Empirical estimates of reaction functions for the euro area

EUROPEAN
CENTRAL
BANK
WO R K I N G PA P E R S E R I E S
WORKING PAPER NO. 206
EMPIRICAL ESTIMATES OF
REACTION FUNCTIONS
FOR THE EURO AREA
BY DIETER GERDESMEIER
AND BARBARA ROFFIA
January 2003
EUROPEAN
CENTRAL
BANK
WO R K I N G PA P E R S E R I E S
WORKING PAPER NO. 206
EMPIRICAL ESTIMATES OF
REACTION FUNCTIONS
FOR THE EURO AREA1
BY DIETER GERDESMEIER2
AND BARBARA ROFFIA2
January 2003
1 We would like to thank Frank Smets for very useful suggestions and Frank Sedillot for his very useful help to apply the Chow and Lin
procedure.We are also grateful to Vitor Gaspar, Hans-Joachim Klöckers, Klaus Masuch and Sergio Nicoletti Altimari and an anonymous
referee for their comments. The opinions expressed herein are those of the authors and do not necessarily represent those of the
European Central Bank. This paper can be downloaded without charge from http://www.ecb. int or from the Social Science Research
Network electronic library at: http://papers.ssrn.com/abstract_id=xxxxxx
2 European Central Bank. Correspondence: European Central Bank, Kaiserstrasse 29, 60311 Frankfurt am Main, Germany. Fax: +49-6913447604. E-mail addresses and telephone numbers: [email protected], +49-69-13447928; [email protected], +4969-13447432.
© European Central Bank, 2003
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All rights reserved.
Reproduction for educational and non-commercial purposes is permitted provided that the source is acknowledged.
The views expressed in this paper do not necessarily reflect those of the European Central Bank.
ISSN 1561-0810 (print)
ISSN 1725-2806 (online)
Contents
Abstract
4
Non-technical summary
5
1.
Introduction
7
2.
A brief review of the literature
8
3.
Taylor’s original rule and related estimation issues
11
4.
Estimates of reaction functions for the euro area
4.1 Reaction function specifications
4.2 The estimation technique and diagnostic tests
4.3 Estimation results
4.4 The equilibrium real interest rate
12
13
20
21
35
5.
Conclusions
38
References
41
Annex A.
Description of the data
43
Annex B.
Calculation of potential output, monthly GDP, reference value for M3 growth
and inflation objective
46
Annex C. Parameter constancy tests
51
Annex D. A stochastic coefficient approach to modelling a simple Taylor rule for the
euro area
53
European Central Bank working paper series
54
ECB • Working Paper No 206 • January 2003
3
ABSTRACT
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Box 1
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D HT it = - r a + - r bp t + - r g yt - y + r it - + e t E HT it = - r a + - r bp t + - r g yt - y + r it - + e t
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F HT it = - r a + - r bp t + - r g yt - y + - r d xt + r it - + e t
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G HT it = - r a + - r bp t + + - r g yt - y + r it - + e t
HT it = - r a + - r bp t - + - r g yt - y + r it - + e t
HT it = - r a + - r b p t - p + - r g yt - y + r it - + e t
HT it = - r a + - r bp t + + - r g yt - y + r it - + e t
HT it = - r a + - r bp t - + - r g yt - y + r it - + e t
HT it = a + bp t + g yt - y + e t
HT it = - r a + - r bp t + - r g yt - y + r it - + e t
HT it = - r a + - r bp t + - r g yt - y + r it - + e t
Table 4
H HT it = - r a + - r bp t + - r g yt - y + r it - + e t
Table 5
I HT it = - r a + - r bp t + - r g yt - y + r it - + e t
Table 6
J HT it = - r a + - r bp t + - r g yt - y + r it - + e t
HT it = a + bp t + g yt - y + e t
HT it = - r a + - r bp t + - r g yt - y + - r d xt + r it - + e t
HT it = a + bp t + g yt - y + d xt + e t
HT it = - r a + - r bp t + - r g yt - y + r it - + e t
18
ECB • Working Paper No 206 • January 2003
Table 7
K HTEF it = - r a + - r b p t - p + - r g yt - y + - r d xt + r it - + e t
Table 8
L HT it = a + bp t + g yt - y + d xt + e t
HT it = - r a + - r bp t + - r g yt - y + - r d xt + - r l zt + r it - + e t
Note: the ”*” next to the explanatory variables in some of the formulas in Table 1,Table 3 and Table 6 denotes an alternative measure
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EHKDYLRXURIWKHDFWXDOLQWHUHVWUDWHZKLFKWRDVLJQLILFDQWH[WHQWLVOLNHO\WREHGXHWRWKHLQFOXVLRQRI
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Figure 4
Actual and fitted interest rate for the euro area
Percentage points
14
12
10
8
6
4
2
86
88
90
92
Actual interest rate
22
94
96
98
00
Fitted interest rate
ECB • Working Paper No 206 • January 2003
Table 1
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
(1)
r
(2)
b
g
(3)
(4)
d
(5)
r
(6)
R
J-test
(7)
Wald
Test 1
0.99
0.024
1.93
(0.15)
Baseline specification
1
GMM
Simple Taylor
rule
1.80
(0.67)
0.87
(0.05)
1.93
(0.25)
0.28
(0.13)
(-)
3.20
Alternative measurements of the output gap
2
GMM
3
GMM
4
GMM
5
GMM
6
GMM
HP-filter on ind.
