Carnegie-Rochester North-Holland
Conference
Series on Public
Policy
24 (1986)
276-288
THE TIME SERIES BEHAVIOROF REAL INTEREST RATES A COMMENT 6.
WILLIAM
Graduate
School
of Management
University
of
I. The
Huizinga
changes
in
October,
1979
real
and
interest
signed Huizinga
October,
first
announced
rather
than
less
pronounced
when the
the
cause
in
behavior
results
the
they
the
seem too
good
enough their
series
behavior
regimes.
advocate, the
In
the
attempting Huizinga/Mishkin
*Support Rochester
is
from the gratefully
0 167-2231/86/$03.50
rest
of
Elsevier
Science
rates
after
sole
reliance
the
recent
period
paper but
are
are
seems
B.V.
Fed
supply
targets
Mishkin
find
a
1982,
on money behavior
supply of
real
World
War I
and they
find
a be-
techniques changes
play
the
about clear
Policy
(North-Holland)
and
used
in moderate
coincident
I will
in Government
Publishers
when the
thought-provoking
changes
questions it
de-
differently
following
large
that
or raise
are
process,
October,
amounts,
of
time.
relatively
this
results,
and
parameter
rates
qualify
on money
Huizinga
The statistical
small
Center for Research acknowledged.
0 1986
month
paper
be true.
interest
to
is the
by large
at that
indicate
real
that
the
rate
rates
detect
findings of
study
discount
to
behaved
of
Huizinga/Mishkin
to
have
was abandoning impressions
real
rates
in
behavior that
stochastic
the
Board
the
a
real
that
Reserve tests
of
primarily of
case
in
statistical
targets.
behavior
it
the
of
focusing
and Mishkin of
Federal changes
interest
rate
their
in
powerful
of
that
Huizinga increased
so
of
change
the
Of course,
interest
Fed
sizes,
of
before.
a strong
major
parameters
real
a new policy
in the The
in
than
nominal
rates,
change
not
1979
by
the
show that
presents
caused
a variety in
To corroborate
interest when
Through
Fed announced
targets.
1982
changes
and Mishkin
paper
"regimes"
in October,
detect
after
[1985]
policy
rates.
to
Rochester
INTRODUCTION
and Mishkin
monetary
SCHWERT*
the
are
sample
in
the
time
with
the
changes
role
of
Devil's
interpretation
that
even
Business
at
a skeptic
the
University
must
conclude
that
the
II,
To study (ex
post)
whether
monetary
interest
process
for
real
the
real
rate
rates,
xt,
(b)
the
current
shock"
variable,
Wilcox
[19831).
the
rate
direct
measures not
improve the
problem
of
two
rate
rate
in
rates
for
1926183, adjusted
so
Treasury
Bill the
as that
the
I use
average
of
Price
Index
1 contains
between of
the
of
C.P.I.
and
and of
the
inflation
real
interest
I was curious process and
as
for
real
Mishkin.
Ac-
and Mishkin,
equals
real
rates
has increased
the
ex post
It
is
real
loan is
are rates
inflation
rate)
apparent
from
in recent
between rates,
average
rate
variables
and the
1918-83.
[19841 time
inflation
the
from
Ibbotson
brokers'
rates
rates
276
for rate
sides
by Huizinga
from
All
rate
the
variable,
and
Huizinga
one-month
(CPI-U). a plot
to
variable.
The monthly
nominal
variables
model
both
nominal
studied
come
these
1926.
as
variable,
shock
stochastic
by
shock
rates
1918-26 during
percentage volatility
supply
interest
the
Figure
difference annual
use their
rate
inflation
from
[1977]), the
that
the
identical
of the
to
reached to
supply
behavior
of
similar
such
current
rate
and Schwert
conclusions data
between
Consumer
compounded. (the
Nelson
is
the
lagged
the
as (although
a predetermined
of
relation
specifications
not
rates
its
rates
The Huizinga/Mishkin
nominal
studied
and
discount
that
interest
rate.
the
I have States
of
the
(see
models). is
a regression rate,
a "supply energy
such
on real
believe
rate rate
inflation
interest
the
that
real
(c) of
Reserve
policy
their
inflation
variables
Federal
of
and
sto-
regression
(C.P.I.) price
of
the
consider it,
use
they
power
to
one-month
and
the
not
behavior
specify
lagged
rate,
do
interest
the
example,
I did for
analysis.
the
to
relative
monetary
(subtracting
alter
that
or
affects
(a)
the
16 indicates
the
I analyzed
Data
in
of
nominal
alternative
cordingly,
supply
equivalent
United
would
further
and Mishkin of
they
predictive
regression). the
(see,
except
footnote
inflation
whether
rates
in
is
necessary
interest
change
influence
nominal
of
real
the
forecasting
current
lags
money
of
the
shifts
first
Huizinga
nominal
forecasting
rate
deserve
regime is
as a function
lagged
current
of
real
on the
from
the
Since problem
the
to
of
discussion
the
it
Interestingly,
growth
discovered
policy
rates.
