scispace - formally typeset
Open AccessJournal ArticleDOI

A Measure of Comovement for Economic Variables: Theory and Empirics

TLDR
In this article, a measure of dynamic comovement between (possibly many) time series and names it cohesion is defined in the frequency domain and is appropriate for processes that are costationary, possibly after suitable transformations.
Abstract
This paper proposes a measure of dynamic comovement between (possibly many) time series and names it cohesion. The measure is defined in the frequency domain and is appropriate for processes that are costationary, possibly after suitable transformations. In the bivariate case, the measure reduces to dynamic correlation and is related, but not equal, to the well known quantities of coherence and coherency. Dynamic correlation on a frequency band equals (static) correlation of bandpass-filtered series. Moreover, long-run correlation and cohesion relate in a simple way to co-integration. Cohesion is useful to study problems of business-cycle synchronization, to investigate short-run and long-run dynamic properties of multiple time series, and to identify dynamic clusters. We use state income data for the United States and GDP data for European nations to provide an empirical illustration that is focused on the geographical aspects of business-cycle fluctuations.

read more

Content maybe subject to copyright    Report

i@thi Lu L4Li4i?| uLh ,UL?L4U V@h@M*itG
AiLh) @?_ ,4ThUt
ht|LTi hL
@hL 6Lh?
|
wUhi3@ +iU*?
}
Devwudfw
Nh|zrugv=
Exvlqhvv f|foh/ Vhfwrudo frpryhphqwv/ frkhuhqfh/ jhrjudsk|1
Wklv sdshu sursrvhv d phdvxuh ri g|qdplf frpryhphqw ehwzhhq
+
srvvleo| pdq|
,
wlph vhulhv dqg qdphv lw
frkhvlrq
1 Wkh phdvxuh lv ghqhg lq wkh iuhtxhqf| grpdlq
dqg lv dssursuldwh iru surfhvvhv zklfk duh frvwdwlrqdu|/ srvvleo| diwhu vxlwdeoh wudqv0
irupdwlrqv1 Lq wkh elyduldwh fdvh/ wkh phdvxuh uhgxfhv wr
g|qdplf fruuhodwlrq
dqg lv
uhodwhg/ exw qrw htxdo/ wr wkh zhoo nqrzq txdqwlwlhv
frkhuhqfh
dqg
frkhuhqf|
1 G|qdplf
fruuhodwlrq rq d iuhtxhqf| edqg htxdov
+
vwdwlf
,
fruuhodwlrq ri edqg0sdvv owhuhg vhulhv1
Pruhryhu/ orqj uxq fruuhodwlrq dqg frkhvlrq uhodwh lq d vlpsoh zd| wr frlqwhjudwlrq1
Frkhvlrq lv xvhixo wr vwxg| sureohpv ri exvlqhvv f|foh v|qfkurql}dwlrq/ wr lqyhv0
wljdwh vkruw0uxq dqg orqj0uxq g|qdplf surshuwlhv ri pxowlsoh wlph vhulhv/ wr lghqwli|
g|qdplf foxvwhuv1 Zh xvh vwdwh lqfrph gdwd iru wkh XV dqg JGS gdwd iru Hxurshdq
qdwlrqv wr surylgh dq hpslulfdo looxvwudwlrq irfxvhg rq wkh jhrjudsklfdo dvshfwv ri
exvlqhvv f|foh xfwxdwlrqv1
MHO Fodvvlfdwlrq=
H6/ F4
LhhitTL?_i?Ui __hittG ht|LTi hL c ,+,5c Df @i 6# +LLtii*|c h i**it
fDf i4@*G UUhL 9*M@UMi
Xqlyhuvlwh Oleuh gh Eux{hoohv/ HFDUHV
|
Xqlyhuvlw| ri Prghqd dqg FHSU
}
Xqlyhuvlwh Oleuh gh Eux{hoohv/ HFDUHV dqg FHSU1

