speeches · June 3, 2016
Regional President Speech
Loretta J. Mester · President
Five Points About Monetary Policy and Financial Stability
Loretta J. Mester
President and Chief Executive Officer
Federal Reserve Bank of Cleveland
Sveriges Riksbank Conference on Rethinking the Central Bank’s Mandate
Stockholm, Sweden
June 4, 2016
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Introduction
I thank Stefan Ingves and Anders Vredin for inviting me to participate in this conference on the central
bank’s mandate. It seems very fitting that such a discussion should take place in Sweden, as the Riksbank
is considered to be the oldest central bank in the world, only a couple of years shy of 350 years old. The
Federal Reserve, which recently marked its 100th anniversary, is quite a youngster by comparison,
although the Fed has endured considerably longer than the first two attempts at central banks in the U.S.,
each of which lasted only 20 years.
Since the 2008 global financial crisis and the Great Recession that followed, economists and
policymakers have been evaluating the factors that led to the crisis, assessing what could have been done
to prevent, or at least limit, the damage, and considering what can and should be done to reduce the
probability and impact of future disruptions to financial stability. That this is a very broad topic can
easily be seen by looking at the agendas of this and previous years’ conferences organized by the
Riksbank. Today I will focus my remarks on the nexus between monetary policy and financial stability,
and I’ll arrange my comments around five main points. Before I continue, I should mention that these are
my own views and not necessarily those of the Federal Reserve System or my colleagues on the Federal
Open Market Committee.
Point 1: Financial stability matters to central banks because the goals of monetary policy and
financial stability are interconnected.
Central banks care about financial stability. Financial institutions are able to provide valuable credit, risk-
management, and liquidity services to businesses and households because they are designed to take risks
and are highly leveraged compared with nonfinancial businesses. But this risk-taking and leverage raise
the possibility of systemic problems that could threaten the functioning of the financial system, hurt real
economic activity, and impose significant economic costs. In fact, the Federal Reserve was established in
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1913 after a series of financial panics to help promote a more stable financial system and avoid costly
bank runs.
In my view, a central bank should care about financial stability to the extent that it affects the health of
the real economy. Volatility or minor disruptions in financial markets that represent the ebb and flow of a
dynamic economy but do not threaten the health of the economy are not something the monetary policy
authority should respond to. Indeed, to the extent that the word “stability” gives the impression that the
financial system is static, we may want to adopt the language used in the United Kingdom and speak
about financial system resiliency, that is, the ability of the financial system to continue to provide the core
financial services of intermediation, risk management, and payments in the face of the inevitable shocks
that will hit a dynamic economy.1
Monetary policy mainly works through its ability to affect current and expected future interest rates;
however, in certain circumstances, it also has the ability to affect risk-taking by investors and financial
institutions, and thereby is linked to financial stability.2 I believe that, in general, the goals of monetary
policy and financial stability are complementary. For example, price stability helps businesses,
households, and financial institutions make better decisions, thereby fostering the stability of the financial
system. And a stable financial system allows for more effective transmission of monetary policy
throughout the economy. I view this complementarity as similar to the complementarity between the two
monetary policy goals that the U.S. Congress has given to the Federal Open Market Committee (FOMC),
namely, price stability and maximum employment.
1 See Tucker (2015).
2 See Adrian and Shin (2011) for a review of the literature on the risk-taking channel of monetary policy.
3
But during the financial crisis we learned that financial imbalances can build up even in a low-inflation
environment, so that while price stability may promote financial stability, it is not a sufficient condition.
We also learned that financial instability can arise from nonbanks and from institutions that are solvent
and not necessarily highly leveraged.3
A large body of research has aided our understanding about how systemic risk can build up and propagate
through the economy. Well before the financial crisis, Kiyotaki and Moore (1997) did seminal work on
the important role collateral plays in lending markets. In their model, because borrowers cannot be forced
to repay, all lending is collateralized. When the economy is performing well, the value of the collateral
increases, which supports further borrowing and higher output. But when a negative shock hits the
economy and output declines, collateral values also fall, which means borrowing falls, which depresses
output even further. Thus, the collateral constraint is a mechanism that amplifies and propagates the
effects of temporary shocks on the economy.
