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Forecasting in Uncertain Times :: May 18, 2010 :: Federal Reserve Bank of Cleveland
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Home > For the Public > News and Media > Speeches > 2010 > Forecasting in Uncertain Times

Forecasting in Uncertain Times
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Introduction
My talk today is about forecasting in uncertain economic times. A
very wise man named Yogi Berra once said “the future ain’t what it
used to be.” Economic forecasters know exactly what he means. As a
member of the FOMC, the Federal Reserve’s policy-making arm, I am
often asked about my economic outlook. But I am less often asked
about how I arrive at that outlook. I thought it would be especially
useful to spend this time with you today to give you a brief—and I
hope demystifying—look at forecasting at the Federal Reserve Bank of
Cleveland.

Sandra Pianalto

President and CEO,
Federal Reserve Bank o f Cleveland
Economic Club of Pittsburgh
Pittsburgh, Pennsylvania

May 18, 2010

In my remarks today, I’d like to cover three broad areas related to
forecasting. First I will discuss why and how we develop our
forecasts. Then I will describe why the role of judgment becomes
paramount for forecasting during uncertain times such as these. I will
finish by describing my current economic outlook.
As always, the views I express today are mine alone and do not
necessarily reflect those of my colleagues in the Federal Reserve
System.

Forecasting at the Federal Reserve Bank of
Cleveland: Why and How
Let me start with why we forecast. The Federal Reserve has been
given a dual mandate by Congress to promote maximum employment
and stable prices. We calibrate monetary policy to achieve these
objectives. However, monetary policy affects the economy with a lag,
and to paraphrase the Nobel laureate Milton Friedman, a lag that is
both long and variable. Even though the decisions we make today
may have an immediate effect on financial markets, their effect on
output, employment, and prices develops much more slowly, and will
begin to show up six to 18 months after a monetary policy decision.
Consequently, in setting monetary policy, the Federal Reserve has to
be forward looking.
So to make the best decisions we can, we must project future
economic conditions with our own potential policy actions in mind.
Unlike many private forecasters, our forecasts are not designed to
just be our single best estimate about the future. Instead, they are
intended to provide us with a range of scenarios that might occur
based on differing policy choices. The objective of the exercise is to
select those policy options that will best help us achieve our dual
mandate of promoting both price stability and maximum
employment.
This is why we forecast. Now, let me describe how we forecast. Any
economic forecast incorporates three essential ingredients, and they
are used in different proportions depending on the forecaster and his

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Forecasting in Uncertain Times :: May 18, 2010 :: Federal Reserve Bank of Cleveland
or her resources. These ingredients are data, models, and judgment.
First, there is data—the raw material of any forecast. We have data
on the economy from a variety of sources, which are fairly complete
over the past 50 to 60 years. Unfortunately, prior to the 1950s, most
economic data are inconsistent, unreliable, or unavailable. It is
interesting to note that data from the Great Depression era are not
as complete, which presents a challenge as such data would have
been very useful in light of the financial crisis we have just lived
through.
The science and art of forecasting, then, is to develop techniques
that take these data and wring out every bit of useful information
possible from them. That’s where models come in. A model, simply
put, is a mathematical description of the economy. Our models at the
Federal Reserve Bank of Cleveland are intended to describe our
national U.S. economy, capturing the relationships in the data. Think
of a composer who takes lots of musical notes and combines them
into a musical score. Just as the score provides a framework for the
individual notes to make sense, a forecasting model provides a
framework for economic data to make sense.
We start with a forecast produced by a model that draws on the
historical experience from the past half-century of data to inform
our view of the future. This historical dimension is vital. I can’t help
but think of Mark Twain’s famous remark that “history does not
repeat itself, but it often rhymes.” Of course, despite the useful
lessons of history, no past experience occurs again in exactly the
same way, and the economy inevitably changes and evolves in ways
that cannot be captured precisely with any mathematical model.
For that reason, we need to adjust our model’s predictions with the
third and possibly most important economic forecasting ingredient —
and that is judgment. Think of my example of the musical score. Just
as every conductor’s expert interpretation of a musical score will be
slightly different based upon his or her judgment, we alter our
model’s forecast based on our interpretation of current conditions.
Weighing this balance between the force of history and the force of
current events is critical to the forecasting process because ignoring
either one can easily lead to bad projections.
One fairly recent and prominent example of this interplay between
models and judgment came during the dot.com period. The tech
boom was in high gear, and labor productivity growth rates surpassed
the levels we expected to see. These rates moved from near 2
percent in the mid-1990s to more than 3 percent by 1999. Models
generally failed to anticipate this development because it was not in
their history.
During the tech boom, the FOMC, using judgment, correctly
recognized this productivity burst and how it contributed to lower
inflation, and set monetary policy accordingly. Taking model-based
forecasts of productivity growth and using our judgment to adjust
them higher was clearly the right thing to do, and serves as an
example of how just relying on models and history while ignoring or
misinterpreting current conditions can spell trouble for policymakers.
This example illustrates why the interplay of historical data, models,
and judgment about current conditions becomes so very vital in
structuring economic forecasts.

