:
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2014
–
2015
:
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–
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''
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)
(
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2003
2012
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price behavior in GCC Stock Markets and its effects on international diversification
abilities. The data consists of daily stock prices indices of GCC stock markets along
international stock exchanges, starting from January 2003 until October 2012. The
individual stochastic investigation is conducted by means of the unit root tests and
autocorrelation test of returns. The Autoregressive models of returns are also
applied to examine their predictability. To examine the international integration of
GCC stock markets, new techniques have been used, as co-integration model,
granger causality test, impulse–response function, variance decomposition,
correlation matrix and ICAPM models.
The results show that GCC stock markets have a high extent of risk
associated with increased returns, characterized by nonlinear dynamics. As to the
unit roots tests, it seems that most of stock market indices under scrutiny (except
Kuwait, Qatar and Mascot) contain stochastic trends, thus are non
-stationary in
level, but they tend to be stationary in first difference, indicating that the majority of
them are only weak form efficient in level. Besides these tests, it was found
significant autocorrelation coefficients among the daily return series in most of
stock markets (except Dubai), suggesting that they do not follow a random walk. In
the same context, it was found a strong relationship among actual and past returns
in most stock markets (unless Dubai). This evidence implies that returns may be
predictable in short term on the basis of past information on returns.
On other side, the tests revealed the weakness of integrations and
relationships between GCC stocks markets themselves and other international stock
markets under study, with some exceptions, notably when it comes to the case of
Saudi Arabia, Dubai and Abu Dhabi. As much as these results consist with other
earlier studies, it's also considered as an invitation to international investors to
exploit the investment and diversification opportunities provided by GCC stocks
markets in terms of reducing risks and optimizing returns.
Key Words:Random Walk Hypothesis, Weak-form of the Efficient Stock Market Hypothesis, Return's Predictability, Unit Root Test, Autocorrelation Test, AR Models, Co-integration Model, VECM, Granger Causality, Impulse–Response Function, Variance Decomposition, Correlation Matrix, ICAPM Models, International Portfolios Diversification, GCC Stock Markets.
---
---i
ii
iii
iv
v
vi
-vii
viii
ix
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xi
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.
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---59
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3 .---105
4 .---105
III.
---106
1 .:
---103
2 .-108
3 .----114
---120
:
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:
---123
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.
---123
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2 .---124
1 .
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---136
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4 .---143
:
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1 .---158
2.
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3.
---160
4.
---161
5
.
---162
6.
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---166
1 .---166
2 .---170
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4 .---176
5 .---177
6 .---179
7 .---181
8 .---182
9 .---183
---1 .
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2 .---189
3 .---198
---207
:
---209
:
---210
I.
---211
1 .---211
2 .---217
3 .:
-
--223
II.
--227
1 .---228
2 .---233
3 .-
----238
III.
---240
1 .--241
2 .-
---244
3 .-
---246
:
---279
I.
---279
1 .---280
2 .---283
1 .
---305
2 .-319
III
.
