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economic brief
OctOber 2008, eb08-01

inflation expectations:
their sources and effects
by Yash P. Mehra and devin reilly

Shocks to the macroeconomy
can affect the public’s expectations
about inflation. But if the
Federal Reserve monitors those
expectations carefully and
vigilantly pursues price stability,
it can establish credibility and
keep inflation in check.

Over the past year, rising inflation paired with growing unemployment
have posed an increasingly complex problem for the Federal Reserve.
The Consumer Price Index (CPI) jumped 5.6 percent from July 2007 to
July 2008, a rate of growth not seen since the early 1990s. Given this
macroeconomic climate, understanding the Federal Reserve’s ability to
control inflation has become even more important. A recent paper by
Sylvain Leduc, Keith Sill, and Tom Stark (2007), referred to hereafter as
LSS (2007)1 , analyzes the significance of the public’s inflation expectations on actual inflation. The authors find that, prior to 1979, the Fed
accommodated high inflation expectations, which in turn created
persistent inflation spikes. This behavior is not present after 1979,
providing evidence that the Fed changed its response to inflation.
While LSS (2007) focused more on movements in actual inflation,
a recent paper from the Richmond Fed investigates macroeconomic
determinants of inflation and their effects on expected inflation.2
In their spring 2008 article in the Federal Reserve Bank of Richmond’s
Economic Quarterly “ On the Sources of Movements in Inflation Expectations: A Few Insights from a VAR Model,” Yash Mehra and Christopher Herrington use a model similar to LSS (2007) to measure the
impact of macroeconomic shocks on expectations and how these
effects have changed over the sample period: 1953 to 2007.
Current research on this topic is of considerable interest to the Federal
Reserve, as its principal task is achieving and maintaining price
stability. This Economic Brief provides a discussion of the methodology
and results of Mehra and Herrington’s paper, as well as its implications
for Federal Reserve policy in regards to inflation.

eb08-01 - the federal reserVe bank Of richMOnd

MOdel Mechanics and Variable MeasureMent
Mehra and Herrington’s paper uses a structural vector autoregression
(VAR) that was initially used in LSS (2007). A VAR is an econometric
model that describes the evolution of the interactions between
several variables. In this context, the authors use a VAR to analyze the
behavior of expected inflation, actual inflation, commodity prices,
the unemployment rate, the short-term nominal interest rate, and an
oil shock variable. Using a structure similar to LSS (2007), the authors
are able to specify the model so that only certain variables are affected
by contemporaneous information. For instance, under the basic setup,
expectations of inflation in a given time period are unaffected by the
other variables in the VAR at that time. They are affected only by past

levels of expectations and past values of the other five variables.
Mehra and Herrington also use alternative specifications, where
expectations can respond contemporaneously to all other variables.
This exercise does not significantly change the results of the model.
Expected inflation is measured by the Livingston Survey, which summarizes the eight-month-ahead CPI forecasts of experts from industry,
government, academia, and banking, and is conducted twice a year by
the Federal Reserve Bank of Philadelphia. Actual inflation is taken as
a six-month change in the CPI. Commodity prices and unemployment
are six-month averages of their respective indices. Short-term nominal
interest rates are six-month averages of the three-month Treasury bill
rate. The oil shock is measured by a dummy variable, which can be
formulated in one of two ways, both outlined by James Hamilton
(2003).3 The first method looks at oil price increases stemming from
drops in oil production caused by political events. Hamilton isolates
five of these events, and the dummy variable takes a value equal to
the drop in world production for each event and is otherwise zero.
The other method measures net oil price increases relative to past
two-year peaks. This allows the VAR to consider recent episodes in
which oil shocks were not caused by political disruption, but rather
by growing demand from developing economies.
exPectatiOn dYnaMics change in the 1980s
Figure 1 contains a graphical representation of some of the variables
included in the VAR. They are split into two separate time periods, the
first half of 1950 through the first half of 1979, and the second half of
1979 through the first half of 2007. We notice from the top panels of
Figure 1 that expectations do move with actual inflation in both periods, but also tend to under-predict inflation when it is
accelerating and over-predict it when it is decelerating. This implies
that survey participants did not respond immediately to actual inflation numbers, which in turn suggests that the co-movement of the two
variables may have come from actual inflation responding to expectations. We can also see from the movements in the real interest rate that
the Fed responded more aggressively during the 1980s to inflation than
before. The real rate turned negative during the inflation of the late
1970s, contributing to persistent inflation throughout the decade.
However, in the 1980s, monetary policy became much more responsive, with interest rates rising more sharply to combat high inflation.
Figure 2 shows how one-time, unanticipated shocks to each variable
affect public expectations of inflation.4 These shocks are 1 percent
increases for all variables in the VAR except commodity prices, for
which a shock represents a 100 percent increase. It is striking to
see the differences between the Great Inflation (GI) period,
the first half of 1953 through the first half of 1979, and the Great