prod. 2
1.21
(0.53)
0.82
(0.07)
2.17
(0.19)
0.28
(0.21)
(-)
2.97
0.98
0.015
12.4
(0.00)
Linear trend of
ind. prod.
1.31
(0.59)
0.85
(0.06)
2.13
(0.22)
0.13
(0.10)
(-)
3.01
0.98
0.018
14.5
(0.00)
Quadratic trend
on real GDP
1.50
(0.56)
0.84
(0.06)
2.07
(0.23)
0.21
(0.14)
(-)
3.11
0.98
0.037
3.58
(0.03)
HP-filter on real
GDP
1.18
(0.54)
0.84
(0.06)
2.16
(0.20)
0.53
(0.64)
(-)
2.92
0.98
0.019
11.1
(0.00)
Linear trend on
real GDP
1.89
(0.71)
0.86
(0.05)
1.89
(0.28)
0.38
(0.23)
(-)
3.23
0.99
0.025
2.34
(0.31)
Notes to Table 1:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise,
the instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial
production is used to capture output developments on a monthly frequency, apart from the cases when
the use of real GDP is explicitly mentioned. In the baseline case, a quadratic trend is used to calculate
potential output (and, therefore, the output gap).
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
2
When potential output is computed using the Hodrick-Prescott filter, the smoothing parameter is set
equal to 14400 for monthly data and 1600 for quarterly data.
ECB • Working Paper No 206 • January 2003
23
2. Sensitivity of the results to the addition of other explanatory variables
7KHEDVHOLQHVSHFLILFDWLRQLVDPHQGHGWRLQFOXGHVRPHDGGLWLRQDOYDULDEOHVZKLFKPLJKWKDYHSOD\HG
DWOHDVWLQFHUWDLQSHULRGVDQLPSRUWDQWUROHLQWKHLQWHUHVWUDWHVHWWLQJRIDFHQWUDOEDQNVHH7DEOH
7KHIROORZLQJLQWHUHVWLQJUHVXOWVKDYHEHHQIRXQG
)LUVWO\ZKHQLQFOXGLQJWKHeuro effective exchange rateDQGWKH euro exchange rate vis-à-vis the
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VKRUWWHUPLQWHUHVWUDWHKDVSRVLWLYHO\UHVSRQGHGWRDGHSUHFLDWLRQRIWKHVHPHDVXUHVRIWKHH[FKDQJH
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Federal Funds rateDUHQRWIRXQGWRKDYHDQ\DGGLWLRQDOVLJQLILFDQWLQIOXHQFHRQWKHOHYHORIWKHHXUR
DUHDLQWHUHVWUDWHV
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RI 0 JURZWK IURP LWV UHIHUHQFH YDOXH ZKLFK LV GHQRWHG DV money growth gap indicator 7KLV
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ZKHQWKHUHIHUHQFHYDOXHIRUPRQHWDU\JURZWKLVVHWWREHHTXDOWRòRYHUWKHZKROHVDPSOHSHULRG
cfPRQH\JURZWKJDSDLQHTEXWDOVRZKHQWKHUHIHUHQFHYDOXHSULRUWRLVFDOFXODWHGDV
WLPHYDU\LQJDQGGHULYHGDVWKHVXPRIWKHHVWLPDWHGDQQXDOLQIODWLRQREMHFWLYHDQGSRWHQWLDORXWSXW
JURZWK PLQXV WKH PHGLXPWHUP YHORFLW\ WUHQG cf PRQH\ JURZWK JDS ELQ HT 7KLV ILQGLQJ