for
would
have
rates,
models
the
they
ALTERNATIVE STOCHASTIC PROCESSES FOR EX POSTREALRATESOF INTEREST
real
chastic
facts
years
of
the
calculated continuously of
interest expressed
this relative
graph to
-
-,
-60
-70
18
-
0
-50
-40
-30
-20
-10
10
20
30
50
23
28
33 March
38
Ex
Post
43 1918
I
Real
48 -
53 December
Rates
Figure of
58
1 Interest
1983
63
68
73
78
83
I
post-1953
the
much more
volatile
Figure interest of
than
is
suggested
tive
real
during
rates
1920.
behavior
This
is
raised
in
predicted
Mishkin. lowered
the
period discount real
ation
in
in real
the nor
real
To provide a model
for
interest
rate
the with
(“t
- “t-1)
that
inflation
on the
rate
This
is
due to the there
that
the
predicted during the
Federal changes
Huizinga
release
and
of
World
rate
and
substantial
not
vari-
explained
by
data
policy.
Huizinga/Mishkin
as
variable
inflation
is
is
Again,
more
by
CPI
that nega-
many other
studied the
method
shows
when
are
not
crude
dramatically
and Mishkin there
series
a first-order
of
1979.
much
rose
Nevertheless,
check
rate
generally
particular,
raised
in monetary
is
then
in mid-1946
rate
real good
around
rate
are
artificially
real
a further
and
Of course,
changes
is
plot
1953-70,
In
by Huizinga
rate.
predicted
by apparent
real
1919-20
rates
rates
rates. This
dramatically
rate.
which
real
from
period.
series
real
percentage
interest).
studied rate
measured
rose
predicted
from
of
[19841 as a relatively of stable
post-1979
its
controls
the
errors,
the
annual 12 monthly
rates
they
the
negative
The drop
II price
War
last
relatively
of
in
were
Reserve the
were
real
197Os, and
the
1953 than
real
the
the
behavior
period.
of
of
(or
rates
the
before
post-1979
by Fama and Gibbons
inflation
predicted
pre-1953
the
forecasts
on an average
forecasting
however,
in the
2 contains based
model
However,
experience.
a function
moving
I estimate
results, of
the
(MA(l))
average
current
nominal
process
for
the
errors,
where the
(mt-mt-I) change
and L is by Nelson est
is
in the the
= a
the
lag and
lagged
in
the
interest
operator
and Schwert
rates
change
nominal
(1)
+ e(i,-it-I)+(l-eL)E,,
Lkxt
(i.e.,
[1977] inflation.
monthly
rate,
e is
inflation
rate,
the
average
= xt-k).
to forecast It
moving
This
inflation
is
the
(it-it-I) same model
as a function
differs
from
the
is
parameter, of
used inter-
Huizinga/Mishkin
model,
=t =a+Bi because used
an exponentially in
Nevertheless, Table
(l),
whereas the
weighted only
1 contains
average
the
information estimates
(2)
+ ypmt-2 + Et’
t + Y2?-1
last set of
two
for
these
the
of
all
inflation
inflation
rates
two models
Nelson/Schwert
278
past is
model
are the
rates used
in
is (2).
same. in
(1) and the
18
-
-15
-
-
0
-10
-5
-
10
--
-
15
5-
-
20
25
23
28
33 March
38
Predicted
43 1919
48
Real
-
Figure
December
53
Rates
58
2 of
63 1983
Interest
68
73
78
83
Table
Alternative
Models (Standard
for the C.P.I. Inflation Errors in Parentheses)
A. (Ht-H+-,)
1
Rate
Nelson-Schwert
= a+B(i
t -i t-1
) + (l-9L)Et
(1)
F-Test Sample 4/18
Period
a
---L-
- 5/20
.OOl (.ool)
(11.4)
e
-
-I .a9
(Degrees
s(E)
.542
for
Stability of
Freedom)
.0125
t.1771 0.63 (3,111)
4118 l/53
.ooa
- 12127
.077 (2.02) .a94 c.163)
C.0004) .ooo
- g/79
(.ooool)
.531 c.080) . a97 c.026)
.0094 .0022 3.04 (3.366)
i/53
-
12183
,
.OOO
.714
(.00002)
8. Ht
Sample 4/18
Period - 5/20
0
= a + B it
-A!..003 C.015)
.a20 C.030)
f.133)
3.31 (4.45)
Huizinga + Y,H+,
- Mishkin +
Al-
r2nte2
22-
.252 C.199)
.0023
-.193 C.199)
(2)
+ et
S(E)
F-test for Stability (Degrees of Freedom)
.0102 8.47 (4,109)
4/18 l/53
- 12/27
.682
.532
.lOl
.0091
- 9/79
.06) .860
.094) .177
(.094) .214
.0022
.115)
.054)
C.055) 8.43 (4,364)
i/53
- 12183
.ooo
(.oMm Note:
.360 (.067)
.332 C.051)
.256 C.050)
nt
.0024
is the one-month nominal is the monthly C.P.I. inflation rate, it (either brokers’ time loans or Treasury Bills), and L is the lag operator, S(E) is the standard devia’tion of the residuals. The F-test for stability fit from the overall sample period with the fit from estimating coefficients after the changes in “regime” (either 6/20 or 10/79).