Brunnermeier and Sannikov (2014) build on the Kiyotaki and Moore model. In their model, an economic
boom increases bank capital levels high enough so that credit is amply available to borrowers. This
lowers the volatility of both output and asset prices. The lower volatility induces banks to increase their
leverage and lend even more, so much so that the system is now vulnerable to a negative shock. Gorton
and Ordoñez (2014) examine how private market activities generate endogenous accumulations of and
subsequent collapses in leverage. These models illustrate that systemic risk is endogenous, determined by
the choices of the model’s decision makers, and varies across the cycle.
3 Feroli, Kashyap, Schoenholtz, and Shin (2014) focus on market “tantrums,” which they define as periods in which
risk premiums inherent in market interest rates fluctuate widely. Using data on inflows and outflows to open-end
mutual funds, they conclude that market tantrums can arise independently of the degree of leverage in the system.
4
During the financial crisis, we saw that when financial markets are not functioning well, the transmission
of monetary policy to the economy can be disrupted. In those circumstances, the actions taken to
implement monetary policy can also affect financial stability. The FOMC has acknowledged that
nonconventional monetary policy, including large-scale asset purchases and the extended period of very
low interest rates, could pose potential risks to financial stability by affecting market functioning and by
spurring risk-taking in a search for yield.4 Empirical work is beginning to document this effect. For
example, Jiménez, Ongena, Peydró, and Saurina (2014) use data on 23 million bank loans from the
Spanish credit registry and find that a lower overnight policy rate induces low-capitalized banks to lend
more to ex ante riskier firms and to require less collateral compared to high-capitalized banks, direct
evidence of monetary policy’s effect on risk-taking.5
Thus, while I believe that, in most circumstances, the goals of monetary policy and financial stability are
complementary, we need to recognize that, at times, actions taken to foster financial stability and those
taken to promote our monetary policy goals might be in conflict, at least in the short run. In the U.K., the
Financial Services Act recognizes this potential tradeoff and explicitly says that the Financial Policy
Committee is not authorized to act in a way that it feels is “likely to have a significant adverse effect on
the capacity of the financial sector to contribute to the growth of the U.K. economy in the medium or long
term.”6
In deciding whether to take action against a growing imbalance, policymakers need to balance the
expected improvement in future economic conditions against the potential cost of unduly limiting credit
4 The Board of Governors discusses developments related to financial stability in its monetary policy report to
Congress. For example, see Board of Governors (2016), p. 20.
5 Jiménez, Ongena, Peydró, and Saurina (2014) separately identify how a change in the monetary policy rate affects
the demand for credit and the volume and composition of credit supplied, in particular, the supply to riskier
borrowers.
6 See Section 9c(4) of the U.K.’s Financial Stability Act 2012.
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extension. Too high a resilience standard will thwart risk-taking and innovation, which will undermine
longer-run economic growth. In setting the standard, we need to come to some common understanding
about the amount of growth and prosperity we are willing to give up in order to lower the risk to financial
stability. In the U.S., people who are 80 years old have lived through two major financial crises (the
Great Depression and the 2008 crisis). Is that too many? Would we rather lower the probability of such
an event to one every 1,000 years? What would we be willing to give up to do that?
That may be a premature question at this point. There are likely things that can be done and that are being
done to lower the risk to financial stability without much cost in terms of longer-run growth. If we think
of there being a risk-return frontier relating financial stability risk to the economic return that a well-
functioning financial system can provide, then it isn’t hard to imagine that we were operating at a point
well interior to that frontier in the run-up to the crisis, and that the improvements being made in our
financial regulatory and supervisory regime are moving us toward the frontier without sacrificing growth.
This brings me to my second point.
Point 2: To foster the resiliency of the financial system, macroprudential tools are being developed
to lower the probability that instability arises and to limit the damage when financial shocks arise.
In the U.S., the regulatory reforms engendered in the 2010 Dodd-Frank Wall Street Reform and
Consumer Protection Act aim to foster financial stability in two ways: first, by lowering the probability of
a financial crisis, and second, by reducing the costs imposed on the rest of the economy when a shock hits
the financial system. Under Dodd-Frank, the Federal Reserve and other financial regulatory agencies in
the U.S. were directed to augment their traditional microprudential approach, which promotes the safety
and soundness of individual institutions, with a macroprudential approach in which examiners and
supervisors take a horizontal view of risk across institutions rather than looking at only one institution at a
time.