ZRXOGLPSO\WKDWSULRUWRDILFWLWLRXVFHQWUDOEDQNLQWKHHXURDUHDFDQEHSRUWUD\HGDVKDYLQJ
UHVSRQGHGWRDQH[FHVVPRQHWDU\JURZWKE\LQFUHDVLQJWKHLQWHUHVWUDWH
7KLUGO\ZHFRQVLGHUZKHWKHUVRPHPHDVXUHVRIVWRFNSULFHVPLJKWKDYHLQIOXHQFHGWKHUHVSRQVHRIWKH
PRQHWDU\DXWKRULW\)RUWKLVSXUSRVHZHXVHWKH DJ Euro Stoxx 50LQGH[ERWKLQQRPLQDODQGUHDO
WHUPVDQGDOVRFRUUHFWHGIRUWKHJURZWKRIWKHHFRQRPLFDFWLYLW\,WWXUQVRXWWKDWFKDQJHVLQQRPLQDO
DQGUHDOVWRFNSULFHVFRUUHFWHGIRULQGXVWULDOSURGXFWLRQJURZWKDUHDOVRVLJQLILFDQWDQGHQWHUZLWK D
SRVLWLYHVLJQWKH7D\ORUUXOHVHHHTDQGHT+RZHYHULQWKLVFDVHWKHLPSOLHGHTXLOLEULXP
UHDOLQWHUHVWUDWHGHFUHDVHVWRDUDWKHUORZOHYHOWKXVVXJJHVWLQJDQHHGIRUIXUWKHULQYHVWLJDWLRQ
)LQDOO\ DV D JHQHUDO FRQFOXVLRQ LW FDQ EH QRWLFHG WKDW WKH SDUDPHWHU HVWLPDWHV IRU LQIODWLRQ DQG WKH
RXWSXWJDSDUHEDVLFDOO\XQDIIHFWHGE\WKHLQFOXVLRQRIWKHDGGLWLRQDOYDULDEOHVDQGUHPDLQLQJHQHUDO
VWURQJO\VLJQLILFDQW
6HH$QQH[%IRUIXUWKHUGHWDLOV
7KHFRUUHFWLRQRIWKH'-(XUR6WR[[IRUWKHJURZWKLQWKHHFRQRP\LVGRQHLQRUGHUWRFRQVWUXFWDPHDVXUH IRUWKH
JURZWKLQVWRFNSULFHVQRWH[SODLQHGE\UHDOJURZWK
24
ECB • Working Paper No 206 • January 2003
Table 2
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
(1)
r
(2)
b
g
(3)
(4)
d
(5)
r
(6)
R
J-test
(7)
Wald
Test 1
Additional explanatory variables
Nom. euro eff.
exchange rate 2
0.88
(0.81)
0.95
(0.02)
1.59
(0.37)
0.72
(0.28)
-0.17
(0.11)
1.78
0.99
0.091
0.86
(0.42)
Real euro eff.
exchange rate
0.80
(0.80)
0.95
(0.02)
1.70
(0.37)
0.68
(0.25)
-0.18
(0.10)
1.85
0.99
0.092
0.77
(0.46)
Nominal euro
exchange rate visà-vis US $
2.13
(1.29)
0.95
(0.03)
1.57
(0.61)
0.87
(0.59)
-0.02
(0.04)
2.99
0.99
0.096
1.09
(0.34)
Real euro
exchange rate visà-vis US $
2.13
(1.29)
0.95
(0.03)
1.55
(0.59)
0.87
(0.58)
-0.02
(0.04)
2.96
0.99
0.096
GMM
0.95
(0.39)
11
Commodity prices
1.58
(2.16)
0.98
(0.03)
1.31
(1.43)
1.24
(1.54)
0.22
(0.30)
2.05
0.99
0.056
0.29
(0.75)
Money growth gap
(a) 3
2.05
(0.59)
0.87
(0.04)
1.50
(0.27)
0.24
(0.10)
0.49
(0.16)
2.80
0.99
0.035
3.45
(0.03)
Money growth gap
(b) 4
1.51
(0.69)
0.92
(0.03)
1.86
(0.30)
0.26
(0.18)
0.41
(0.17)
2.80
0.99
0.050
1.21
(0.30)
Federal Funds
rate
1.54
(1.41)
0.92
(0.02)
1.81
(0.28)
0.41
(0.18)
0.04
(0.20)
2.78
0.99
0.056
0.59
(0.55)
DJ Euro Stoxx 50 5
-1.71
(1.04)
0.95
(0.02)
2.39
(0.32)
0.53
(0.28)
0.06
(0.03)
0.38
0.99
0.065
4.65
(0.01)
DJ Euro Stoxx 50
corrected for ind.