W?|hL_U|L?
Aihi @hi ui i4ThU@* hi*@|L?t U @i |i t|@|t Lu Rt|)*3i_ u@U|t ? iUL?L4Ut
?i Lu |i4 t |@| 4@UhLiUL?L4U @}}hi}@|it UL4Li At LMtih@|L? @t Mii? |i
tLhUi Lu tTiU*@|L? Lu iUL?L4U |iLh) t?Ui |t Mh| W? 4L_ih? |iLhit Lu |i Mt?itt
U)U*i TiLT*i @i @t!i_ i|ih UL4Li4i?|t U@? Mi i T*@?i_ M) *@h}i @}}hi}@|i tLU!tc
4L?i|@h) Lh hi@*c Lh i|ih @? i T*@?@|L? tL*_ Mi uL?_ ? ?L?*?i@h ThLT@}@|L?
4iU@?t4t ,ih) 4@UhLiUL?L4U |i |MLL! t|@h|t M) @ t|@|i4i?| L? UL4Li4i?|t Mi|ii?
@}}hi}@|it OLiihc T@h@_L U@**)c |t t L?i Lu |i u@U|t |@| t *i@t| i** _LU4i?|i_
@?_ L? @| |ihi t 4Lhi UL?utL? Lu 4i@??} @?_ |ih4?L*L}) RL4Li4i?| t @
*Lti |ih4c TLttM*) _itUhM?} _gihi?| Ti?L4i?@ @?_c UL?ti^i?|*)c | 4@?) _gihi?|
?|ihThi|@|L?t `@| @hi hi@**) |i t|)*3i_ u@U|t @?_ @| tL*_ 4@UhLiUL?L4Ut Mi |h)?}
|L i T*@?q TThLTh@|i 4i@thit Lu UL4Li4i?| Mi|ii? |4i tihit ThLUittit tL*_
Mi _ii*LTi_ |L ThL_i @ 4i@??}u* @?tih |L |t ^it|L? Ai ?uLh4@* _tUttL?
L? UL4Li4i?|t t@**) hiuiht |L tL4i|?} U*Lti |L @ ?L|L? Lu ULhhi*@|L? OLiihc
|i |h@_|L?@* @) | U |i |4i tihit *|ih@|hi @t _i@*| | 4i@thi4i?| Lu
UL4Li4i?|t t M@ti_ L? @ ?L|L? Lu h@?! hi_U|L?
E
tii ? @?_ +i?ti*c bHH U @t
@ _gihi?| 4i@??} W? |t U@|i}Lh) Mi*L?}t |i _i@ Lu UL?|i}h@|L?
E
,?}*i @?_ Bh@?}ihc
bH.G |L ThLUittit @hi UL?|i}h@|i_ u |i tTiU|h@* _i?t|) @| uhi^i?U) 3ihL @t h@?!
L?ic UL_iTi?_i?Ui
E
BLhihL @?_ i@Ui**ic bb2c U hiuiht |L *?i@h UL4M?@|L?t Lu
ULhhi*@|i_ ThLUittit U @hi Lu *Lih @|Lhi}hitti Lh_ih |@? L|ihtc UL44L? ui@|hit
E,?}*i @?_ kL3U!c bbc i *?i@h UL4M?@|L?t U @hi ?Thi_U|@M*i | hitTiU| |L
T@t| ?uLh4@|L? @?_ UL44L? U)U*it
E
V@_ @?_ ,?}*i bb U @hi _i?i_ @t UL44L?
ui@|hit ? ht| _gihi?Uit uLh ThLUittit U @hi UL?|i}h@|i_ At U*@tt Lu UL?UiT|t
Thiti?|t tiih@* ThLM*i4t 6ht|c } UhLttULhhi*@|L? ?i|ih 4T*it ?Lh t 4T*i_ M)
UL?|i}h@|L?c UL44L? U)U*it Lh UL44L? ui@|hit
E
"@c bb @?_ 6Lh? @?_ +iU*?c
bbb 5iUL?_c |iti 4i@thit @hi M?@h) 6Lh i @4T*ic |L ThLUittit @hi i|ih UL?|i}h@|i_
Lh ?L|c M| i U@?<| it|@M*t _gihi?| _i}hiit Lu @ttLU@|L? 6?@**)c ? Lh_ih |L |it| uLh
h@?! hi_U|L?c i ?ii_ |L it|4@|i |i T@h@4i|iht Lu @ V+c U 4@) Mi ThLM*i4@|U
4
Wklv uhvhdufk kdv ehhq vxssruwhg e| dq D1U1F1 frqwudfw ri wkh Frppxqdxwh iudqfdlvh gh Ehojltxh dqg
e| wkh Hxurshdq Frpplvvlrq xqghu wkh Wudlqlqj dqg Prelolw| ri Uhvhdufkhuv Surjudpph
+
Frqwudfw Qr
HUEIPU[FW<;03546
,