280
interest
rate
LkXt=Xtek. compares the before and
Huizinga/Mishkin and for
the
and
January
tests
for
the
these
results
above
8.0 stable
the
1953-83
models
Perhaps assumption nonstationary
the
the
to
random
in
terms
rate,
of
both
Plosser
of
about
properties
scope
of
cation
is
chastic
of
in
the
the
of
inflation
the
real
these
that
the of
errors
11976, Chapter
4]),
the
there varispecified
nominal
interest
As discussed on the
While of
is
is
it of
the
statisti-
is
beyond
which
change
sensitive
in
119821,
and White
effects
is
that
model
question
interest
these like
Schwert,
magnitude
in behave
processes.
difficult
of
an implicit
rate assumes
and
statistics.
the rate
in
one nonstationary
important
and test
clear
and
Nelson/Schwert
have
the
inflation model
stationary
resolve
and
similar
due to
Box and Jenkins
of
can
is
variables
and the
regression
hand, like
is
for
the
model
19781 and in Plosser,
it
in the
to
the
specifi-
the
sto-
assumed
specification. As a final
difference
point
between
Huizinga
change
rate,
the
in
periods.
Figure as While
virtually
it
1918-27 period
and the
argue of
that
these
policy
and
the
real
constant.
a plot
percentage rate
Figure
of
important are
is
the
nominal March,
dramatically
281
similar
note
a plot
Even terms of
different rate
one
in
behavior
quite
from
3b contains
to
1974-83 period.
associated
rate
rates
changes
is
episodes the
nominal
3a contains
annual the
clarification,
monetary
behavior
expressed
of
the
and Mishkin
major
1927.
Nelson/Schwert
other
to
process
model
stability
the
estimators
"best."
in
(see
paper
by Huizinga very
well.
substantial
stationarity
of
this
produced
in
statisti-
difference
equally
behave
highly
much
3.04
that
processes
[1977,
is
is
and
indicating
differences
which
and Schwert
assumptions cal
first
3.0
level
model
period
from
F-tests
models,
the
error
with
Nelson/Schwert
rate
On the
the
the
The Huizinga/Mishkin
regression
on another.
over
periods,
are
interest
walks.
unstable,
F-
seems
deviations
stationarity
nominal
It
Nelson/Schwert
F-test
half
sample
standard
data for
stochastic
a stationary
is
the
versus
the
than
and fit
about Both
less
the
is
the
the
1918-27 sample
the
asymptotic
Mishkin.
model
in
While residual
and
periods,
1918 - May 1920
contains
within
Huizinga
sample
April
1 also
whereas
.63
1953-83
in regime,
parameters
by
the
one reason
Huizinga/Mishkin
able
of
and
Table
model
periods,
is
that
Huizinga/Mishkin
non-nested
changes
1979.
period. it
Note
1918-27
Huizjnga/Mishkin
sample
significant,
similar
the the
F-tests
sample
the
performed the
both with
Mishkin.
of
tests that
in
models.
for
before
stability
the
more
the
(2)
1953 - September
to
the
in
subperiods
similar
cally
model
and the
the
major though of real
in
these
real
rate
1918 through December, in 1920, the nominal rate of
the
nominal
and real
a
•I
t
++ t ++ t / ++ + t --
t t t tf
k
t+ f
+Tt t
.
t t
+
t+ ‘t
t t
t
t t t
t
+
t
+ t
t
+t t
ft
t
++ t +++ +
t ++
t
sepd
ebquewed
282
pnuuv
f
.
t t t + + t + F t+ +
t
+
t
t
’ +$
t t
ft
t t+t
I P
T t
+t
+ ++ tt
t
t
t+
$ +++
t
ttt t
t:
+
t
t
t
4
t t %
t
t
t
*
t
I
I’I
283
I
t, I
rates
from
nominal
January,
rate
other
words,
tween
the
changes the nominal
is
due
behavior
of
nominal
rates.
of
rate
to
the
through
December,
as much or more
role
1918-27 period. period
1974
the
1983,
than
inflation
the
rate,
and
the
Almost
all
of
the
post-World
War I deflation.
rate
1979 is
real
real
rate,
the
since
it
appears
real
rate
in
which
is
the
is
dramatic
and
much more
rise
in
late
due
1979.
real
to
In be-
important
the
the
difference
On the
largely
that
in
rate
other high
the
in this hand,
the
and variable
III m THE RELATIONTO MONETARYPOLICY Even real
if
rates
one of
is
willing
interest
October,
1982),
do with
monetary of
timing
in
behavior.
monetary the
base
observed
such
or
in in
interest
rates
have
not
change.