prod. growth
-1.29
(0.93)
0.95
(0.02)
2.30
(0.34)
0.54
(0.28)
0.06
(0.03)
0.67
0.99
0.068
3.89
(0.02)
DJ Euro Stoxx 50
corrected for real
GDP growth
0.07
(0.70)
0.91
(0.02)
2.31
(0.25)
1.34
(0.67)
0.01
(0.01)
1.90
0.99
0.050
12.06
(0.00)
Real DJ Euro
Stoxx 50 corrected
for ind. prod.
growth
-1.29
(0.93)
0.95
(0.02)
2.36
(0.33)
0.54
(0.28)
0.06
(0.03)
0.76
0.99
0.068
4.27
(0.02)
Real DJ Euro
Stoxx 50 corrected
for real GDP
growth
0.07
(0.70)
0.91
(0.02)
2.31
(0.26)
1.84
(0.67)
0.01
(0.01)
2.03
0.99
0.050
11.40
(0.00)
7
GMM
8
GMM
9
GMM
10
GMM
12
GMM
13
GMM
14
GMM
15
GMM
16
GMM
17
GMM
18
GMM
19
GMM
Notes to Table 2:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise,
the instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial
production is used to capture output developments on a monthly frequency, apart from the cases when
the use of real GDP is explicitly mentioned.
ECB • Working Paper No 206 • January 2003
25
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
2
All exchange rate variables used in the estimations are measured in terms of annual changes. In all the
equations which include the exchange rate as an additional right-hand variable, the list of instruments
is expanded by adding lagged values of M3 growth and the commodity prices.
3
The money growth gap (a) indicator is measured by the deviation of annual M3 growth from the ECB’s
reference value for monetary growth (4½% per annum).
4
The money growth gap (b) indicator is measured by the deviation of the annual M3 growth from a timevarying reference value based on the ECB’s definition of price stability, the growth rate of potential
output and the medium-term velocity trend based on the Calza-Gerdesmeier-Levy (CGL) money demand
model (see Annex B for further detail).
5
The DJ Euro Stoxx 50 in eq.(15) is measured as annual growth rates in nominal terms. In eq.(16) and
eq.(17) the additional indicators are derived as the differences between the annual changes in the DJ
Euro Stoxx 50 and in industrial production, while eq.(18) and eq.(19) refer to the differences between
annual changes in the DJ Euro Stoxx 50 and real GDP growth.