6
Although there is still more to be done, regulators continue to make progress in developing tools to
implement the macroprudential approach and to monitor the risks over the business and financial cycles.
Some tools focus on building up the structural resiliency of the financial system throughout the business
cycle. In my view, these structural resiliency tools are the most promising. They include the Basel III
risk-based capital requirements, minimum liquidity requirements, central clearing for derivatives, and
bank stress tests. Living-will resolution plans and the Orderly Liquidation Authority, which is housed at
the Federal Deposit Insurance Corporation (FDIC), are intended to make it easier for regulators and
policymakers to allow large complex financial institutions to fail.
In addition to structural tools, there are countercyclical tools that aim to mitigate the systemic risk that can
build up over the business cycle. These include the countercyclical capital buffer and the capital
conservation buffer.7 Other possible cyclical tools, not yet established in the U.S. but used in other
countries, include loan-to-value ratio limits and debt-to-income ratio limits that vary over the cycle and
which have been targeted to particular sectors like housing credit or household credit.8
The performance of the set of macroprudential tools is largely untested. Cross-country studies find mixed
results, with the effectiveness of the tools varying with economic circumstances and the types of shocks
7 The countercyclical capital buffer allows regulators to increase risk-based capital requirements when credit growth
is judged to be excessive and leading to rising systemic risk. The capital conservation buffer ensures that banks
raise capital above regulatory minimums in good times so that when they cover losses in bad times, their capital
ratio will stay at or above the regulatory minimum.
8 For example, Canada tightened loan-to-value and debt-to-income limits on mortgage lending over the 2009 to 2012
period (Krznar and Morsink, 2014). Beginning in 2010, Israel also implemented a package of macroprudential tools
to restrict the supply of housing credit (Fischer, 2014). Spain introduced dynamic loan-loss provisioning in 2000.
This method builds up reserves during good economic times according to the historical losses experienced by the
asset classes held in the bank’s portfolio. This buffer is then available to absorb losses in bad times (Balla and
McKenna, 2009).
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hitting the financial sector.9
In the U.S., the application of these countercyclical tools is complicated by the complexity of the
regulatory structure. There are multiple financial regulators in the U.S., including the Federal Reserve,
the FDIC, the Office of the Comptroller of the Currency, the National Credit Union Association, the U.S.
Treasury, the Securities and Exchange Commission, the Commodity Futures Trading Commission, the
Consumer Financial Protection Bureau, and the Federal Housing Finance Agency. In many cases, the
regulatory authority of these agencies is defined by type of institution rather than by instrument. While
the Financial Stability Oversight Council (FSOC), created by the Dodd-Frank Act, promotes coordination
and information sharing across these financial system regulators, the need to coordinate countercyclical
macroprudential policy actions across multiple regulators in the U.S. adds a complication to effectively
using such tools in a timely way.
The complex financial system also makes monitoring risks more complicated. The Office of Financial
Research, established under Dodd-Frank, is collecting data to aid in this task. The Federal Reserve has
also developed a framework for systematically tracking risks, and financial stability surveillance is
receiving regular attention in FOMC meetings.10 This regular and systematic analysis is helping us to
9 For example, a study by economists at the International Monetary Fund (IMF) examined the effectiveness of
macroprudential tools in reducing systemic risk in 49 countries. The authors concluded that many of the most
frequently used tools were effective in reducing the pro-cyclicality of credit and leverage, but the effectiveness
depended on the type of shock hitting the financial sector. (See Lin, Columba, Costa, Kongsamut, Otani, Saiyid,
Wezel, and We, 2011.) Another study published by the Bank for International Settlements (BIS) examined 57
countries over a span of up to three decades and found that imposing maximum debt-service-to-income ratios can
limit the buildup of credit in housing markets, but maximum loan-to-value ratios were less effective, and
instruments like reserve and liquidity requirements focused on the supply of credit had little impact on housing
markets. (See Kuttner and Shim, 2016.)
10 This framework is described in Adrian, Covitz, and Liang (2013), and involves tracking a standard set of financial
system vulnerabilities, including the pricing of risk, leverage, maturity and liquidity transformation, and
interconnectedness and complexity. Recognizing the complex nature of the U.S. financial system, Federal Reserve
staff track these risks across four broad areas of the financial system: asset markets, the banking sector, shadow
banks, and the nonfinancial sector.