When Judgment is Paramount: Forecasting in
Uncertain Times
Let me now turn to the challenges of forecasting during today's
uncertain times. I know that some of you in this room produce
economic forecasts for your organizations, and if you do, you know

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Forecasting in Uncertain Times :: May 18, 2010 :: Federal Reserve Bank of Cleveland
that even under normal circumstances, forecasting is a tough job.
During this crisis, it has been even more challenging. And, as
forecasters, it is during times of uncertainty that the role of
judgment becomes especially important.
One way to see this is by looking at the growing importance of
judgment as this most recent recession unfolded. The initial phase of
the recession was moderate and heavily connected to slowing in the
housing sector. Indeed, the second quarter of 2008 had many signs of
a recovery, with GDP posting a surprising spurt of growth. As we all
know too well, those positive signs were fleeting. Models were telling
us that the recovery was beginning; after all, the average recession
lasts less than three quarters. At the same time, discouraging
financial market information kept coming in over the summer, which
weighed against the sustainability of the recovery. In September, the
financial crisis deepened sharply following the collapse of Lehman
Brothers. Outlooks were repeatedly revised down as forecasters, both
public and private, tried to catch up with financial markets.
What happened? As the decline in housing prices began to accelerate
across the country, this exposed underlying cracks in the financial
system. Foreclosures began to rise, loan losses mounted, and housing
prices dropped even more, creating a downward spiral not seen since
the 1930s.
This episode revealed three clear reasons why models became less
useful and why the use of judgment has become so critical. First, as I
mentioned earlier, economic data go back only as far as the 1950s,
so our model could not take into account housing price declines and
troubles in the banking sector that had not been experienced since
the 1930s. Second, with hindsight it is clear that macroeconomic
models do not adequately capture the financial intermediation that
has come to characterize today’s financial system or how it affects
the real economy. Third, the emergency measures that the Federal
Reserve took during this crisis, such as near-zero short-term interest
rates or the large increase in our balance sheet, were entirely
unprecedented and not accommodated by our models. For these
three reasons, we have had to monitor current events closely and
continuously apply judgment to the forecasting process.
And although we have weathered the worst of the financial crisis, we
are still learning a lot about the effects of our policy tools on the
economy as the recovery takes hold. I continue to bring a greater
degree of judgment to the forecasting process than I ordinarily would
in more certain times. And I am not alone in this regard. Since the
onset of the crisis, most of my colleagues on the FOMC have reported
greater uncertainty about their projections for economic growth and
inflation compared with historical norms.