Sensitivity of the results to a different modelling of the inflation term
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,QWKHVDPHWDEOHWKHUREXVWQHVVRIWKH7D\ORUUXOHLVDOVRWHVWHGZLWKUHVSHFWWRWKHPHDVXUHPHQWRIWKH
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JDSLVORZHU7KHVDPHDSSOLHVZKHQWKH*'3GHIODWRULVXVHGDVDSULFHPHDVXUHVHHHT
+RZHYHURQHFRXOGDUJXHWKDWWKHEDFNZDUGORRNLQJEHKDYLRXULVDOLWWOHLPSODXVLEOHJLYHQWKDWLVLQFRQVLVWHQWZLWKWKH
IDFWWKDWFHQWUDOEDQNVXVXDOO\IDFLQJORQJDQGYDULDEOHODJVRIWUDQVPLVVLRQQHHGWRUHVSRQGLQGXHWLPH
6HHDOVR$QQH[%IRUIXUWKHUGHWDLORQWKHFRQVWUXFWLRQRIWKHLQIODWLRQREMHFWLYH
,QWKLVFDVHWKHIRUPXODIRUFDOFXODWLQJWKHHTXLOLEULXPUHDOLQWHUHVWUDWHLVHTXDOWR a - p +RZHYHULWPXVWEHQRWHGWKDWWKHUHJUHVVLRQVIRULQIODWLRQPHDVXUHGLQWHUPVRIWKH+,&3LQGH[H[FOXGLQJXQSURFHVVHG
IRRGDQGHQHUJ\SULFHVDUHUXQRQDVKRUWHUVDPSOHSHULRGVWDUWLQJLQ-DQXDU\GXHWRWKHODFNRIGDWDIRUWKHHXUR
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ORRNLQJVSHFLILFDWLRQFRQYHUJHQFHSUREOHPVDULVH
26
ECB • Working Paper No 206 • January 2003
4. Sensitivity of the results to the exclusion of the smoothing term and a change in the
frequency
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$VDJHQHUDOREVHUYDWLRQWKHH[SODQDWRU\SRZHURIDOOWKHPRGHOVLVUDWKHUKLJK,QWKHOLWHUDWXUHWKLVLV
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RPLWWHG
ECB • Working Paper No 206 • January 2003
27
Table 3
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
r
(1)
(2)
b
g
d
(3)
(4)
(5)
r
(6)
R
J-test
(7)
Wald
Test 1
Alternative specifications
20
GMM
21
GMM
22
GMM
23
GMM
24
GMM
25
GMM
26
GMM
1
GMM
27
GMM
28
GMM
Forward-looking
inflation (t+6)
1.73
(2.34)
0.97
(0.01)
1.82
(0.99)
0.77
(0.55)
(-)
2.95
0.99
0.051
0.55
(0.58)
Backward-looking
inflation (t-12)
1.79
(2.57)
0.98
(0.02)
1.53
(1.08)
1.39
(1.10)
(-)
2.59
0.99
0.042
0.67
(0.51)
Deviation of infl.
from its target
5.50
(0.48)
0.93
(0.04)
1.91
(0.45)
0.38
(0.24)
(-)
4.00
0.99
0.029
0.41
(0.66)
HICP (excl. unpr.
food & energy
prices) forwardlook. infl. (t+12)
0.04
(0.52)
0.90
(0.02)
2.57
(0.20)
0.13
(0.13)
(-)
2.40
0.99
0.027
29.7
(0.00)
HICP (excl. unpr.
food & energy
prices) backwardlook. infl. (t-12)
0.64
(0.58)
0.93
(0.01)
2.05
(0.29)
0.90
(0.15)
(-)
2.22
0.99
0.039
3.73
(0.03)
GDP deflator
backward-look. infl.
(t-12)
0.58
(0.42)
0.86
(0.03)
2.09
(0.14)
0.51
(0.07)
(-)
2.22
0.99
0.036
9.17
(0.00)
No lagged interest
rate
1.61
(0.55)
(-)
2.08
(0.18)
0.06
(0.05)
(-)
3.23
0.67
0.031
66.2
(0.00)
Simple Taylor rule
(monthly)
1.80
(0.67)
0.87
(0.05)
1.93
(0.25)
0.28
(0.13)
(-)
3.20
0.99
0.024
1.93
(0.15)
Baseline spec.
(quarterly data) –
ind. prod.
1.33
(0.94)
0.71
(0.18)
2.11
(0.34)
0.30
(0.34)
(-)
3.00
0.95
0.001
3.23
(0.20)
Baseline spec.
(quarterly data) –
real GDP
1.99
(1.02)
0.75
(0.16)
1.79
(0.42)
0.77
(0.91)
(-)
3.18
0.96
0.014
1.26
(0.53)
Notes to Table 3:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise, the
instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial production
is used to capture output developments on a monthly frequency, apart from the cases when the use of real
GDP is explicitly mentioned.