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better identify changes in conditions over time. This brings me to my next point: the importance of
taking a systematic approach to financial stability.
Point 3: To the extent possible, policymakers should take a systematic approach in applying
financial stability policy rather than relying on discretion.
The financial crisis underscored the important role of incentives in financial markets – not only the
incentives of financial institutions but also those of regulators and policymakers. Time-inconsistency
problems and moral hazard issues are important factors that need to be considered when designing a
framework for implementing financial stability policy. These types of problems argue for taking a
systematic approach in applying financial stability policy rather than relying on discretion.
The benefits of systematic monetary policy are well established. When monetary policymakers respond
in a systematic fashion to incoming information, the public will have a better sense of how policymakers
are likely to react to economic developments – whether those developments are anticipated or
unanticipated – so their policy expectations will better align with those of policymakers. This alignment
helps the public make better financial and economic decisions, thereby making monetary policy more
effective.
An additional benefit of a systematic approach is that it provides a mechanism through which
policymakers can commit to policies aimed at promoting policy goals over the longer run. Being
systematic can help alleviate time-inconsistency problems in monetary policy, whereby policymakers
may favor the short run over the long run. Note that by systematic policy I do not mean that monetary
policy will be set mechanically by a policy rule or that policymakers need to be prescient about the types
of shocks that will hit the economy. Rather, I mean that policy will react in a systematic fashion to
economic developments that change the economic outlook.
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A systematic approach to financial stability policy is perhaps even more important than in the case of
monetary policy because of the important role played by incentives. The crisis shined a bright light on
significant moral hazard problems that exist in financial markets. A financial stability policymaker that is
systematic in how it applies its tools to promote stability will likely help tame some of the moral hazard
problems and also some of the time-inconsistency problems to which the regulators themselves are
subject.
An important tool in this regard is the resolution of insolvent financial institutions. Without a credible
resolution method, during the crisis in the face of serious distress at a large financial firm, governments
faced a dilemma: either rescue the firm and create future moral hazard problems or let the firm fail and
risk causing a cascade of other failures. The fact that policymakers had to make these decisions in the
heat of the moment using their best judgment based on limited information didn’t help. Without a
credible resolution method, it is reasonable to expect that even well-intentioned policymakers will be
biased toward bailouts. A resolution method that can be applied systematically can help alleviate this
problem. The living-will resolution plans and Orderly Liquidation Authority in the U.S. are promising,
but still untested, tools in a process that will allow large firms to fail. This, in turn, provides incentives
for these large, systemically important institutions to reorganize themselves in a way that reduces the risk
they pose to the financial system.
As I mentioned, the Federal Reserve has become more systematic in monitoring risks across the financial
system. Coupling that monitoring with the application of a resiliency standard across the entire financial
services landscape, including the so-called shadow banking system that was less-heavily regulated in the
past, would limit regulatory arbitrage. As the financial crisis made clear, taking an action that pushes risk
10
from one set of institutions to another doesn’t eliminate the risk, it just moves it around, potentially to a
part of the financial system where the risk is more difficult to monitor and control.11
I acknowledge that this broad application of the resiliency standard across the financial system may be
particularly difficult in the U.S. with its complex regulatory structure. Still, we can devise ways to make
the macroprudential tools more systematic and less discretionary. Regulators could agree in advance on
the contingencies under which the cyclical macroprudential tools would be invoked, rather than waiting
until the risks escalated before starting the process to coordinate action. For example, we can write down
a formula for a countercyclical buffer, and we can define an explicit trigger for contingent convertible
bonds. Knowing that such policies will be systematically applied and what will trigger them may induce
financial market participants to limit the buildup of risks in the first place. This underscores the
importance of communication, my fourth point.
Point 4: Macroprudential policy actions must be communicated in a clear way to avoid creating a
conflict with or causing confusion over actions taken to foster monetary policy goals.
Transparency and clear communication are hallmarks of best-practice monetary policymaking and the
same should be true for financial stability policymaking. Clear communication helps align the public’s
policy expectations, which makes monetary policy more effective. Transparency is necessary so that the
public and elected officials have the ability to hold monetary policymakers accountable for their
decisions. The Federal Reserve has been given independence in setting monetary policy, which has been
well documented as yielding more effective policy and better economic outcomes. But accountability
11 Application of a resiliency standard would allow the type of supervision to vary appropriately by the nature of the
systemic risk associated with each part of the financial system. As discussed in Mester (2015), this is a component
of the regime for financial stability advocated by Paul Tucker (2015). Several of the macroprudential tools are
focused on those institutions that have been deemed systemically important, including the capital surcharge for
global systemically important banks (G-SIBs) and the U.S. stress tests for banks with more than $50 billion in
assets.
