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December 16, 2009
The Role of Expectations and Output in the Inflation Process
Jeff Fuhrer1
In current discussions regarding the likely trajectory of inflation, two issues loom large:
First, whether “well-anchored” expectations will help to restrain inflation’s decline, and on the
flip side whether an “unanchoring” of expectations could lead to an undesirably high rate of
inflation; second, whether and to what extent output (or more generally resource utilization)
gaps are useful components of empirical models of inflation and, if they are, to what extent
current gaps will counter-balance the effects of expectations on inflation.
Page three of your handout provides a skeletal depiction of the most widely used
framework for modeling inflation. Some version of this model is in use at virtually all Reserve
Banks and the Board; in fact very little exists in the way of strongly competing frameworks. As
the top left panel of the chart shows, the framework suggests that inflation depends on the
expectation of inflation in the next period, the current value of a driving variable such as
marginal cost of production or an output gap, and the inherent inertia in inflation, captured by
dependence on the previous period’s inflation rate. Many other factors can influence inflation
directly and indirectly, but these key elements sit at the center of the framework and of recent
discussion. The extent to which each of these three factors contributes to the evolution of
inflation remains under considerable debate.
The top right panel of the chart highlights an implication of this simple framework. If the
framework is true in the current period, it holds in the next period as well. If you squint at these
                                                            
1
This presentation draws on material from “The Role of Expectations and Output in the Inflation
Process,” J. Fuhrer and G. Olivei, “The Relationship Between Inflation and Inflation Expectations,” T.
Clark and T. Davig, and “Survey evidence on the perceived relationship between inflation and
government debt among consumers and financial experts,” S. Potter, R. Rich, G. Topa and W. van

der Klaauw, all of which were prepared for this special presentation.
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two panels for a few minutes, you’ll see that the model boiled down implies that inflation
fundamentally depends on current and expected output, as noted in the bottom left panel. Of
course, expectations of output depend in part on expectations of monetary policy. Policy in turn
depends on the inflation goal, which in this framework may vary over time. As a consequence,
expectations of monetary policy actions and the monetary authority’s inflation goal are, not
surprisingly, among the determinants of inflation.
The bottom right panel displays the implications that this framework holds concerning
which expectations measures should best explain inflation. Taken together, the simplest features
of the model in the top left panel and its implications in the next two panels suggest that shortterm inflation expectations matter directly—or equivalently that the expectations for output on
average over the medium term matter directly. Less directly, but importantly for this audience,
long-run inflation expectations should matter, to the extent that they serve as proxies for the
central bank’s long-run inflation goal.
What do “anchored expectations” mean in this framework? Your next exhibit (4)
suggests that anchored expectations should be interpreted as having two components. First, the
public knows the FOMC’s numerical inflation goal, and second, the public believes that goal is
not likely to change—at least not by much. As indicated in the exhibit, many believe that the
Fed’s inflation goal has changed quite significantly in postwar history, particularly in the 1970s
and 1980s. More recent evidence suggests that public perceptions of the Fed’s goal have changed
little in recent years. As shown in your next exhibit (5), a carefully constructed econometric
estimate of the inflation trend—often interpreted as the public’s perception of the FOMC’s
inflation goal—suggests that it has indeed varied over time, that the variation is well-proxied by
the median SPF 10-year CPI inflation forecast, and that this proxy has been remarkably stable

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over the past 10–12 years. If this proxy accurately reflects the relevant expectations, then they
are currently well-anchored indeed.
We now use a model that incorporates all these features—well-anchored expectations,
some effect of output gaps or marginal cost on inflation, and some effect of lagged inflation—to
quantify the extent to which, in circumstances such as those we face today, well-anchored
expectations may serve to offset downward pressures on inflation from dramatic declines in
marginal cost. Your next two exhibits consider such an exercise.
In the first case, shown in exhibit 6, expectations are purely forward-looking. The
economy starts at a 2 percent inflation rate, the black line in the top panel, with marginal cost,
shown in the bottom panel, well below its historical average—as is the case today for real unit
labor costs for the nonfarm business sector, which are about 8-10 percent below their long-run
average. Somewhat optimistically, I assume that the output gap is only modestly negative. In
these circumstances, the inflation rate, the solid black line, falls to a bit below 1 percent, and
rises after two to three years to the Fed’s assumed inflation goal of 2 percent, the red line.
In the second case, shown in your next exhibit (7), inflation depends in roughly equal
measure on lagged and expected inflation. The other features of the simulation are identical, but
the results in this case are dramatically different. Inflation falls significantly below zero, and the
funds rate, the dashed black line, is pinned at the zero lower bound for several quarters. I should
emphasize that the coefficient on marginal cost in these simulations is quite small by historical
standards. One needs only a very small dependence on marginal cost to develop such results.
Clearly, the implications for inflation in this canonical framework depend critically on
the way expectations are formed—purely forward-looking, or with some measure of backwardlooking influence. So which is a better description of inflation? Your next exhibit (8) outlines an