What the Forecast Tells Us Now: Current
Trends
So that's a brief look at the forecasting process at the Federal
Reserve Bank of Cleveland. I will now focus on my current economic
forecast.
As we are all aware, we're emerging from the deepest and longest
recession since the Great Depression. Our models would tell us that
the deeper the downturn in the economy, the more rapid the
recovery. You've probably heard this referred to as a V-shaped
recovery.
However, my outlook is that our journey out of this deep recession
will be a slow one because we face two primary headwinds that I
expect will temper growth for awhile. The first is the effect of
prolonged unemployment, and the second is a heightened sense of

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Forecasting in Uncertain Times :: May 18, 2010 :: Federal Reserve Bank of Cleveland
caution on the part of consumers and businesspeople. Let me explain
the power of these headwinds, beginning with prolonged
unemployment.
Millions of people have lost their jobs during this recession, and while
job loss is common to all recessions, this time around it has been
more severe. Typically, during a recession, for each 1 percent that
GDP falls, the unemployment rate ticks up by about seven-tenths of a
percentage point. In this recession, GDP fell by 4 percent, so you
would expect unemployment to rise by a little less than three
percentage points. Unfortunately, it shot up by more than five
percentage points, which means an extra one-and-a-half million
people lost their jobs compared with our historical experience.
Just as critical is the length of time people are remaining out of work
in this recession. About half of those who are currently unemployed
have been out of work for at least six months, and the longer
someone is out of work, the harder it is to find a job. In the 1982
recession, which was another severe recession, the average duration
of unemployment peaked at 21 weeks, but today the average is
already over 30 weeks—a record high. Research also tells us that
workers lose valuable skills during long spells of unemployment, and
that some jobs simply don't return. So workers who are lucky enough
to find jobs may be going to jobs that aren’t familiar to them, which
means they and the companies they join may suffer some loss of
productivity. Multiply this effect millions of times over, and it has
the potential to dampen overall economic productivity for years.
The second powerful headwind in this recession is a heightened sense
of caution, driven by a deep uncertainty about where the "new
normal" or baseline might be. A whole generation of Americans who
began their working careers in the mid-1980s had experienced only
long periods of prosperity punctuated by just two very brief
downturns. Those experiences encouraged an expectation for
relatively smooth growth. Now everyone's expectations have shifted
as a result of this long and deep recession.
People's attitudes about their own prospects have fundamentally
changed. In a recent survey by Ohio's Xavier University, 60 percent of
those polled believe attaining the American dream is harder for this
generation than ones before. And nearly 70 percent think it will be
even more difficult for their children. Many people are now just
aiming for “financial security” as their American dream.
This has led many people to delay major purchases until their
circumstances are clearer. While home sales have risen slightly as of
late, overall sales have fallen by more than two million since 2006.
Car sales are also still down to an annualized rate of under 12 million
instead of the 16 million or more seen in the years before the
downturn.
Businesses are also cautious. Business leaders base many decisions on
forecasts, and they tell me that they are attaching the same high
degree of uncertainty around their projections as I am. Most business
leaders say that they’re not planning significant hiring until there’s
more clarity about how the recovery is going to progress and about
policies relating to health care, energy, the environment, and taxes.
This caution translates into fewer job opportunities, fewer equipment
purchases, fewer building projects—and on and on.
These two factors—overall caution and the effects of labor market
damage—lead me to an outlook for relatively subdued output growth
through this year and next, with unemployment rates that decline
only gradually.
The two headwinds will also have important implications for my