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must go hand-in-hand with independence. So the Federal Reserve regularly communicates the basis for
its policy decisions.
A parallel can be drawn with financial stability policy. Although, in some cases, prudential supervisory
information should be kept private, as a general principle, I think financial stability policymakers should
strive for greater transparency and more disclosure. Similarly, they should require more disclosure from
financial firms so that creditors and other market participants can exert market discipline.
Of course, clear communication is easier said than done. Three aspects make this even harder for
financial stability policy than for monetary policy. First, the framework and tools of financial stability
policy are new. It will take considerable effort on the part of the financial stability policymakers to
explain the tools they are using and the rationale for their policy decisions. However, such
communication is necessary so that the public understands when an action is being taken because of
concerns about financial stability rather than concerns about monetary policy goals. This would be
particularly true when the monetary policy authority is also responsible for taking financial stability
actions, and if monetary policy were the tool used to address the financial stability concerns. It is worth
considering whether separating decisions about financial stability from decisions about monetary policy
within the central bank, perhaps by having separate committees as in the U.K., could aid communication
and decision-making.12
A second complication for effective communication of financial stability policy is timing. If effective
monetary policy means taking away the punch bowl just as the party gets going, then effective financial
stability policy might mean taking away the punch bowl before the guests have even arrived because the
seeds of financial instability are sown much earlier and action must be taken earlier as well. If the need
12 Kohn (2015) discusses the benefits of such separation.
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for monetary policy to be forward looking is a difficult concept for the public to grasp, the need for
financial stability policy to act well before there are clear signs of instability may be even more difficult
to explain.
Yet a third complication to effective communication is the complexity of the financial regulatory regime
itself.13 In my view, a sometimes overlooked lesson from the crisis is that regulatory complexity can
complicate supervision, risk monitoring, compliance, and enforcement. Given the scope and ever-
changing nature of the financial system, regulatory complexity is, to a certain extent, unavoidable. But
the tradeoffs should be recognized. For example, it is reasonable to require banks to hold higher levels of
capital against higher-risk assets, but a system of risk weights that is overly granular and complex would
be counterproductive. In practice, too much complexity would make it harder for regulators to assess
compliance and to determine whether institutions were engaging in some practices merely as a way to
hide risk and lower their capital requirements. If regulators have made the rules so complex that they
cannot assess compliance, then, in practice, there are no consequences for firms that fail to meet the
standards. Complexity also makes it difficult to monitor the monitors. It might be worth exploring
whether we would be better off with a much simpler macro- and microprudential supervisory structure,
one that is easier to implement and simpler to govern and that is approximately right across various
economic models and states of the world even if it is never optimal in any particular model or state.
Of course, we aren’t in that simpler regime. So the question is, given our current financial structure, how
should policy respond to emerging financial stability risks and what role should monetary policy play?
This question is the focus of my final point.
13 Haldane and Madouros (2012) discuss the benefits of a less complex financial regulatory structure and argue that
the complexity of the financial landscape does not call for a complex financial regulatory structure, but just the
opposite.
13
Point 5: Financial stability should not be added as another goal for monetary policy, but monetary
policymakers need to remain cognizant of the linkages between financial stability and monetary
policy goals.
In my view, the first line of defense against financial instability involves the tools that will make the
structure of the financial system less prone to crisis. These structural resiliency tools include higher
capital standards (including a minimum non-risk-based leverage ratio, as well as risk-based capital
standards), liquidity standards, stress tests, living wills, and effective resolution methods for systemically
important bank and nonbank financial institutions. Much work has been done to develop these structural
resiliency tools, and I believe the system is in a better position to handle shocks now than it was before
the financial crisis.
Countercyclical macroprudential tools, such as limits on loan-to-value ratios in particular markets, are
worth further study, but at this point, I am not convinced that we have enough knowledge and experience
with them to use them effectively in the U.S. That consideration leads me to think that we should set
standards for the structural resiliency tools somewhat higher than they would be if we had more
confidence in the countercyclical tools.