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
28
ECB • Working Paper No 206 • January 2003
5. Sensitivity of the results to different sample periods
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FRHIILFLHQWV
ECB • Working Paper No 206 • January 2003
29
Table 4
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
r
(1)
(2)
b
g
d
(3)
(4)
(5)
r
36
(6)
R
J-test
(7)
Wald
Test 1
Eq.(1) estimated over different sample periods
1
1985:01–
GMM
2002:02
29
1988:01–
GMM
2002:02
30
1990:01–
GMM
2002:02
31
1992:01–
GMM
2002:02
32
1995:01–
GMM
2002:02 2
33
1999:01–
GMM
2002:02
1.80
(0.67)
0.87
(0.05)
1.93
(0.25)
0.28
(0.13)
(-)
3.20
(3.7)
0.99
0.024
1.93
(0.15)
0.75
(0.59)
0.91
(0.04)
2.20
(0.25)
0.33
(0.17)
(-)
2.55
0.99
0.046
4.43
(0.01)
0.17
(1.10)
0.96
(0.02)
1.89
(0.54)
0.57
(0.31)
(-)
1.51
0.99
0.059
0.83
(0.44)
0.89
(1.06)
0.95
(0.02)
1.59
(0.58)
0.55
(0.36)
(-)
1.78
(2.1)
0.99
0.074
0.03
(0.97)
2.19
(0.38)
0.90
(0.01)
1.02
(0.21)
0.01
(0.06)
(-)
2.22
0.97
0.152
46.70
(0.00)
2.60
(0.20)
0.72
(0.04)
0.45
(0.10)
0.30
(0.03)
(-)
1.78
0.97
0.148
145.5
(0.00)
Notes to Table 4:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise,
the instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial
production is used to capture output developments on a monthly frequency, apart from the cases when
the use of real GDP is explicitly mentioned.
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
2
The instrument list includes: lagged values (1 up to 6 lags) of the monthly annualised inflation rate and
the output gap; lagged values rate (2 up to 3) of the short-term interest rate, the monthly annualised
changes in nominal M3 and the annual changes in commodity prices.
7KHYDOXHVRIWKHHTXLOLEULXPUHDOLQWHUHVWUDWHUHSRUWHGLQEUDFNHWVUHIHUWRDQLQIODWLRQREMHFWLYHHTXDOWR
30
ECB • Working Paper No 206 • January 2003
6. Sensitivity of the results using different sets of Instrumental Variables
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LPSUHFLVH
Table 5
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
r
(1)
(2)
b
g
d
(3)
(4)
(5)
r
(6)
R
J-test
(7)
Wald
Test 1
Different instrumental variables (IV)
1
GMM
34
GMM
35
GMM
36
GMM
Simple Taylor
1.80
(0.67)
0.87
(0.05)
1.93
(0.25)
0.28
(0.13)
(-)
3.20
0.99
0.024
1.93
(0.15)
0.96
(1.82)
0.98
(0.01)
1.97
(0.76)
1.00
(0.68)
(-)
2.42
0.99
0.098
0.94
(0.39)
0.60
(0.98)
0.96
(0.01)
1.97
(0.43)
0.47
(0.19)
(-)
2.10
0.99
0.106
0.73
(0.48)
0.33
(0.55)
0.94
(0.01)
2.16
(0.22)
0.37
(0.09)
(-)
2.07
0.99
0.143
4.51
(0.01)
rule
Simple Taylor
rule 2
Simple Taylor
rule 3
Simple Taylor
rule 4
Notes to Table 5:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise,
the instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial
production is used to capture output developments on a monthly frequency, apart from the cases when
the use of real GDP is explicitly mentioned.
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
2
The instrument set includes: lagged values (1 up to 6, 9 and 12 lags) of the monthly annualised inflation
rate and the output gap; lagged values (2 up to 6, 9 and 12 lags) of the short-term interest rate and a
constant.
3
The instrument set includes: lagged values (1 up to 6, 9 and 12 lags) of the monthly annualised inflation
rate, the output gap and monthly annualised changes in nominal M3; lagged values (2 up to 6, 9 and 12
lags) of the short-term interest rate and a constant.
4
The instrument set includes: lagged values (1 up to 6, 9 and 12 lags) of the monthly annualised inflation
rate, the output gap, monthly annualised changes in nominal M3 and in the nominal euro effective
exchange rate; lagged values (2 up to 6, 9 and 12 lags) of the short-term interest rate, lagged values (2
up to 6) of the monthly annualised changes in commodity prices and a constant.