i? |i ?4Mih Lu |4i tihit t *@h}i 6Lh @** |iti hi@tL?tc *i |i ?L|L? Lu h@?!
hi_U|L? t Uih|@?*) ?|ihit|?} |L U@h@U|ih3i tL4i @tTiU|t Lu |i _)?@4U ThLTih|it Lu
4*|@h@|i |4i tihitc | t ?L| |i @TThLTh@|i L?i uLh |i t|_) Lu UL4Li4i?|t
| @| t @? @TThLTh@|i 4i@thi Lu UL4Li4i?|q W? |t T@Tih i tL |@| i t|
?} |i |MLL! ^@?||it *!i ULihi?Ui @?_ ULihi?U)c U @hi _i*) ti_ ? |4i tihit
*|ih@|hic @hi ?L| @TThLTh@|i @t UL4Li4i?| ?_i it `i ThLTLti @ hi*@|i_ M| _gihi?|
4i@thic _)?@4U ULhhi*@|L?c U @hti ^|i ?@|h@**) uhL4 M@tU uhi^i?U) _L4@? ?L
|L?t #)?@4U ULhhi*@|L? U@? Mi _iUL4TLti_ M) uhi^i?U) @?_ uhi^i?U) M@?_ @?_ U@?
|i? Mi ti_ |L t|_) Mt?itt U)U*i @t i** @t *L?}h? ^it|L?t #)?@4U ULhhi*@|L?
Mi|ii? |L ThLUittit Lih @ M@?_ |h?t L| |L Mi _i?|U@* |L t|@|U ULhhi*@|L? Lu |i t@4i
ThLUittitc @u|ih t|@M*i Thi*|ih?} LhiLihc *L?}h? _)?@4U ULhhi*@|L? t hi*@|i_ ? @
t4T*i @) |L t|LU@t|U UL?|i}h@|L?
`i ti Lh ?L|L? Lu _)?@4U ULhhi*@|L? |L UL?t|hU| @ 4*|@h@|i ?_i Lu UL4Li
4i?|c U i ?@4i ULitL? Ai *@||ih ThL_it @ t44@h) 4i@thi Lu |i _i}hii Lu
UL4Li4i?| |? @ }hLT Lu @h@M*it Lh Mi|ii? |L }hLTt Lu @h@M*it @?_ U@? Mi ti_c
uLh ?t|@?Uic @t @ 4i|hU |L UL?t|hU| _)?@4U U*t|iht
AL **t|h@|i Lh ThLTLti_ 4i@thi @?_ |L ThL_i uh|ih 4L|@|L?c i it|4@|i ULi
tL? Lu L|T| _@|@ ? N5 t|@|it @?_ ,hLTi@? ?@|L?t @?_ t|_) |i uL**L?} ^it|L?t
hi L|T| U|@|L?t |? ,hLTi 4Lhi ULhhi*@|i_ |@? L|T| U|@|L?t |? |i
N5 @?_ @hi hit*|t |i t@4i uLh Mt?itt U)U*i uhi^i?Uit @?_ |i *L?} h?q hi t|@|it Lh
UL?|hit U UL4Li 4Lhi t|hL?}*) U*Lti*) *LU@|i_ uhL4 @ }iL}h@TU@* TL?| Lu iq
#Lit MLh_ih 4@||iht uLh L|T| t)?UhL?3@|L? @?_ @| @| uhi^i?U) h@?}iq
2 #)?@4U ULhhi*@|L?
2 Ai _i?|L? @?_ |i M@tU 4L|@|L?
L?t_ih |L 3ihL4i@? hi@* t|LU@t|U ThLUittit % @?_ +wi|7
%
E
b@?_7
+
E
bc Z bZc
Mi |i tTiU|h@* _i?t|) u?U|L?t Lu % @?_ + @?_
%+
E
b Mi |i ULtTiU|h4 Ai 4i@thi
i ThLTLtic _)?@4U ULhhi*@|L?c t
4
%+
E
b'
%+
E
b
t
7
%
E
b7
+
E
b
c
E

2

AL 4L|@|i |t 4i@thi i ?|hL_Ui |i tTiU|h@* _iUL4TLt|L? Lu |i ThLUittit %
|
@?_
+
|
ci
%
|
'
]
Z
3
Z
e
b|
_~
%
Eb +
|
'
]
Z
3
Z
e
b|
_~
+
Ebc E2
ihi _~
%
Eb@?__~
+
Eb @hi EUL4T*i  Lh|L}L?@* ?Uhi4i?| ThLUittit Etii i} hLU!i**
@?_ #@tc @T e , ThittL? 2 t@)t |@| %
|
@?_ +
|
U@? Mi i Thitti_ @t ??|i t4t< Lu
@it Lu _gihi?| uhi^i?Uitc i@U @?} @ h@?_L4 @4T*|_i t t i** !?L?c |i tTiU
|h@* @?_ UhLtttTiU|h@* _i?t|) u?U|L?t Lu %
|
@?_ +
|
@hi hi*@|i_ |L |i @MLi hiThiti?|@|L?
? |i uL**L?} @)G
7
%
Eb'@hEe
b|
_~
%
Eb ' @hE_~
%
Eb
7
+
E
b'@h
E
_~
%
E
b
7
%+
E
b'UL
E
_~
%
E
bc_~
+
E
b
7
+%
E
b'UL
E
_~
+
E
bc_~
%
E
b
E