PAGE 2 EB08-01

Moderation (GM) period, the first half of 1985 through the first half
of 2007.5 During the GI period, we see that both actual inflation and
expectations shocks have a sustained impact on expected inflation,
lasting all 12 years of the simulation. In the GM period, these same
shocks cause only transitory increases in expected inflation: Expectations begin to fall after only one year, quickly returning to pre-shock
levels.
For a 100 percent commodity price shock, expectations in the GI
period see a 10 percent increase after a year, lasting throughout the
entire simulation. Yet, for the GM period, we see a very small jump in
expectations one period after the same shock. Also, after one year,
expectations fall back to pre-shock levels. Unemployment increases
have opposite effects in the GI and GM periods. In the former,
expected inflation permanently increases, while in the latter, there is
a temporary decrease in expected inflation. These results point to a
change in the nature of expectations between the GI and GM periods
– namely, they suggest a stabilization in expectations in the 1980s.
MOnetarY POlicY resPOnse tO VariOus shOcks
A common explanation for persistent inflation in the 1970s is that the
monetary policy response was not sufficiently aggressive. Figure 3
shows the responses of actual inflation, expectations, the nominal
interest rate, and the real interest rate to a 1 percent expectations
shock. This figure is broken into three periods: GI, GM, and a third
period, 1979 to 2001. In the pre-1979 sample, the nominal rate rises
with a shock, but not enough to keep the real rate positive for an
extended period of time. For the 1979 to 2001 period, the response is
far less accommodating to inflation, with a more than 1 percent jump
in the real interest rate. For the GM period, the response is somewhat
muted; however, Mehra and Herrington argue that this may be
because this period witnessed low and stable inflation, which would
naturally lead to less aggressive responses than when the Fed was attempting to reduce inflation during the 1980s. There are similar interest rate responses to a shock in commodity prices. The real rate
becomes negative in the GI period, but aggressively rises in both
periods after 1979. Finally, although oil shocks have transitory effects
on expected inflation in all three time periods, they are more muted
after 1979 than during the GI period. In fact, the GM period sees an
initial statistically significant decline in expected inflation following
an oil shock.
These three responses demonstrate how expectations are shaped by
the Federal Reserve’s response to inflation. When people are confident
that the Fed will not accommodate inflation, their expectations will not
change significantly, thereby making a persistent increase in
actual inflation unlikely. Each result is consistent with the idea that the

Fed’s aggressive interest rate policy after 1979 helped to keep
responses in expectations temporary and more muted. It also implies
that the Federal Reserve has earned a great deal of credibility since
1979. People now are confident that the interest rate response to a
shock will be strong enough to combat inflation, and, therefore, they
do not adjust their long-term expectations in response to a one-time
shock. This is especially true for commodity price shocks. In the pre1979 sample, commodity price shocks account for between 40 percent
and 50 percent of the variance in expectations. However, after 1979,
these same shocks account for only between 11 percent and 22 percent
of that variation. This points to an increased confidence that the Fed
will contain inflation even as the public faces higher commodity prices.

variables, which could be an area of further research. Despite this,
“On the Sources of Movements in Inflation Expectations” provides
insight into inflation dynamics and suggests that the Fed must seek to
monitor expectations to ensure that they do not unhinge and turn into
persistent increases in actual inflation


Yash P. Mehra is a senior economist and policy advisor in
the research department of the federal reserve bank of
richmond. devin reilly is a research associate in the
research department.

endnOtes

cOncluding thOughts
Mehra and Herrington’s paper uses a VAR including the following
variables: expected inflation, actual inflation, commodity prices,
short-term interest rates, unemployment, and oil shocks to analyze
the macroeconomic factors that may influence expectations of inflation, and how these influences have changed over the sample period
of 1953 to 2007. During the Great Inflation period, unanticipated
shocks to expected inflation, commodity prices, and actual inflation
all led to sustained and significant increases in expectations. After
1979, these responses are more muted, which may help to explain
why shocks after 1979 have not led to persistent increases in inflation.
A major source of these changes is the more aggressive response of
the Federal Reserve after 1979 to economic shocks that affect
expectations. Prior to 1979, nominal interest rates did not rise
sufficiently to offset expectations spikes, and thus real rates fell. This
accommodative policy allowed for permanent increases in expected
inflation, which in turn pushed up actual inflation. However, in the
sample periods after 1979, we see a stronger interest rate response
following a shock. This kept inflation expectations in check, and
strongly influenced the lack of inflation persistence in the post-1979
period. It also suggests that the Fed has gained credibility since 1979,
as the general public no longer changes its inflation expectations in
response to oil or commodity shocks, since it believes the Fed will not
allow those shocks to pass through to actual inflation levels.

