أدبيات
أدبيات
https://www.emerald.com/insight/2631-3561.htm
REPS
7,3 Migrants’ remittances and economic
growth in Egypt: an empirical
analysis from 1980 to 2017
154 Rasha Qutb
Department of Economics, Faculty of Commerce, Damanhour University,
Received 21 October 2018 Damanhour, Egypt
Revised 25 May 2019
21 August 2019
10 January 2020
7 June 2020
9 June 2020 Abstract
9 July 2020
11 October 2020
Purpose – Migrants’ remittances to Egypt have increased considerably in both size and importance over the
15 November 2020 past 40 years. This increase has made Egypt one of the top remittance recipients in the world and the leading
Accepted 5 January 2021 recipient country in the Middle East. As migrant remittances are one of Egypt’s main sources of foreign
capital, this study aims to identify the impact of these remittances on economic growth.
Design/methodology/approach – The study collects annual data on migrant remittances sent to Egypt
during the period 1980–2017. The study uses the Augmented Dickey–Fuller test and Johnsen’s Co-integration
test to establish long-run relationships between variables. Then, a vector error correction model (VECM) is
used to combine long-run and short-run dynamics, and a Granger causality test is performed. Finally,
diagnostic tests of the VECM are conducted.
Findings – Results reveal that migrants’ remittances to Egypt are countercyclical in the sense that they
have a long-term negative impact on economic growth. These results are determined by the Granger causality
between migrants’ remittances, inflation rate and imports.
Practical implications – The study can help policymakers to develop appropriate policies to turn
migrants’ remittances into a reliable source of capital that could result in a stable economic growth.
Originality/value – Although various empirical studies have examined the growth effect of remittances,
most of them are based on cross-country data. This study contributes to the field by attempting to close a gap
in the literature by empirically analyzing the impact of remittances on a single country over a long period.
Keywords Egypt, Economic growth, Granger causality, Johansen co-integration,
Migrants’ remittances, Vector error correction model, Remittances inflows
Paper type Research paper
1. Introduction
Over the past three decades or more, migrant remittance inflows to developing economies
have been considered an important economic development tool because of their impact on
the overall growth of the recipient economies (Aggarwal et al., 2006, p. 1). Remittance
inflows to developing economies have been growing and have become the second main
source of foreign exchange after foreign direct investment (FDI); therefore, they represent a
major source of international capital flows, exceeding official development assistance and
© Rasha Qutb. Published in Review of Economics and Political Science. Published by Emerald
Publishing Limited. This article is published under the Creative Commons Attribution (CC BY 4.0)
Review of Economics and Political
Science
licence. Anyone may reproduce, distribute, translate and create derivative works of this article (for
Vol. 7 No. 3, 2022 both commercial and non-commercial purposes), subject to full attribution to the original publication
pp. 154-176
Emerald Publishing Limited and authors. The full terms of this licence maybe seen at http://creativecommons.org/licences/by/4.0/
e-ISSN: 2631-3561 legalcode
p-ISSN: 2356-9980
DOI 10.1108/REPS-10-2018-0011 JEL classification – F24, O4, C22
export revenues as far back as 1997. They have also exceeded private debt and portfolio Economic
equity flows in recent years (Giuliano and Ruiz-Arranz, 2005, p. 5; Kamuleta, 2014, p. 1). The growth in
role that migrants’ remittances play in the growth of global capital flows has attracted
much attention due to its stable growth despite financial crises and economic declines. This
Egypt
stability helps to reduce income inequalities and volatility, alleviate poverty, prevent crises
that would otherwise occur in the balance of payment and boost the recipient country’s
economic growth rate (Ratha, 2013, p. 1; Datta and Sarkar, 2014, p. 2).
Broadly defined, remittances are the transfers of cash from migrants working abroad to 155
individuals in their home country through official and unofficial channels (Zohry, 2007,
p. 46; Naga, 2015, p. 21; Karagoz, 2009, p. 1893). Recipients can use the remitted funds in
various ways but usually invest the money or spend it on living expenses, education and
health care (Karagoz, 2009, p. 1891).