`*i |i @it @TTi@h?} ? hiThiti?|@|L?
E
2 @hi UL4T*i c | t i@t*) tii? |@|c u %
|
t hi@*c |i? _~
%
E
b'_~
%
E
bc tL |@|
e
b|
_~
%
E
bne
3
b|
_~
%
E
b'2ULt
E
b|_L
%
E
b 2t?
E
b|_T
%
E
bc
E
e
ihi _L
%
@?_ _T
%
_i?L|ic hitTiU|i*)c |i hi@* @?_ |i 4@}?@h) T@h| Lu _~
%
Oi?Uii
@i |i @*|ih?@|i hiThiti?|@|L?
%
|
'2
]
Z
f
ULtEb|_L
%
Eb 2
]
Z
f
t?Eb|_T
%
Ebc ED
ihi |i UL4TL?i?| @| uhi^i?U) b t ULt
E
b|_L
%
E
bt?
E
b|_T
%
E
bc U t hi@* 54*@h*)c
|i hi@* @i _iUL4TLt|L? Lu +
|
t
+
|
'2
]
Z
f
ULt
E
b|_L
+
E
b 2
]
Z
f
t?
E
b|_T
+
E
b
t t i@t*) LM|@?i_ uhL4
E
 @?_
E
ec Lh ThLTLti_ 4i@thic 4
%+
E
bc t ?L|?} i*ti |@?
|i ULhhi*@|L? ULiUi?| Mi|ii? |i hi@* @it Lu uhi^i?U) b @TTi@h?} ? |i @MLi
hiThiti?|@|L?c i ULt
E
b|_L
+
E
b t?
E
b|_T
+
E
b@?_ULt
E
b|_L
%
E
b t?
E
b|_T
%
E
b At
t |i hi@tL? ) |i 4i@thi t _i?i_ L?*) uLh ?L??i}@|i uhi^i?Uitc L? |i ?|ih@*
d
fcZ *i@h*)c _)?@4U ULhhi*@|L? U@? @h) Mi|ii? @?_ 