1 Leduc, Sylvain, Keith Sill, and Tom Stark. 2007. “Self-Fulfilling Expectations and the Inflation of the
1970s: Evidence from the Livingston Survey.” Journal of Monetary Economics 54: 433-459.

2

Mehra, Yash P., and Christopher Herrington. 2008. “On the Sources of Movements in Inflation Expectations: A Few Insights from a VAR Model.” Federal Reserve Bank of Richmond Economic Quarterly
94: 121-146.

3

Hamilton, James D. 2003. “What is an Oil Shock?” Journal of Econometrics 113: 363-398.

4

Figures 2 and 3 show the point estimates produced by the model. In their paper, Mehra and Herrington also estimate 68 percent and 90 percent confidence bands.

5

The Great Inflation period discussed in the article includes the subperiod 1953 to 1965, when inflation was low and stable. The authors included this subperiod to produce more reliable estimates of
VAR parameters.

6

Ang , Andrew, Geert Bekaert, and Min Wei. 2006. “Do Macro Variables, Asset Markets, or Surveys
Forecast Inflation Better?” Finance and Economics Discussion Series 2006-15, Board of Governors of
the Federal Reserve System.

Further research could potentially show that the results change
when more variables are considered. For instance, Andrew Ang,
Geert Bekaert, and Min Wei (2006) argue that surveys provide better
forecasts of inflation since they may capture information from several
sources not summarized by a single model.6 In addition, a VAR is
inherently backward-looking since expectations respond only to past
or, at most, current variables. These concerns mean that exogenous
movements in expectations may in fact represent overlooked


EB08-01 PAGE 3

figure 1: Var data
1950:1 t0 1979:1

1979:2 t0 2007:1

exPected and actual inflatiOn

exPected and actual inflatiOn

15.00

16.00

12.50

14.00
12.00

Inflation Rate

Inflation Rate

10.00
7.50
5.00

10.00
8.00
6.00

2.50

4.00

0.00

2.00
0.00

-2.50
1950

1954

1958

1962

1966

1970

1974

1979

1978

1983

1987

1991

1995

6.50

6.50

6.00

6.00

Log of Commodity Price

Log of Commodity Price

lOg Of cOMMOditY Prices

5.50
5.00
4.50
4.00

5.50
5.00
4.50
4.00

1950

1954

1958

1962

1966

1970

1974

1978

1979

1983

1987

1991

Year

1995

1999

2003

2007

1995

1999

2003

2007

Year

exPected real rate

exPected real rate

5.00

8.00

4.00

7.00

Expected Real Rate (%)

Expected Real Rate (%)

2007

Expected Inflation

Actual Inflation

Expected Inflation

lOg Of cOMMOditY Prices

3.00
2.00
1.00
0.00
-1.00
-2.00

6.00
5.00
4.00
3.00
2.00
1.00
0.00
-1.00

-3.00

-2.00
1950

1954

1958

1962

1966

Year


2003

Year

Year
Actual Inflation

1999

PAGE 4 EB08-01

1970

1974

1978

1979

1983

1987

1991

Year

figure 2: exPected inflatiOn resPOnse tO . . .

(continued on Page 6)

1953:1 t0 1979:1

1985:1 t0 2007:1
exPectatiOns shOck

1.5

Response of Expected
Inflation (%)

Response of Expected
Inflation (%)

exPectatiOns shOck

1.0
0.5
0.0
-0.5
1

3

5

7

9

11

13

15

17

19

21

23

1.5
1.0
0.5
0.0
-0.5

25

1

3

5

7

9

11

Period

0.4

0.4

Response of Expected
Inflation (%)

inflatiOn shOck

Response of Expected
Inflation (%)

inflatiOn shOck

0.2
0.0
-0.2
1

3

5

7

9

11

13

15

17

19

21

23

1

Response of Expected
Inflation (%)

Response of Expected
Inflation (%)