--331
1 .---332
2 .---336
3 .----340
---349
----
--351
---
---360
2
---55
3
---56
4
----69
5
KPSS
---149
6
----151
7
2003
–
2012
---167
8
2003
–
2012
170
9
2005
–
2012
---
---172
10
2003
–
2012
----175
11
2012
----177
12
2012
---179
13
2012
---180
14
---182
15
-
---183
16
-
---185
17
---191
18
)
(
---197
19
)
(
---199
20
)
(
---200
21
)
(
---201
22
---204
25
1980
–
2008
---296
26
2004
–
2012
---301
27
1990
–
2012
---302
28
)
(
2004
–
2012
---302
29
---303
30
2011
–
2012
---304
31
–
:
---307
32
--310
33
311
34
312
35
313
36
---314
37
---
---
----
---315
38
----
---316
39
ACWI
--
---317
40
317
41
:
---323
42
:
---324
43
---329
44
---329
45
---329
46
---330
47
---330
48
---330
49
---331
50
---334
51
---335
52
--337
53
--337
54
---338
55
---338
56
---338
57
ACWI
---339
58
EAFE
---339
59
---339
60
---346
61
)
(
----347
62
)
(
---348
3
Efficient Frontier
---46
4
---50
5
---54
6
---61
7
---69
8
---92
9
---112
10
1871
–
2003
---116
11
S&P
----125
12
MA (q)
-
--127
13
AR (1)
---129
14
IBM
---133
15
---134
16
---138
17
TS
---140
18
DS
)
(
--142
19
---142
20
---143
21
---144
22
2008
--168
23
2012
---169
24
---171
1
/
1
/
2003
-31
/
10
/
2012
-
---26
2003
–
2012
---194
27
---198
28
1970
–
2002
--227
29
1970
–
2005
---244
30
CML
---251
31
SML
---252
32
---291
33
–
2010
---298
34
-308
35
---318
36
---326
37
---326
38
---327
39
---
---327
40
---328
41
-341
42
---342
.
.
.
.
.
.
.
–
-.
.
.
.
.
.
"
"
The Law of one Price
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
I
.
:
2003
2005
.
2006
.
.
2008
–
2009
.
.
.
Co-.
:
1
.
.
2
.
.
3
.
.
4
.
.
5
.
.
II
.
:
.
.
.
.
.
IV
.
:
.
:
.
.
.
V
.
:
.
.
.
Jarque - Bera
)
–
Augmented Dickey – Fuller Test
–
Phillips - Perron Test
KPSS
(
Autocorrelation Test
.
Cointegration Test
-)
Engle - Granger
(
(Johansen)
VECM
.
Granger Causality Test
.
ICAPM
.
2003
2012
.
.
Journal
Yahoo Finance
.
)
)
(
(
.
.
.
VI
.
:
.
.
.
.
.
.
VII
.
:
Efficient Stock Market Hypothesis
.
.
.
.
Louis Bachelier (1900)
.
)
Regnault (1863)
Bachelier (1900)
Olivier (1926)
)
1927
(
Milles
)
1933
(
Cowles
)
1934
(
Working
Kendall (1953)
)
1959
(
Roberts
)
1959
(
Osborne
Alexander (1961)
Cootner (1962)
Granger & Morgenstern
(1963)
Moore (1964)
Samuelson (1965)
(
.
Eugen Fama
.
.
.
(
1965)
Fama
.
30
(AJDIA)
1956
–
1962
.
.
AJDIA
.
Lo & MacKinlay (1988)
Lee (1992)
Variance Ratio
.
Al-Loughani & Chappel (1997)
FTSE 30
Random Walk
.
)
)
1980
(
Grossman
&
Stiglitz
Orléon (2004)
(
)
Shiller (2001)
Gillet & Szafraz (2004)
Rozeff & Kinney (1976)
(
.
Kahneman &
Tversky (1979)
Shleifer (2000)
Rabin & Thaler (2001)
Orléan (2004)
)
Lo (2004)
Soros (2008)
.(
.
.
Urrutia (1995)
.
)
(
.
Poshakwale (1996)
Run Test
.
.
)
2000
(
Mobarek and Keasey
1988
–
1997
)
Normality
Test, Run Test
Kolmogrov – Smirnov
(
)
.
Pandey (2003)
1996
2002
.
.
Pradhan et al. (2009)
Unit Root
)
(
2007
2009
.
Kim & Shamsuddin (2008)
.
.
(2012)
Nikita & Soekarno
2008
–
2011
.
)
Worthington & Higgs (2004
:
:
.
)
Hassan et al. (2006
1988
–
2002
)
Q
.(
)
(
.
)
Tas and Dursonoglu (2005
1994
–
2004
.
Hakim and Neaime (2002)
MENA
)
(.
.
Filis (2006)
)
GARCH
(
–
.
Gunduz & Omran (2000)
1997
-2000
.