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empirical approach to answering this question. We estimate a model that allows expectations to
be determined by any combination of the following measures: the rational or model-consistent
expectations employed in the preceding simulations, lagged inflation, and short- and long-term
survey expectations, here using the Survey of Professional Forecasters’ measures. We allow the
contributions of these four expectations proxies to vary over time.
Your next exhibit (9) presents a simple summary of the results. On average over the past
30 years, the purely forward-looking expectations have played at most a modest role in
explaining inflation, and that role has declined in importance in recent years. Lagged inflation
has played a somewhat larger role historically, although its role has similarly declined in recent
years. Survey expectations have helped to explain inflation, and their influence appears to have
risen in recent years. The survey measures are well-approximated by slow-moving averages of
recent inflation, which suggests that they too may “anchor” inflation, as they will lend a slowmoving component to it. While this might serve to slow the decline of inflation in the face of
significant marginal cost pressure, it will also slow inflation during its ascent to the Fed’s
inflation goal. The bottom line of this exercise is that the data suggest that the very favorable
outcome in the purely forward-looking exercise of exhibit 6 is not our best forecast.
Your next several exhibits consider what would happen if the public’s inflation
expectations were to become unanchored. Note that the models used in the simulations require
inflation to rise one-for-one with an increase in long-run inflation expectations. Interestingly,
estimates of a less-structured empirical model, shown in exhibit 11, yield the same basic result.
A reasonable interpretation is that when long-run expectations move significantly and
persistently, they likely reflect a change in the public’s perception of our inflation goal. Such a
shift, if sustained, would very likely feed into inflation over time.

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Your next exhibit (12) considers a potential cause of such a shift in longer-run
expectations. Based on the same empirical model, the exhibit examines the response of long-run
expectations to a decline in core inflation. The figure suggests that, over the past 25 years,
persistent deviations of core inflation from the Fed’s inflation goal have engendered significant
movements in long-run expectations. This exhibit highlights the risk that, in the wake of declines
in core inflation over the past year, long-run expectations could also decline. Together with
persistently large output gaps and cost pressures, this could yield large declines in inflation. Of
course, the risk could play out in the opposite direction if expectations moved persistently higher.
A candidate for spurring such a dynamic is the potential link between inflation
expectations and the expected path of federal deficits. The NY Fed conducted a set of surveys to
elicit perceptions among consumers and financial experts about the association between future
changes in government debt and inflation. Survey responses shown in exhibit 13(a) indicate that
a majority of consumers perceive unexpected increases in government debt to be inflationary,
irrespective of whether unexpectedly high debt is due to a shortfall in tax revenues or higher­
than-expected government spending. In a follow-up survey, the scenarios described in the exhibit
were expanded by adding specific hypothetical causes for the increase in government spending
and shortfall in tax revenues. These additions had no effect on the response patterns. Moreover,
they are robust across education, income, and financial literacy categories of consumers.
In contrast to consumers, financial experts view the scenario in which higher-than­
expected debt is due to a shortfall in tax revenues—a recession being the leading cause for such a
scenario—as not inflationary, with 6 out of 11 financial experts associating such conditions with
a decline in inflation. However, 10 out of 11 financial experts perceive the scenario in which
there is higher than expected government spending to be inflationary.

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Having discussed some ways in which expectations could become unanchored, we now
attempt to quantify how unanchored expectations might affect our outlook for inflation. Exhibit
14 displays a simulation of the model we discussed earlier in exhibit 7, except in this case the
public mistakenly believes the central bank’s inflation goal has risen to 3 percent. The upward
pressure that this places on inflation, the black line, is noticeable—inflation does not decline as
deeply as in the simulation with anchored expectations. The funds rate, the black dashed line, is
pinned at the ZLB for a shorter time. But the Fed’s actions and the course of inflation gradually
persuade the public that the Fed’s goal is not 3 percent, so the economy returns to its desired
state of full employment with price stability. Even with un-anchored expectations, very low costs
and sizable slack at the onset of the simulation still imply a protracted period of low inflation.
All of the Phillips-curve models, structural or reduced-form, old-fashioned or new, hinge
on the influence of an activity or cost variable. Without the influence of such a variable, these
relationships are vacuous and inflation is indeterminate—there is no channel for monetary policy
to control inflation, and as suggested in exhibit 3, the relevant expectations have nothing to
anchor them. Exhibits 15 and 16 examine the issue of whether activity gaps have been reliable
inflation predictors. Much ink has been spilled over this issue, so we are unlikely to provide a
definitive answer. But our empirical work corroborates the common-sense findings of Stock and
Watson: Gaps matter when they are large, but less noticeably when they are small.
The figure in exhibit 16 summarizes the evidence simply. Using historical data from 1961
to 2009, the figure compares the absolute value of unemployment gaps on the vertical axis to the
difference between forecast errors from a Phillips curve and a naïve statistical model of inflation
that does not include the activity gap. The reduction in forecast error provided by incorporating
an unemployment gap measure is insignificant when the unemployment gap is near zero, toward