0.0
-10.0
9

11

13

15

17

19

21

23

25

3

5

7

9

11

13

15

17

19

21

23

25

20.0
10.0
0.0
-10.0
1

25

3

5

7

9

11

13

15

17

19

21

23

25

Period

Oil shOck

Oil shOck

0.2

Response of Expected
Inflation (%)

Response of Expected
Inflation (%)

23

-0.2

Period

0.1
0.0
-0.1
-0.2
1

3

5

7

9

11

13

15

17

19

21

23

0.2
0.1
0.0
-0.1
-0.2

25

1

3

5

7

9

11

Period

Response of Expected
Inflation (%)

0.5
0.0
-0.5
-1.0
3

5

15

17

19

21

23

25

15

17

19

21

23

25

uneMPlOYMent shOck

1.0

1

13

Period

uneMPlOYMent shOck
Response of Expected
Inflation (%)

21

cOMMOditY Price shOck

10.0

7

19

Period

20.0

5

17

0.0

25

cOMMOditY Price shOck

3

15

0.2

Period

1

13

Period

7

9

11

13

Period

15

17

19

21

23

25

1.0
0.5
0.0
-0.5
-1.0
1

3

5

7

9

11

13

Period


EB08-01 PAGE 5

figure 2: exPected inflatiOn resPOnse tO . . .

(continued from Page 5)

1985:1 t0 2007:1

tO interest rate shOck

tO interest rate shOck

0.8

Response of Expected
Inflation (%)

Response of Expected
Inflation (%)

1953:1 t0 1979:1

0.4
0.0
-0.4
-0.8
1

3

5

7

9

11

13

15

17

19

21

23

0.8
0.4
0.0
-0.4
-0.8

25

1

3

5

7

9

11

Period

13

15

17

19

21

23

25

Period

figure 3: shOck tO inflatiOn exPectatiOns

(continued to Page 7)

1953:1 t0 1979:1
exPected inflatiOn resPOnse

3.0

Response of Expectations Shock
(% Change)

Response of Expectations Shock
(% Change)

inflatiOn resPOnse
2.5
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0

1.5

1.0

0.5

0.0

-0.5
1

3

5

7

9

11

13

15

17

19

21

23

25

1

3

5

7

9

11

Period

nOMinal interest rate resPOnse

15

17

19

21

23

25

15

17

19

21

23

25

15

17

19

21

23

25

real interest rate resPOnse

2.5

Response of Expectations Shock
(% Change)

Response of Expectations Shock
(% Change)

13

Period

2.0
1.5
1.0
0.5
0.0
-0.5
-1.0

2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5

1

3

5

7

9

11

13

15

17

19

21

23

25

1

3

5

7

9

11

Period

13

Period

1979:2 t0 2001:1
exPected inflatiOn resPOnse

3.0

Response of Expectations Shock
(% Change)

Response of Expectations Shock
(% Change)

inflatiOn resPOnse
2.5
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0

1.0

0.5

0.0

-0.5
1

3

5

7

9

11

13

Period


1.5

PAGE 6 EB08-01

15

17

19

21

23

25

1

3

5

7

9

11

13

Period

figure 3: shOck tO inflatiOn exPectatiOns

(continued from Page 6)

1979:2 t0 2001:1
real interest rate resPOnse

2.5

Response of Expectations Shock
(% Change)

Response of Expectations Shock
(% Change)

nOMinal interest rate resPOnse
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
1

3

5

7

9

11

13

15

17

19

21

23

2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5

25

1

3

5

7

9

11

Period

13

15

17

19

21

23

25

15

17

19

21

23

25

15

17

19

21

23

25

Period

1985:1 t0 2007:1
exPected inflatiOn resPOnse

3.0

Response of Expectations Shock
(% Change)

Response of Expectations Shock
(% Change)

inflatiOn resPOnse
2.5
2.0
1.5
1.0
0.5
0.0
-0.5
-1.0

1.5

1.0

0.5

0.0

-0.5
1

3

5

7

9

11

13

15

17

19

21

23

25

1

3

5

7

9

11

Period

nOMinal interest rate resPOnse

real interest rate resPOnse

2.5

Response of Expectations Shock
(% Change)

Response of Expectations Shock
(% Change)

13

Period

2.0
1.5
1.0
0.5
0.0
-0.5
-1.0

2.0
1.5
1.0
0.5
0.0
-0.5
-1.0
-1.5

1

3

5

7

9

11

13

Period

15

17

19

21

23

25

1

3

5

7

9

11

13

Period



EB08-01 PAGE 7