What about using monetary policy? As I’ve discussed, monetary policy and financial stability goals and
actions are interrelated. Very loose monetary policy increases the likelihood that financial instabilities
will develop, thereby increasing the likelihood that macroprudential policy tools will be needed. Tight
macroprudential policy can tighten financial conditions more generally, thereby increasing the likelihood
that a monetary policy response will be needed.
In my view, monetary policy should remain focused on promoting price stability and maximum
employment; financial stability should not be added as a third objective for monetary policy. First, it isn’t
clear that monetary policy would be very effective against emerging financial stability risks. While
interest rates affect the fundamental value of assets, it is not clear that they affect the speculative or
14
bubble portion; the impact may depend on the underlying nature of the financial imbalance.14 Second,
monetary policy tends to be a blunt instrument, so any benefits of using it to stem financial imbalances,
mispricing of assets, or excessive leverage need to be weighed against the economic costs in terms of
price stability and employment. Svensson (2016) brings some metrics to the question and concludes that
the costs outweigh the benefits.15
While I don’t believe financial stability should be part of the monetary policy mandate, I do think that
when we are making monetary policy decisions, we need to be cognizant of the linkages between our
monetary policy actions and financial stability. In the case of the housing market, which precipitated the
last crisis, policymakers underestimated the breadth and depth of the negative impact this would have on
the rest of the economy and financial system. To the extent that we misjudged the impact, there is a
larger potential gain to carefully monitoring financial market conditions, implementing the structural
macroprudential tools, and being open to taking offsetting action should imbalances develop.16
If our macroprudential tools proved to be inadequate and financial stability risks continued to grow, I
believe monetary policy should be on the table as a possible defense. However, in this case, the blurring
between financial stability goals and monetary policy goals would be high: if we assessed the risks to
financial stability to be sufficiently great, achieving our dual mandate monetary policy goals would also
be in jeopardy. Which brings me back to my original point: in most cases, the goals of price stability,
maximum employment, and financial stability are complementary.
14 For example, in the Gali (2014) model, raising interest rates to combat a bubble can actually inflate it.
15 The benefit of “leaning against the wind,” that is, running monetary policy tighter than it otherwise would be in
order to stem emerging financial instabilities, is a reduction in the probability of entering into a financial crisis. The
cost is worse economic conditions today and higher economic costs should the economy enter into a crisis. By
Svensson’s (2016) metrics, these costs outweigh the small reduction in the probability of a crisis. One caveat about
Svensson’s analysis is that it is based on a log-linear model, but we know that financial crises involve extreme states
and non-linearities.
16 Peek, Rosengren, and Tootell’s (2015) textural analysis of the transcripts of FOMC meetings from 1982 through
2009 suggests that the FOMC does consider financial stability when setting monetary policy.
15
Conclusion
Let me conclude by noting that in his 2015 presidential address to the American Finance Association,
Luigi Zingales (2015) posed the question, “Does Finance Benefit Society?” While academics, and, I
believe, central bankers, typically say “yes,” a recent survey indicates that the average American is much
less certain.17 I am hopeful that the considerable efforts underway across the globe will change that. I
believe it is our responsibility to ensure that we create and maintain a financial system that is seen by the
public as being beneficial, and one that truly is.
17 Zingales (2015) cites the Chicago Booth-Kellogg School Financial Trust Index survey of a representative sample
of about 1,000 American households, conducted by Social Science Research Solutions. Forty-eight percent of
respondents to the December 2014 survey said that the U.S. financial system hurts the U.S. economy, while only 34
percent said that it benefits the U.S. economy.
16
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17
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Cite this document
APA
Loretta J. Mester (2016, June 3). Regional President Speech. Speeches, Federal Reserve. https://whenthefedspeaks.com/doc/regional_speeche_20160604_loretta_j_mester
BibTeX
@misc{wtfs_regional_speeche_20160604_loretta_j_mester,
author = {Loretta J. Mester},
title = {Regional President Speech},
year = {2016},
month = {Jun},
howpublished = {Speeches, Federal Reserve},
url = {https://whenthefedspeaks.com/doc/regional_speeche_20160604_loretta_j_mester},
note = {Retrieved via When the Fed Speaks corpus}
}