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the bottom of the chart. But as the magnitude of the gap increases, the forecast error made by the
gap-augmented model falls relative to the error from the naïve model, as indicated by the
prevalence of blue diamonds to the left of the vertical axis in the upper half of the chart. This
finding is consistent with the small estimated coefficients on output gaps in Phillips curves for
the 1990s and early 2000s, and explains the finding in some prior research that during those
relatively calm times, a naïve model predicts inflation as well as or better than a gap-dependent
forecasting model. This is less likely to be the case in current circumstances.
What does this empirical finding imply for the current inflation forecast? Your next
exhibit (17) shows that a model that incorporates this nonlinearity explains the past several
years’ inflation data quite well. However, the surge in unemployment over the past year implies
a significant decline in inflation to near zero over the next year or so. Thus, the next several
quarters will provide an important test of this model.
Finally, we would be remiss if we altogether ignored money in a discussion of inflation
dynamics. Your final exhibit, courtesy of the Minneapolis Fed, displays the correlations between
money growth and inflation at progressively longer horizons from left to right. While these
correlations do not show causality, many would agree that over long periods of time, high
growth in money is likely to be accompanied by high inflation. Because such correlations are
essentially contemporaneous, they also do not imply that money can be used to predict future
inflation. As the exhibit suggests, Milton Friedman may now rest in peace.

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Material for Briefing on


The Role of Expectations and Output in the

Inflation Process


Jeff Fuhrer

December 16, 2009


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Overview

•	 Two key determinants of inflation in current economic
thinking

–	 Marginal cost or output gap
–	 Expectations (of inflation and, implicitly, of costs and monetary
policy)

•	 Both are the subject of considerable discussion

–	 Can we measure gaps well? How reliable are gaps as forecasters of
inflation?
–	 Are expectations well-anchored? What do we mean by that? If so,
will they offset downward pressure from costs or output? How are
they connected to monetary policy?

•	 Goals of presentation

–	 Add some economic structure to the discussion
–	 Examine some empirical evidence on the role of gaps and

expectations in determining inflation

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Inflation, expectations, and monetary policy

1. A standard inflation framework
Inflation,
Expected inflation,
next quarter
this
(t+1)
quarter
Output
(t)
or
marginal cost, this
quarter (t)

2. This relationship also holds in “t+1”
Inflation,
Expected inflation,
two quarters
next
hence (t+2)
quarter
Output
(t+1)
or
marginal cost, next
quarter (t+1)

Lagged inflation
(t-1)—“inertia”
3. Implications for expectations, I
• Inflation depends on current and
expected costs/output
• These depend (in part) on monetary
policy
• Monetary policy depends (in part)
on the inflation goal, which may
vary over time
• Expectations of policy actions
and the inflation goal matter

Inflation, this
quarter (t)
4. Implications for expectations, II
• In practical terms, the expectations
that should matter are:
• Short-run inflation expectations
• Long-run inflation expectations,
as a proxy for the Fed’s longrun inflation goal
• Longer-run cost or output
expectations
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“Anchored” expectations in this framework

•	 People know the Fed’s inflation goal, whether it’s subject to
change, and how vigorously the Fed will pursue its inflation
goal
•	 People expect the goal to remain reasonably stable
–	 Note: Historically, some of the longer-term movements in inflation
may well have been caused by fluctuations in the Fed’s inflation goal
–	 For that reason, and because the goal could (in principle) change over
time, we allow for this effect of the Fed’s goal on inflation in our
framework
–	 We expect (and empirical evidence confirms) that this source of
variation is smaller today than it was several decades ago

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“Anchored” expectations and the Fed’s long-run 

inflation goal

•	 Clark and Davig estimate a reduced-form model which shows that long­
term expectations (the 10-year SPF forecast) are an excellent proxy for

“trend inflation”

•	 Trend inflation may be thought of as an indicator of the public’s

perception of the Federal Reserve’s inflation goal

CPI inflation
6

Model: Inflation depends on
- Past inflation
- Inflation trend (unobserved)
- Monetary policy

Blue Chip / SPF long-term forecasts
Trend inflation estimate

5
4
3
2
1
0
1980

•

1985

1990

1995

2000

2005

2010

Long-run expectations/perception of the Fed’s goal “well-anchored” of late
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How much could anchored expectations offset

downward cost and output pressures?