As remittances have been a reliable source of foreign exchange for developing
economies, they can have a potential impact on the growth of those economies because they
can influence consumption, investment, savings, poverty and income distribution (Rao and
Hassan, 2012, p. 351; Rahman, 2014, p. 140). However, the increased consumption that
results from migrant remittances may also have negative macroeconomic effects (Adam,
1991; Wahba, 2007; Glytsos, 2002, p. 6; World Bank Group, 2006; Rao and Hassan, 2012,
p. 352; Rahman, 2014, p. 141; Stratan and Chistruga, 2012; Goschin, 2014, p. 56).
In 2017, global remittances reached $613bn, which represented a 7% growth rate from
2016 to 2017 (World Bank Report, 2018). Officially recorded remittances sent to low- and
medium-income countries reached $466bn in 2017 amounting to three-quarters of total
global remittances and representing an increase of approximately 8.5% from the $429bn
recorded in 2016. This considerable growth in remittances among developing and developed
economies can be attributed to many factors including the acceleration of labor migration
and ongoing improvement in real wages paid to migrants around the world (Center for
Social and Economic Research, 2012, p. 6). Furthermore, transaction costs decreased as
technological improvements have created faster, lower-cost mechanisms to facilitate
international payments between individuals (Giuliano and Ruiz-Arranz, 2005; World Bank
Group, 2006; Abu Siddique and Selvanathan, 2010).
Remittance inflows to the MENA region increased by 9.3% in 2017; reaching $53bn;
$24.7bn of that total was sent to Egypt, making it one of the top ten remittance recipient
countries in the world. Therefore, it is important to analyze the impact of migrants’
remittances on economic growth, as such remittances are among the major sources of
foreign capital inflows to the Egyptian economy. ’This study tests the hypothesis that –
“remittance inflows to the Egyptian economy could promote economic growth along with
other types of foreign capital inflows, mainly international development aid and Foreign
Direct Investment (FDI)”. The study covers the period between 1980 and 2017 and uses
“Johansen’s co-integration test” – within VECM to test the hypothesis. Granger causality
test is used to explore the causal relationship between migrants’ remittances and economic
growth.
Although various empirical studies have examined the effect of migrants’ remittances on
economic growth; most of them use data across multiple countries, rather than focusing on
an individual country. This study uses data for a single country that is one of the top
recipients of migrants’ remittances globally, thereby contributing to the literature by
empirically analyzing the effect of remittances for a specific country over a long period.
Thus, the study can help policymakers develop appropriate policies to convert the
potential for economic growth represented by migrants’ remittances into a reliable source of
capital that results in stable economic growth.
REPS This study’s findings reveal that migrants’ remittances have a negative impact on
7,3 economic growth in Egypt, and that the effect of the remittances on the economy is
countercyclical because they lead to the increase in imports, which consequently fuels
inflation.
The remainder of the study is organized as follows. The next section reviews the history
of migrants’ remittances in Egypt and demonstrates the possible investment opportunities
156 they represent. The third section discusses the potential effects of migrants’ remittances on
economic growth in the recipient country and offers a review of the literature. The fourth
section provides the empirical model, data sources and results of the study. The final section
offers conclusions.
30
US $ (Billion)
20
Figure 1.
10
Total Egyptians’
0
remittances
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
30
25 workers' Remiances
inflows (as % of GDP)
20
% of GDP
10
Net Official Development
Assistance inflows (as % of Figure 2.
5
GDP) Remittances, FDI
inflows and ODA (as
0 YEAR a % of GDP) in Egypt
1980 1985 1990 1995 2000 2005 2010 2014 2017
during the period
(1980–2017)
Source: WDI, Migration and Remittances Fact-book and GAFI
REPS The largest number of Egyptian migrants resides in the Kingdom of Saudi Arabia (KSA),
7,3 whereas a smaller and wealthier group live in the USA. Combined, these are the largest
source of migrants’ remittances to Egypt. Therefore, Egyptians who live in KSA and the
USA need more attention from policymakers who should try to encourage Egyptian
migrants there to direct remittances into productive investments in Egypt. Moreover, the
main concern of migrants when sending remittances to their families in their home country
158 is to transfer enough money to address basic daily needs. Many of Egypt’s migrants do not
invest in the country for a number of reasons, including individual financial difficulties, lack
of easy access to cash or credit, the risky investment climate in Egypt and a lack of
awareness of the government’s investment programs (International Organization for
Migration, 2010, p. 57).