22 Ai hi*@|L? | RULihi?U) @?_ RULihi?Ui
#)?@4U ULhhi*@|L? t t|hU|*) hi*@|i_ |L ML| ULihi?U) @?_ ULihi?UiQ|L i** !?L?
?_iUit ? |4i tihit *|ih@|hi Lihi?U) t _i?i_ @t
F
%+
Eb'
7
%+
Eb
t
7
%
Eb7
+
Eb
'
%+
Ebn'
%+
Eb
t
7
%
Eb7
+
Eb
c
ihi '
%+
Eb |i ^@_h@|hi tTiU|h4 Oi?Ui ULihi?U) t UL4T*i ? }i?ih@* @?_ t ?L|
t)44i|hUc i F
%+
Eb@?_F
+%
Eb @hi ?L| i^@*c M| UL?}@|i #)?@4U ULhhi*@|L? 4
%+
Eb
t |i hi@* T@h| Lu ULihi?U) @?_ U@? @*tL Mi LM|@?i_ M) @ih@}?} ULihi?Uit @| uhi^i?U)
b @?_ bc U @*tL @hi UL?}@|iG
4
%+
E
b'
F
%+
E
bnF
%+
E
b
2
)t?}
E
 |i hi@_ih U@? i@t*) ihu) |@| F
%+
E
b t |i ULhhi*@|L? ULiUi?| Lu _~
%
E
b
@?_ _~
+
E
b Oi?Ui |i ?|ihThi|@|L? Lu ULihi?U) t ^|i t4*@h |L |@| Lu _)?@4U
ULhhi*@|L?c |i M@tU _gihi?Ui Mi?} |@| |i uLh4ih t hi*@|i_ |L |i UL4T*i hiThiti?|@|L?
E
2 h@|ih |@? |i hi@* @i _iUL4TLt|L?
E
D | @?L|ih @)c i t4T*) UL**iU| |L}i|ih
uhi^i?Uit b @?_ b tL |@| |i 4@}?@h) T@h|t U@?Ui* L| At t TihuiU|*) UL?tt|i?|
| Lh @4c t?Ui |i @it Lu uhi^i?Uit b @?_ b @i|it@4iTihL_U|)
+i}@h_?} ULihi?UiQLh t^@hi_ULihi?U)c @t t tL4i|4it U@**i_Q| t _i?i_ @t |i
t^@hi_ 4L_*t Lu ULihi?U)c |@| t
M
%+
E
b'
%+
E
b
2
n '
%+
E
b
2
7
%
Eb7
+
Eb
'
m 7
%+
E
b m
2
7
%
Eb7
+
Eb
AihiuLhi ULihi?Ui t hi@* @?_ t)44i|hU OLiihc | _Lit ?L| 4i@thi ULhhi*@|L? @|
_gihi?| uhi^i?Uitc MiU@ti | _thi}@h_t |i T@ti _gihi?Uit Mi|ii? @h@M*it At U@?
Mi i@t*) tii? M) LMtih?} |@| M
%+
E
b t ?@h@?| | hitTiU| |L tu|?} |i ThLUittit
Lih |4ic i |i ULihi?Ui Mi|ii? %
|
@?_ +
|
3
&
t|it@4i@t|@|Lu%
|
@?_ +
|
Atc
Mit_it Mi?} @? 44i_@|i UL?ti^i?Ui Lu |i _i?|L?c t UL?tt|i?| | |i i**!?L?
?|ihThi|@|L? Lu ULihi?Ui @t |i -
2
uhL4 |i hi}hittL? Lu +
|
L? |i T@t|c Thiti?| @?_ u|hi
Lu %
|
G U*i@h*)c ? |t hi}hittL?c i|ih |i UL?|i4TLh@?iLt hi}hittLh t %
|
Lh %
|
3
&
U@??L|
4@!i @?) _gihi?Ui
_gihi?| @) |L tii |i t@4i TL?| t ThL_i_ M) |i TL*@h hiThiti?|@|L? Lu |i
UhLtttTiU|h4G
7
%+
E
b'-
%+
E
be
w
E
b
e

Citations
More filters
Journal ArticleDOI

Increasing linkages among European regions. The role of sectoral composition

TL;DR: In this article, the authors analyzed changes in economic regional interlinkages in Europe over time and investigated the factors that could explain the dynamics of these changes and identified the regions most interrelated with the rest of Europe, namely, Ile de France, Inner London and Lombardia.
Book

The Austrian Business Cycle in the European Context

TL;DR: In this paper, a vorliegende Studie ermittelt den osterreichischen Konjunkturverlauf tor die Zeit zwischen 197 6 and 2005.
Journal ArticleDOI

Long-term regional house prices cycles. A city-based index for Italy

TL;DR: In this article, the authors presented the dynamics of housing prices in Italian cities based on unpublished data with regional details from the late 1960s, half-yearly base, for all main Italian cities measuring the average prices for three city dimensions: city centre, sub-centres and outskirts or suburbs.
Journal ArticleDOI

Time and frequency domain in the business cycle structure.

TL;DR: In this article, the identification of different phases of the cyclical fluctuations in economic activity, including the turning point is crucial, not only for the implementation of monetary and fiscal policy at the level of individual economies, but also in the broader context of the economic integration process, especially from the perspective of the theory of the optimum currency areas.
References
More filters
Journal ArticleDOI

Co-integration and Error Correction: Representation, Estimation and Testing

TL;DR: The relationship between co-integration and error correction models, first suggested in Granger (1981), is here extended and used to develop estimation procedures, tests, and empirical examples.
Journal ArticleDOI

Sectoral Shifts and Cyclical Unemployment

TL;DR: In this article, the authors present evidence that most of the unemployment fluctuations of the seventies (unlike those in the sixties) were induced by unusual structural shifts within the U.S. economy.
ReportDOI

Testing for Common Features

TL;DR: In this paper, the authors introduce a class of statistical tests for the hypothesis that some feature that is present in each of several variables is common to them, which are data properties such as serial correlation, trends, seasonality, heteroscedasticity, auto-regression, and excess kurtosis.
Posted Content

Common Trends and Common Cycles

TL;DR: The existence of a serial correlation common feature among the first differences of a set of I(1) variables implies the existence of common cycle in the Beveridge-Nelson-Stock-Watson decomposition of those variables as mentioned in this paper.
Related Papers (5)