ECB • Working Paper No 206 • January 2003
31
7. Sensitivity of the estimates to different estimation techniques
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76/6HVWLPDWLRQPHWKRGV
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FRPSDUHGWR*00HVWLPDWHV
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*00PHWKRGUHVHPEOHFORVHO\WKRVHREWDLQHGZLWKWKH*00PHWKRG7KLVUHVXOWFDQEHLQWHUSUHWHG
DVDQLQGLFDWLRQRIWKHUHODWLYHVXSHULRULW\RIWKH,QVWUXPHQWDO9DULDEOHVDSSURDFK
32
ECB • Working Paper No 206 • January 2003
Table 6
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
r
(1)
(2)
b
g
d
(3)
(4)
(5)
r
(6)
R
J-test
(7)
Wald
Test 1
GMM, OLS and TSLS estimations
1a
1.80
(0.67)
0.87
(0.05)
1.93
(0.25)
0.28
(0.13)
(-)
3.20
0.99
0.024
1.93
(0.15)
“
2.41
(3.10)
0.98
(0.01)
1.03
(1.25)
1.78
(1.27)
(-)
2.46
0.99
(-)
0.54
(0.58)
“
1.77
(0.59)
0.88
(0.04)
1.94
(0.23)
0.26
(0.12)
(-)
3.18
0.99
(-)
2.28
(0.10)
1.61
(0.55)
(-)
2.08
(0.18)
0.06
(0.05)
(-)
3.23
0.67
0.031
66.2
(0.00)
“
1.88
(0.31)
(-)
1.97
(0.11)
0.06
(0.03)
(-)
3.34
0.66
(-)
82.5
(0.00)
“
1.25
(0.34)
(-)
2.24
(0.12)
0.01
(0.04)
(-)
3.11
0.68
(-)
86.47
(0.00)
1.51
(0.69)
0.92
(0.03)
1.86
(030)
0.26
(0.18)
0.41
(0.17)
2.80
0.99
0.050
1.21
(0.30)
“
4.39
(5.31)
0.99
(0.01)
-0.01
(2.71)
2.18
(2.35)
0.28
(0.85)
2.92
0.99
(-)
0.25
(0.78)
“
2.843
(2.16)
0.96
(0.03)
1.18
(1.05)
0.71
(0.73)
0.36
(0.29)
3.11
0.99
(-)
0.05
(0.95)
2.18
(0.53)
(-)
1.77
(0.21)
-0.02
(0.05)
0.40
(0.11)
3.34
0.74
0.068
52.90
(0.00)
“
1.34
(0.31)
(-)
2.04
(0.13)
-0.10
(0.03)
0.42
(0.06)
2.90
0.75
(-)
149.90
(0.00)
“
1.07
(0.33)
(-)
2.15
(0.13)
-0.10
(0.04)
0.40
(0.06)
2.80
0.76
(-)
132.49
(0.00)
1.18
(0.54)
0.84
(0.06)
2.16
(0.20)
0.53
(0.64)
(-)
2.92
0.98
0.019
11.1
(0.00)
“
0.48
(4.61)
0.99
(0.01)
1.54
(1.60)
7.89
(8.99)
(-)
1.29
0.99
(-)
0.40
(0.67)
“
1.40
(0.58)
0.89
(0.04)
2.11
(0.21)
0.73
(0.64)
(-)
3.07
0.99
(-)
5.70
(0.00)
Simple Taylor rule
GMM
1b
OLS
1c
TSLS
26a
GMM
No lagged interest
rate
26b
OLS
26c
TSLS
13a
GMM
13b
Money growth
gap (b)
OLS
13c
TSLS
37a
GMM
37b
No lagged interest
rate & money
growth gap (b)
OLS
37c
TSLS
5a
GMM
5b
HP-filter on real
GDP 2
OLS
5c
TSLS
Notes to Table 6:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise, the
instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial production
is used to capture output developments on a monthly frequency, apart from the cases when the use of real
GDP is explicitly mentioned.
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
2
When potential output is computed using the Hodrick-Prescott filter, the smoothing parameter is set equal
to 14400 for monthly data and 1600 for quarterly data.
ECB • Working Paper No 206 • January 2003
33
8. Sensitivity of the results to selected Taylor rule variants
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+RZHYHULQWKHODVWVSHFLILFDWLRQDOOFRHIILFLHQWHVWLPDWHVYDU\VXEVWDQWLDOO\ZLWKUHVSHFWWRWKRVHRI
WKHEDVHOLQHHTXDWLRQVHHHT
Table 7
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
r
(1)
(2)
b
g
d
(3)
(4)
(5)
(6)
r
R
J-test
(7)
Wald
Test 1
Variants of eq.(22)
22a
GMM
22b
GMM
22c
GMM
Deviation of infl. from
its target
5.50
(0.48)
0.93
(0.04)
1.91
(0.45)
0.38
(0.24)
(-)
4.00
0.99
0.029
0.41
(0.66)
Deviation of infl. from
its target & money
growth gap (b)
4.91
(0.44)
0.94
(0.03)
1.56
(0.50)
0.30
(0.23)
0.75
(0.23)
3.41
0.99
0.049
0.40
(0.67)
Deviation of infl. from
its target & DJ real
Euro Stoxx 50
corrected for ind.