The government has taken several positive steps to improve the investment environment
in Egypt and to overcome critical obstacles that impede investment, including changing and
amending several laws and creating a “one-stop-shop” for investors. Guidelines have also
been designed to help small enterprises gain access to capital more like large-scale
businesses. Even with these changes in laws and policies, some existing laws would have to
be modified to improve the investment environment for small-scale investors such as
migrant families, to help them invest their remittances in a productive way (International
Organization for Migration, 2010, p. 58). A family’s decision to invest is determined by not
only the money that remains after meeting their basic needs but also the overall economic
environment.
Where t is time trend, EGt, REMt, FDIt, ODAt and Tradet are economic growth, remittance
inflows, FDI, official development assistance and Trade openness respectively. The
empirical model of the study is as follows:
By taking the natural logarithm for our variables, the impact of outliers is minimized and
elasticity coefficients of variables are obtained. Thus, the structural form of the main
estimated model can be represented in a double-log function as follows:
Where the endogenous variables include the natural logarithm of real GDP per capita (Ln
EGt), the natural logarithm of remittances as a percentage of GDP (Ln REMt), the natural
logarithm of FDI inflows as a percentage of GDP (Ln FDIt), the natural logarithm of net
official development assistance as a percentage of GDP (Ln ODAt) and the natural logarithm
of trade openness measured by summing of imports and exports as a percentage of GDP (Ln
Tradet). Note that both variables (Ln FDIt), and (Ln ODAt) capture the impact of other
sources of external exchange.
The study follows the next three steps; first, the “Augmented Dickey-Fuller” test is used
to check stationarity on every single variable to avoid “spurious regression”; second, in
order to ensure the long-run “equilibrium” relationship among variables Johansen’s Co-
REPS integration test is employed; and third to combine both long and short-run dynamics, VECM
7,3 is conducted. The “structural” form for the economic growth equation is given as:
þ b 5 Ln TradeðtiÞ þ l ECMt1 þ « t
162 Where:
Here the “short-run dynamics” of the variables in the “ECM” are represented by the series in
differences while the long-run relations of the variables in levels.
The “speed of adjustment coefficient” l ‘, which is expected to be negative, represents
the amount of “correction” of the period (t – 1) disequilibrium that happens in period t. This
test is applied when all variables are appeared to be purely integrated at the first difference.
Also, the Granger causality test is conducted between GDP and remittances (Granger, 1981;
Brooks, 2008). Finally, the diagnostic Tests of the Model is conducted to ensure that the
model is stable and adequately passes the econometric pathology for residual serial
correlation, “Lagrange Multiplier test,” normality of residuals; “normality test Jarque-Bera,”
and “heteroscedasticity” test, and this is shown by the p-value.
Ln EGt 0.9 2.16 3.6 2.6 2.9 1.95 0.74 0.03 I(1) I(0)
Ln REMt 1.3 5.0 3.6 2.6 2.9 1.95 0.64 0.000 I(1) I(0)
Ln FDIt 2.5 5.1 3.6 2.6 2.9 1.95 0.12 0.000 I(1) I(0)
Ln ODAt 2.4 4.5 3.6 2.6 2.9 1.95 0.16 0.000 I(1) I(0)
Ln Tradet 1.3 2.4 3.6 2.6 2.9 1.95 0.57 0.015 I(1) I(0)
results
Table 1.
growth in
163
Egypt
None *(r = 0) 0.690764 76.57588 69.81889 0.0131 42.25142 33.87687 0.0040 Reject H0
At most 1(r # 1) 0.438220 34.32446 47.85613 0.4842 20.75922 27.58434 0.2910 Accept H0
At most 2(r # 2) 0.185426 13.56524 29.79707 0.8641 7.383223 21.13162 0.9373 Accept H0
164 At most 3(r # 3) 0.157089 6.182014 15.49471 0.6740 6.152160 14.26460 0.5938 Accept H0
At most 4(r # 4) 0.000829 0.029853 3.841466 0.8628 0.029853 3.841466 0.8628 Accept H0
Table 2.