• Answer: depends on how “forward-looking” price-setters are

• Consider two options:
1.
2.

Purely forward-looking/model-consistent
Combination of above and backward-looking

1. Purely forward-looking/model-consistent
No shock to perceived inflation target, ρ=0, b =.85
1

6
4
2
Inflation
Policy rate
Inflation goal

0
-2
-2

0

2

4

6

8

10

6

8

10

Real marginal cost

2
0
-2
-4
-6
-8
-2

0

2

4
year

Purely forward-looking: relatively small and short-lived decline in inflation
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Anchored expectations versus declining marginal 

cost: an intermediate case

2. Mixed No shock to perceived inflation target, ρ=.47, b =.51
model-consistent/backward-looking (50-50)
1

7
6

Inflation
Policy rate
Inflation goal

5
4
3
2
1
0
-1
-2
-3
-2

0

2

4
year

6

8

10

Mixed model: Very different results. Significant disinflation,
with a period during which funds rate is stuck at zero lower bound
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So which model is more realistic?

•	 A somewhat structural approach: modified New
Keynesian Phillips Curve, in which expectations may
be any combination of
-

“Model-consistent” or “rational” expectations

Backward-looking behavior (average of past four quarters)

Survey-based inflation expectations

SPF one-year-ahead (median of forecasts)

SPF 10-year average (median of forecasts)


= 	µ π
πt

avg
1 t −1

+ µ2 Et −1π t +1 + µ3π

S1
t

+ (1− µ1 − µ2 − µ3 )π

S 10
t

pto−1

+ γ yt	 + d ∆
+ εt
pt −1

•	 See how these have changed over time, and what is
important today
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Results

Which expectations proxies best explain inflation?
Weight in model over past
30 years

Past 10 years: larger or
smaller influence?

Model-consistent
expectations

Small to moderate

Smaller

Lagged inflation

Moderate

Smaller

1- year SPF survey

Small to moderate in some
cases

Mixed

10-year SPF survey

Small to moderate in some
cases

Larger in some cases

Proxy

•	 Bottom line:

–	 Model-consistent expectations matter relatively little
–	 The extreme model with purely forward-looking expectations
is not well-supported in the data
–	 Modest role for inertial survey expectations in explaining
short-run fluctuations in inflation
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What if expectations are not fully anchored? 


How would a change in long-term inflation expectations affect inflation?


•	 The inflation scenarios just presented treat long-term expectations
as anchored at the Fed’s inflation goal
•	 But expectations have moved historically, perhaps because the
Fed’s inflation goal has changed significantly over time
–	 From the early 1980s to the early 2000s, long-run expectations
dropped from just below 6% to 2.5%
•	 The models used in the scenarios imply that inflation eventually
moves one-for-one with a sustained change in expectations
•	 An empirical model that does not impose the one-for-one passthrough of expectations into actual inflation validates this
assumption

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Estimate of the effect on inflation of a change in long-term
inflation expectations

•	 Model: vector autoregression including the SPF-10 year expectation, core PCE

inflation, economic activity, and the federal funds rate (estimated 1983-2009)

•	 Consider response to a 50 basis point one-time shock to the SPF 10-year expectation
•	 The shock results in a persistent increase in the SPF expectation
•	 The shock also generates a persistent rise in inflation, which roughly matches
the rise in expectations
• Change in long-run expectations—inflation goal?—reflected one-for-one in inflation
Percentage	
points

1

PercentageCore PCE Inflation Response to 0.5%
points

SPF-10Y Response to 0.5% SPF-10Y Shock

70% confidence band

Point estimate

0.75

Shock

1

70% confidence band

SPF-10Y

Point estimate

0.75

0.5

0.5

0.25

0.25

0

0

-0.25

-0.25
0

1

2

3

4

5 6 7 8 9 10 11 12 13 14 15

Periods since shock
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0

1

2

3

4

5 6 7 8 9 10 11 12 13 14 15

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What factors could un-anchor inflation expectations?
•	