prod. growth
2.21
(1.20)
0.97
(0.02)
2.65
(0.56)
0.72
(0.45)
0.08
(0.04)
0.71
0.99
0.065
3.21
(0.04)
Notes to Table 7:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise, the
instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial production is
used to capture output developments on a monthly frequency, apart from the cases when the use of real
GDP is explicitly mentioned.
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not
statistically different from 0.5 and 1.5, respectively.
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34
ECB • Working Paper No 206 • January 2003
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JURZWKJDSLQGLFDWRULVQRWIRXQGWREHRIUHOHYDQFHDQ\ORQJHU
Table 8
Estimates of Taylor rules in the euro area – sample period 1985:01-2002:02
No.
of eq.
Specification
a
r
(1)
(2)
b
g
d
(3)
(4)
(5)
l
r
(6)
R
J-test
(7)
Wald
Test 1
Variants of eq.(13)
13a
GMM
37
GMM
38
GMM
Money growth
gap (b)
1.51
(0.69)
0.92
(0.03)
1.86
(0.30)
0.26
(0.18)
0.41
(0.17)
(-)
2.80
0.99
0.050
1.21
(0.30)
No lagged
interest rate &
money growth
gap (b)
2.18
(0.53)
(-)
1.77
(0.21)
-0.02
(0.05)
0.40
(0.11)
(-)
3.342
0.74
0.068
53.00
(0.00)
Money growth
gap (b) & real
DJ Euro Stoxx
50 corrected for
ind. prod.
growth
-1.24
(0.97)
0.95
(0.02)
2.36
(0.40)
0.55
(0.25)
-0.07
(0.24)
0.06
(0.03)
0.80
0.99
0.072
2.77
(0.07)
Notes to Table 8:
The equations are estimated using the Generalised Method of Moments. When not specified otherwise, the
instrument set includes lagged values (up to 6 lags) of inflation and the output gap. Industrial production is
used to capture output developments on a monthly frequency, apart from the cases when the use of real GDP is
explicitly mentioned.
1
p-value, null hypothesis that the coefficients on the output gap and the inflation term are jointly not statistically
different from 0.5 and 1.5, respectively.
4.4
The equilibrium real interest rate
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ECB • Working Paper No 206 • January 2003
35
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RQZDUGV
Figure 5
Recursive estimates of the equilibrium real interest rate in the euro area
Percentage points per annum
8
7
6
5
4
3
1992
1994
1996
1998
2000
Equilibrium real interest rate
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36
ECB • Working Paper No 206 • January 2003
Figure 6
Time-varying estimate of the euro area equilibrium real interest rate
Percentage points per annum
10
8
6
4
2
0
-2
86
88
90
92
94
96
98
00
Equilibrium real interest rate
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.DOPDQILOWHUVHHPVWRWUDFNTXLWHZHOOWKHSDWWHUQRIWKHVKRUWWHUPLQWHUHVWUDWHVHHILJXUHEHORZ
7KLVUHVXOWKROGVDOVRZKHQDEDFNZDUGORRNLQJVSHFLILFDWLRQLVDGRSWHG
ECB • Working Paper No 206 • January 2003
37
Figure 7
Actual and target interest rates implied by the Taylor rule (baseline specification, eq.(1))
Percentage points per annum
14
12
10
8
6
4
2
0
86
88
90
92
Target interest rate
5.
94
96
98
00
Actual interest rate
Conclusions
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REFERENCES
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ANNEX B.
CALCULATION OF POTENTIAL OUTPUT,
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AND INFLATION OBJECTIVE
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Figure 9
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Reference value for M3 growth
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49
Figure 11
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ECB • Working Paper No 206 • January 2003
ANNEX C. PARAMETER CONSTANCY TESTS
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ECB • Working Paper No 206 • January 2003
ANNEX D. A STOCHASTIC COEFFICIENT APPROACH TO
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