)
ADF
PP
DF-GLS
KPSS
(
.
.
Gandhi et al. (1980)
.
.
.
El-Erian & Kumar (1995)
Butler & Malaikah (1992)
.
loughani
(1995)
Al
.
.
Khababa &
Noureddine (1998)
.
Dahel & Laabas (1999)
:
.
1994
1998
)
(
.
.
Abraham et al. (2002)
:
.
Moustafa (2004)
.
40
43
.
2001
-2003
.
Squalli (2006)
2000
–
2005
.
.
)
2012
(
& Al-Jafari
Abdulkadhi
.
)
(
)
2003
–
2010
(
.
.
)
2012
(
Al-Saleh
&
Al-Ajmi
1994
–
2007
.
)
(
.
.
.
.
.
.
.
.
(Eun & Lee (2010a))
.
(Morana & Beltratti (2008), Berben & Jansen (2005))
.
.
Hilliard (1979)
1973
–
1974
.
Hilliard
Simultaneously
.
Kasa (1992)
Multivariate Cointegration
Common Stochastic Trend
.
.
De Santis & Gérard (1997)
GARCH
ICAPM
.
)
(
.
Dumas & Solnik (1995)
(Carrieri (2001), De Santis et al. (2003), Arouri (2005), Hardouvelis et al. (2005))
.
Co-movements
–
(Hawawini (1994))
.
Harvey & Bekaert (1995)
.
ICAPM
.
Adler & qi (2003)
Carrieri et
al. (2005)
.
.
Levy & Sarnat (1970)
.
.
1951
–
1967
28
-Markowitz Efficient Frontier
-.
Darrat et al (2000)
MENA
)
(
1996
–
1999
.
Johansen-Juselius
MENA
.
.
Gunduz & Omran (2000)
MENA
)
.(
.
.
Assaf (2003)
1997
–
2000
.
Interdependence
Feed back
.
Girard et al. (2003)
Variance -Covariance
.
)
2004
(
.
ICAPM
1994
–
2004
.
Neaime and Hakim (2002)
–
.
)
(
.
.
Abu Zarour (2006)
)
(
.
Impulse - Response Functions
SVAR Model
.
.
Marashdeh (2006)
MENA
)
(
.
.
move
together
.
.
.
.
Arouri (2007)
.
ICAPM
GARCH
.
.
Pui Sun Tam & Pui I Tam (2012)
.
.
.
Mustafa
(2012)
VECM
.
)
TASI
(
.
Marashdeh & Shrestha (2010)
.
ARDL
.
.
.
.
.
VIII
.
:
–
.
.
.
.
.
.
:
.
.
.
.
.
.
.
.
.
.
.
:
:
.
.
)
(
.
.
.
.
.
I
.
Financial Markets
.
1.
2.
:
.
.
1.
) : 1998 ( . 27 . 2.
) : 2003 ( . 19 .1
.
Money Markets
.
1.
.
2Money Risk
)
(
Credit Risk
.
32
.
Capital Markets
.
.
.
4)
(
.
)
...
(
.
5.
.
:
.
2
.
1
.
Primary Market
.
.
61
.
) : 1995 ( . 6 . 2. Wanis Farag Abdel Aal,"the Role of the Financial Institutions in Promoting Capital Flows and Investment,"
Journal of the Gulf and Arabian Peninsula Studies, Vol. xxiv, N° 94 (1999), p. 180.
3 . . 31 . 4
.
. 72 . 5.
... . 6 . 6.
.
1.
2
.
2
.
Secondary Market
.
.
2.
.
.
.
.
)
(
)
(.
2
.
2
.
1
.
Organized Market
.
3.
1. Reena Aggarwal, ‘’Stock Market Development: Role of Securities Firms and New Products,’’ Working Paper
Prepared for the World Bank Workshop on Non Bank Financial Institutions: Development & Regulation, Washington DC. (January 1999), p. 7.