Vector autoregressive models indicate survey-based expectations generally respond more to
price variables than to economic activity or monetary policy
The scenario: a -1%, one period shock to core PCE inflation
•	 The shock results in a sustained reduction in core inflation of about -0.25%
•	 The federal funds rate (not shown) falls in response
Long-run expectations gradually decline, but by a small amount—about 0.08%
Expectations should remain anchored as long as policy responds appropriately to inflation
developments

•	

•	
•	
Percentage
points

Core PCE Inflation Response to -1.0% Core Shock

Percentage
points

SPF-10Y Response to -1.0% Core Shock

0

0

-0.025

-0.2
70% confidence band

-0.4

Point estimate

-0.05
-0.075
-0.1

-0.6

-0.125

-0.8

-0.15

-1

-0.175

-1.2

70% confidence band

-0.2
0

1

2

3

4

5 6 7 8 9 10 11 12 13 14 15

Periods since shock	
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Point estimate
0

1

2

3

4

5

6

7

8

9 10 11 12 13 14 15


Periods since shock



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Survey Results: Government Debt and Inflation Expectations

Exhibit 13a: Perceptions of Consumers and Financial Experts
A. Consider the following scenario: over the next 12 months, the government debt ends up growing substantially more than the administration
has predicted BECAUSE tax revenues are lower than expected while the level of government spending remains on target. Under this scenario,
how would this change your forecast for the rate of inflation over the next 12 months?
B. Now consider this alternative scenario: over the next 12 months, the government debt ends up growing substantially more than the
administration has predicted BECAUSE the level of government spending is much higher than expected while tax revenues remain on target.
Under this alternative scenario, how would this change your forecast for the rate of inflation over the next 12 months?

Question A

Number (percentage) responding:

Question B

Consumers

Experts

Consumers

Experts

8 (2%)

1

12 (3%)

0

I would expect somewhat lower inflation

41 (10%)

5

37 (9%)

0

I don't believe that it would have an effect on inflation

74 (18%)

4

94 (23%)

1

I would expect somewhat higher inflation

245 (60%)

1

196 (48%)

10

37 (9%)

0

69 (17%)

0

409

11

408

11

I would expect much lower inflation

I would expect much higher inflation
Total responses

Exhibit 13b: Consumer Expectations
In percentage terms, by how much do you expect the level of government debt to be [higher/lower] twelve months from now?
Quartiles of distribution of expected percentage change in government
debt

All

College

Less than College

25th percentile

+5%

+5%

+5%

Median

+10%

+10%

+12%

+20%

+20%

+25%

1,198

615

583

75th

percentile

Total responses

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An unanchored expectations scenario

• Public believes inflation target has risen to 3% (deficit fears?)

• Other economic conditions the same as previous simulations

Shock to perceived inflation target, ρ=.47, b =.51
Mixed model-consistent/backward-looking (50-50)
1
7
6
5

Inflation
Policy rate
Inflation goal
Public's perceived goal

4
3
2
1
0
-1
-2
-2

0

2

4

year

6

8

10

• Still implies a significant drop in inflation and policy rate

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Do output gaps matter?

•	 Much appropriate discussion about difficulty of
measurement, small coefficients in estimated equations, etc.
•	 We allow for a “nonlinearity”—viz that output or
unemployment gaps matter when they’re large, not much
when they’re smaller
•	 How large is large?
–	 Stock and Watson (2009) and Fuhrer and Olivei (2009) find threshold
for output gap at approximately 3 percentage points (1.5 percentage
points away from estimated NAIRU for unemployment)

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Gaps matter when they’re large


Improvement in forecast error from including gap variables
4.5

Absolute Value of the Unemployment Rate Gap, %

4

Larger
Unemployment
gap

3.5
Late 1960s

3
2.5
2
1.5
1

Phillips curve
more accurate

Naïve model
more accurate

0.5
0

-3.5

-2.5

-1.5

-0.5

0.5

1.5

2.5

Difference Between Phillips Curve Inflation Forecast Error and

Random Walk Inflation Forecast Error

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What does this model imply for the current

outlook?

Out-of-sample fit of threshold model
3

%

%

3

2.5

2.5

2

2

1.5

1.5

Predicted Core PCE Inflation from Threshold Equation
1

1

Core PCE Inflation, 4-quarter

0.5

0.5

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Money and Inflation

We had to say something, or Milton Friedman would have been very angry
One-year averages

Five-year averages	

Ten-year averages

• The correlation improves as the horizon lengthens
• Correlation does not imply causality

–	 But many would expect a money-to-inflation causality, in the long
run

• Contemporaneous correlations: Prediction not implied

–	 High money growth now does not necessarily imply high inflation
later
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