This
regimes."
have raises
Certainly
occurred
have
change
such
that
in policy
wonder
growth
directly
to
the
caused
reasonably
as the
to
rate
account
of for
As noted
by Huizinga
and Mishkin,
explaining
the
of
real
show
that
in
Huizinga growth,
apparent
discount
rates
analogous
to that
fell
the
behavior
and or
Mishkin
inflation,
change
time
are
of of
not
1918-83.
Accord, could
that
question
these
in
equally
series
what
what
the
the
or
nominal
behavior
meant
of
and
be
identified
the
1920 and 1979 episodes.
With
the
conanon rates.
experience in
both
of periods,
Of course,
this
real
end
a
number for
the
without
real
rates
caused
that
in policy
in monetary and
policy
of
the
of in of
that to
in
a manner
I
hindsight, the
inflation
an accompanying
equivalent
that Federal
changes
study
benefit
1920 and 1979 is is
of
factors by a "change
changes
beginning Twist,"
well
behavior
specific
is
only
The
"Operation
dramatically interest
evidence
no understanding
between
Reserve-Treasury
rates
the
possibly
this
vigorously
could
be used
monetary
explain
we have
but-we
rate
cannot rate.
useful
about
cannot
variables
In addition,
studies.
In effect,
nominal
been
uncertainty
changed,
believe
real
the
of
1979.
in
have
policy
1920 (and
in
argue
that
behavior
What does
a skeptic
rate
the
stochastic
question:
evidence
discount
the
and Mishkin
striking
monetary of
previous
changes rates
of the
obvious
Nevertheless,
behavior
variables
rates
is
measures
the Huizinga
policy?
that
1979, and possibly
in
remains
the
why direct
conclude
changed
there
coincidence change
to
saying
drop that
in real
rose. From
this
perspective,
I do
not
284
think
we
have
gained
much
in
our
understanding of
of
interest.
high
ti
monetary
We remain
and
variable
papers
in
such
as the
the
behavior
puzzled
long
after
references
of
budget
of
policy
deficit
real
affects
about the
the
but
behavior
why nominal
inflation
none
had
the
that
rate
remained
Many
analyze
can help
a reliable
real
rates
fallen.
paper
factors
has found
of
interest
rate
Huizinga/Mishkin
as possible
rates,
the
of
the
variables
to explain
explanation
the
for
this
phenomenon. It by
is
also
Huizinga
Plosser
and
[1982]
associated
with that
monetary
policy
by
analyzing
to
money
or
from
September, the
1982 real
nominal
related
to
period to
March,
there
are supply
about
twice
havior
Huizinga/Mishkin
of
the
the
October,
tary
policy
real 1979
to
of
real
behavior
is
impressive
this that
paper),
the
remains this
of and
rates.
evidence
deserves
versus
prices supply
rate
During
for
goods
interest
Bills)
(de-
does
not
re-
September,
the
1979,
October,
significant
announcements,
Cornell
announcements
of
1977 to
as that
I979
to
responses
although
of
the
change
about
the
in
CONCLUSIONS important It
1982 that
(although
mechanism
of
raises
While
a mystery.
rates.
future
statistically
interest.
October,
"regimes,"
behavior
rates
paper
rate
no evidence
are
as large.
IV. The
he interprets
real
1984.
puzzle.
spending
in nominal
October,
rate
which
to money
goods
real
discussed
He finds
expected from
not
government
daily
Bills
price
money
in
the
rates,
of
the
relative
1982
is
response
studies
on
to changes
and Treasury that
light
is reduced.
announcements
rates rate
the find
the
supply
October,
expected
are
etc.) They
spond
shed
related
interest
rate
study
are
increases
interest
variables
fined
may
in nominal
real
1977-84.
there
unexpected
decreases
silver,
that
that
that
[19851
gold,
between
Mishkin
the
French
(e.g.,
noting
finds
evidence and
worth
which
argues,
period this
the
had
further
analysis.
285
too
a substantial
qualified links
perhaps
was an important
statistical
As I indicated
questions
by some of monetary in
the
strongly, change
that in mone-
influence
evidence
for the
policy introduction,
be-
on
the
a change
in
calculations regimes it
in to
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