentially no adverse consequences.

98. See, for example, William Poole, “The Bernanke Question,” Cato Institute Commentary, July 28, 2009, http://www.cato.org/publications/commentary/bernanke-question; Daniel L. Thornton, “The Fed, Liquidity, and Credit Allocation,” Federal Reserve Bank of St. Louis Review 91, no. 1 (2009): 13–21; Jeffrey M. Lacker, “Government Lending and Monetary Policy,” speech to the National Association of Business Economics Economic Policy Conference, Alexandria, Virginia, March 2, 2009; and John H. Cochrane, “Fed Independence 2025,” The Grumpy Economist (blog), February 19, 2012, http://johnhcochrane.blogspot.com/2012/02/fed-independence-2025.html.

99. Poole, “The Bernanke Question.”

100. Bernanke, “A Conversation: The Fed Yesterday, Today and Tomorrow.”

101. Transcript of the Federal Open Market Committee Meeting on March 16, 2004, pp. 56–57.

102. Thornton, “The Effectiveness of QE.”

103. See Daniel L. Thornton, “Would Quantitative Easing Sooner Have Tempered the Financial Crisis and Economic Recession?” Federal Reserve Bank of St. Louis Economic SYNOPSES no. 37 (2009); and Daniel L. Thornton, “The Federal Reserve’s Response to the Financial Crisis.”

104. For an analysis of other government actions that were ineffective and that pose future problems, see John B. Taylor, Getting Off Track: How Government Actions and Interventions Caused, Prolonged, and Worsened the Financial Crisis (Stanford, CT: Hoover Press, 2009); and John B. Taylor, “Getting Back on Track: Macroeconomic Policy Lessons from the Financial Crisis,” Federal Reserve Bank of St. Louis Review 92, no. 3 (2010): 165–76.