2
. Jean Pierre Faugére, Collette Voisin, Le Système Financier Monétaire International: Crise et Mutation, 5e
Edition (Paris: Nathan,2000), p.150.
3
.
.
New York Stock Exchange
(NYSE
)Amirican Stock Exchange
.
Stock Exchanges
Regional
.
2
.
2
.
2
.
Unorganized Market
"
Over the Counter
"
.
.
1.
.
.
2II
.
.
.
.
.
3 1. Eric Benhamou, Thomas Several, "On the Competition between ECNs, Stock Markets and Market Makers,"
Working Paper Published by Alexandria & Cairo Exchange, Egypt (December 1999), p. 2.
2
. Jack Clark Francis, Investments: Analysis and Management, 4th Ed. (New York: McGraw - Hill, Inc, 1976), p. 61.
3
. Ross Levine, Asli Demirguc- Kunt, "Stock Market Development and Financial Intermediary: A Research
1
.
.
.
:
.
1Market Capitalization
-)
(
.
)
%
(
=
)
÷
(
100
.
.
.
2.
.
3.
2
.
Liquidity
.
.
1 .Ibid., p. 6. 2.World Federation of Exchanges, “Statistical Definitions," Annual Report and Statistics, Paris (2003), p. 70.
3
.
" : " 58 ) 1999 ( . 26 ..
1.
:
.
Traded Value
Ratio
:
)
%
(
=
)
÷
(
100
.
.
Turnover Ratio
.
2=
)
÷
(
.
3.
.
43
.
Market
Concentration
.
.
5.
6.
1.
. 27 . 2.Levine, Demirguc - Kunt,"Stock Market Development …," Op. Cit., p. 6. 3
. Nagwa Abdullah Samak, Omneia Amin Helmy, "Foreign Portfolio Equity Investment in Egypt: An Analytical
Overview," Working Paper, Cairo & Alexandria Stock Exchange, Egypt, p. 29.
4
.
" ... " . 27 . 5.World Federation of Exchanges," Statistical Definitions," Op. Cit., p. 71.
6
.
. 168 .
4
.
Volatility
.
.
.
1"
"
Schwert Measure
.
.
2.
.
3.
:
Inside Trading
4.
.
5
.
.
1
. Riad Dahel, "Volatility in Arab Stock Markets," Working Paper Presented at the Workshop on ‘’Arab Stock
Markets: Recent Trends and Performance’’ Organized at the Arab Planning Institute (March1999), p. 12.
2 .Ibid., p. 23. 3
.
" : ) " 2004 ( . 72 -73 . 4 . " ... " . 31 -32 . 72 – 117 ..
1R
E(R)
.
.
2)
0
)
(
(
E
R
R
.
36
.
.
4.
.
5Demirguc-Kunt
Levine &
:
6–
.
"
1
"
"
0
"
.
1.Levine, Demirguc- Kunt,"Stock Market Development and Financial Intermediary…,"Op. Cit., pp. 10 - 11.
2
.
. 40 . 3. Eugene Fama, "Efficient Capital Markets: A Review of Theory and Empirical Work", Journal of Finance, Vol.
25, Issue 2 (May 1970), pp. 384 - 385. 4
.
" " ) 2005 ( . 6 -8 . 5.Aggarwal, Op. Cit., p.18.
6
.
"
0
"
"
2
".
-.
.
.
III
.
.
Security
.
1.
.
.
1
.
Equity Instruments
.
.
.
21
.
1
.
:
Common Stocks
3.
4.
1 . ... . 5 . 2 . ""
: http//www.kautakji.org/fikh/Economics.htm 3.
... . 7 . 4.
. 60 ..
.
.
*
.
.
1.
2.
3Dividends
.
.
.
4.
.
.
Cash Dividends
Stock Dividends
.
.
5*
.
. 1.
) : 2005 ( . 25 -26 . 2.Pascal Quiny, Yann le Fur, Finance d’Entreprise, 5e Edition (Paris: Dalloz), p. 541.