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Forecasting in Uncertain Times :: May 18, 2010 :: Federal Reserve Bank of Cleveland
inflation forecast. Again, the Federal Reserve’s dual mandate
compels us to promote maximum employment in a context of price
stability. And, as I have noted, the inflation outlook is unusually
uncertain when compared with historical norms. Some observers are
concerned about the likelihood of much higher inflation. Those who
support this view see the possibility of inflation expectations rising as
a result of the public’s concerns about the Federal Reserve's
expanded balance sheet at a time of very large federal budget
deficits. However, there are other observers who place more stock in
arguments that support an outlook for further disinflation. Where do I
stand? In emerging from this recession, there are three key elements
that lead me to conclude inflation will remain subdued: current
inflation, labor costs, and inflation expectations. Because of the
importance I attach to keeping inflation low and stable, I would like
to comment on each of these factors and explain how they fit into
my inflation outlook.
Let’s begin with current inflation. Recent evidence I am seeing puts
momentum on the side of disinflation, at least in the short run.
Measures of core inflation have been falling during the past year.
Core inflation measures are fairly good predictors of near-term
inflation because inflation itself tends to move sluggishly. At the
Federal Reserve Bank of Cleveland, we track two measures of
inflation—what we call the "trimmed mean" and the median CPI
series. Both of these series have been on a disinflationary path since
the middle of 2008, and the prices of roughly 50 percent of the items
we track in our market basket of consumer expenditures have been
declining over the past three months. In this economy, companies are
really holding the line on prices to boost their sales, and they can do
that profitably in part because labor costs are so restrained.
Now let’s turn to the second element, unit labor costs, which I also
see as a good short-term predictor of inflation. Unit labor costs, or
output per labor hour, consist of two components: labor
compensation and labor productivity. While higher productivity is
always good for long-run prosperity, it is also critical for the near­
term inflation outlook. Higher rates of productivity growth reduce
the amount of labor needed to produce a given amount of goods and
services. In today’s labor market, wages are likely to be restrained by
the unemployment situation -- labor supply far exceeds labor
demand. Combining rising productivity with restrained wages causes
the cost of producing goods and services to fall. In fact, the data
show that labor costs have fallen by nearly 5 percent since the fourth
quarter of 2008, and many of my business contacts continue to talk
about wage and price reductions, not increases.
Finally, I pay close attention to inflation expectations. Fortunately,
despite the Federal Reserve’s accommodative monetary policy stance
and well-publicized balance sheet, inflation expectations over the
medium to longer term have remained anchored at near 2 percent.
Here once more, I must temper my forecasting model with
professional judgment. Over the half-century span of data, it is
reasonable to expect that, on average, inflation expectations match
up with actual inflation. It may sound like a self-fulfilling prophecy—
that we get low inflation because we collectively expect low
inflation, but it is nevertheless borne out by both models and
historical precedent.
Let me bring all the elements of my outlook together. For the next
couple of years, I expect employment levels to remain well below
what I would consider full employment. Similarly, I expect inflation
to only gradually drift up from its currently low level but nonetheless
remain subdued. In my view, this outlook warrants exceptionally low
levels of the federal funds rate for an extended period of time. That
said, there is more uncertainty than usual around my outlook, so it

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Forecasting in Uncertain Times :: May 18, 2010 :: Federal Reserve Bank of Cleveland
will be critical to monitor incoming information and respond as
necessary to promote economic recovery and price stability.

Conclusion
I hope that by explaining why and how we develop our forecasts at
the Federal Reserve of Cleveland, you have a better idea about the
logic behind my economic outlook and my monetary policy position.
Of course, I am only one of several FOMC participants. The Federal
Reserve was designed to benefit from a large, diverse, and inclusive
perspective—and that is one of our organization’s greatest strengths.
As most of you are aware, my Bank is one of 12 Reserve Banks in the
Federal Reserve System. Each of the 12 Reserve Bank presidents and
each member of the Board of Governors creates his or her own
forecasts of the national economy. The Board of Governors’ staff also
provides a forecast, known as the Greenbook, which is used as a focal
point for discussion at our FOMC meetings. These many individual
forecasts are based on independently developed models and
separately informed judgments.
Not surprisingly, we do not always hold the same assumptions,
outlooks, or policy preferences. But the forecasting process provides
a very structured way for FOMC participants to discuss the outlook
and our policy options, and to reach decisions. Although this process
requires some time, effort, and diplomacy, it has real value.
Research shows that groups of people can produce better judgments
than a sole decision maker. You can learn the results of our latest
deliberations very soon. We release a summary of our economic
forecasts quarterly, and in fact we will be releasing the minutes of
our last FOMC meeting, held in April, along with our most recent
summary of economic projections, tomorrow afternoon.
I cannot stress enough how difficult forecasting is in uncertain times,
and the extent to which we as forecasters have been analyzing how
to better harness our historical data, our models, and the thought
processes that go into our own judgment of future conditions.

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