3 . . 60 . 4
.
: ) : 2005 ( . 89 . 5.
. 438 .1
.
2
.
:
Preferred
Stock
.
1
.
.
.
.
.
2.
.
.
.
3.
.
.
4 1 . ) : 2004 ( . 258 . 2.
: ) : 2003 ( . 85 . 3.Francis, Op. Cit., pp. 34 – 35.
4 . ... . 27 .
2
.
Debt Instruments
.
.
.
2
.
1
.
:
Bond
.
.
.
1)
(
.
2.
.
.
.
32
.
2
.
:
.
.
4.
.
1
.
" " 27 ) 2004 ( . 6 . 2.
. 66 . 3.
. 67 . 4 . ) : 2002 ( . 62 .)
(
.
.
3
.
Derivatives
.
.
.
1.
.
2.
.
3
.
1
.
:
Forward Contracts
.
.
.
3)
(
)
(
.
.
3
.
2
.
:
Future Contracts
.
.
1
.Simon Gray, Joanna Place, "Financial Derivatives ," Handbook in Central Banking, Centre for Central Banking
Studies, Bank of England, London, N°, 17 (March 1999), p. 5.
2
.
: ) : 2001 ( . 11 . 3..
1.
.
.
.
2.
.
.
3
.
3
.
:
Options
.
.
3)
(...
Premium
.
4European Option
.
American Option
.
5Exercise/ Striking Price
.
1.
. 31 . 2. Scannavino, Op. Cit., p. 65. 3.
Bertrand Jacquillat, Bruno Solnik, Les Marchés Financiers: Gestion de Portefeuille et des Risques, 3eEdition
(Paris: Dunod, 1997), p. 316. 4
.
: ) : 1998 ( . 331 . 5.
. 126 .Market Price
.
1.
3
.
4
.
:
Swaps
Hedging Risks
.
.
.
2.
.
3Libor
London Inter-Banks Offering Rate)
(
.
.
)
(
:
4=
)
(
×
)
÷
360
(
×
.
.
5:
.
.
.
6.
.
Real Investment
1 . ... . 59 . 2
.
Gray, Place, Op. Cit., pp. 5 – 13.3
.
. 214 . 4.
. 138 . 5.Scannavino, Op. Cit., p. 57.
6
.
) : 1998 ( . 23 ..
Financial
Investment
.
1.
.
Daniel Bernoulli
Von Neuman & Morgensterne
Markowitz
.
.
Mean - Variance
.
.
.
.
Markowitz
Sharpe
Lintner
.
.
.
.
.
.
.
.
.
1
.
. 65 -69 ..
I
.
Trade-off
.
.
.
1:
.
1
.
.
Return
:
2–
:
.
-:
)
(
.
.
.
3:
, 1 , 1(
(
))
/
it t it i t i tR
I
P
P
P
I
tPit
P
i,t-1.
D
t.
1 1 . " " ) 1999 ( . 181 . 2.
. 22Jacquillat, Solnik, Op. Cit., pp. 81 - 82.
3 . . 1 ) : 1982 ( . 48 .
1 , , 1
(D
(
) /
)
it t it i t i tR
P
P
P
:
, 1 ln it it it i t P D R P.
.
2.
.
.
3)
( R
E
.
4 1( )
n iE R
Pi Ri
n
Pi
i
R ii
.
2
.
Risk
.
.
5.
1.Barreau, Delahay, Op. Cit., p. 46.
2
.
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. Steve Ambler, "Les Mesures de Performance," Document de Travail, Ecole des Sciences de la Gestion,
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2
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Banque Royale de Canada (2012), p. 7. 2.
Devenir Rentier,"Allocation d’actifs stratégique et tactique," Document de Travail, disponible sur :
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Primis, 2001), p. 331. 1 . ) : 1998 ( . 168 – 169 . 2
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(USA: John Wiley & Sons, Inc., 2013), p. 38.
3 . . 168 – 169 .