Johansen co-integration Notes: Trace test and Max-eigenvalue test indicates 1 cointegrating eqn(s) at the 0.05 level; *denotes
test rejection of the hypothesis at the 0.05 level; **MacKinnon-Haug-Michelis (1999) p-values
4.4.2 Vector error correction model. Variables can either have short or long-run effects. This
study utilizes a vector error correction model (VECM) to disaggregate these effects.
Before discussing the short-run and long-run results of the VECM, The diagnostic tests are
used to make sure of the reliability of the model. The results of diagnostic tests indicate that the
“VECM” sufficiently passes the econometric pathology for residual serial correlation using
“Lagrange Multiplier” test, normality of residuals through “normality Jarque-Bera” test and for
homoscedasticity when using the “VEC Residual Heteroskedasticity” test. This is indicated by
the “p-value” given within the square brackets. The result of the diagnostic test of the model is
given in Table 3. Additionally, the stability test of the VECM model is checked by the inverse
roots of the characteristic auto-regression polynomial graph as indicated by Figure 3.
According to Lutkepohl (1991), the estimated model is stationarity as all roots have modulus
less than one and lie inside the unit circle.
4.4.2.1 Long-term results. The estimated long-term relationship between variables are
shown in Table 4 [3] (Table 5).
These results reveal that the estimated long-term impact of a 1% increase in annual
workers’ remittances as a percentage of growth in per capita GDP is approximately []
0.24%, which means that an increase in remittances causes a decline in GDP per capita
growth. This negative impact is consistent with the result in Chami et al. (2005), who found
that remittances do not serve as a source of economic growth and is therefore negatively
correlated with GDP growth, implying that the money emigrants send back home can be
classified as “compensatory transfers” that provide support to poor families during periods
of financial difficulties, but are not profit-driven capital flows. For instance, many workers
lost their jobs, especially in tourism and other strategic sectors during the economic
slowdown in 1991–1992, which was associated with the implementation of Egypt’s
0.5
165
0.0
–0.5
–1.0
Figure 3.
Checking the stability
–1.5 of VECM
–1.5 –1.0 –0.5 0.0 0.5 1.0 1.5
0.03 0.03
0.02 0.02
0.01 0.01
0.00 0.00
–0.01 –0.01
1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 9 10
0.03 0.03
0.02 0.02
0.01 0.01
0.00 0.00
–0.01 –0.01
1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 9 10
0.03
0.02
0.01
0.00
Figure 4.
–0.01 Impulse response
1 2 3 4 5 6 7 8 9 10
REPS to remittances will have a negative impact on GDP per capita on the short run and long run
7,3 as indicated by accumulated IRFS (Figure 5).
Following a one standard deviation shock in official development aid, GDP per capita
starts to rise in the second and third periods. Then, the response declines sharply till the
ninth period and is followed by non- noticeable response in GDP per capita to innovation in
remittances in the tenth period. Thereby it can be inferred from the accumulated response
170 that shocks to remittances on will have a positive impact on GDP per capita as the response
is in the positive region in most of the periods.
Following an innovation in trade openness, GDP per capita does not show any response
in the first period but shows a sharp rise until the seventh period and is followed by a
gradual rise from the eighth period until the tenth period. Thereby, it can be concluded that
shocks to trade openness will have a positive impact.
0.20 0.20
0.15 0.15
0.10 0.10
0.05 0.05
0.00 0.00
–0.05 –0.05
1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 9 10
0.20 0.20
0.15 0.15
0.10 0.10
0.05 0.05
0.00 0.00
–0.05 –0.05
1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 9 10
0.20
0.15
0.10
0.05
Figure 5.
0.00
Accumulated impulse
response –0.05
1 2 3 4 5 6 7 8 9 10
Following an impulse in FDI, GDP per capita does not show any response for the first Economic
period; it starts to rise sharply until the fourth period. After that, there is no response in growth in
GDP per capita to an impulse in FDI in the fifth period. Next, GDP per capita rises Egypt
gradually in the following innovation in FDI until the eighth period. Again, GDP per
capita does not show any response in the ninth period, and it then rises slightly in the
tenth period. The accumulated response function concludes a positive impact of FDI on
GDP per capita. 171
5. Conclusion and recommended policies
Remittances are one of the positive spillover effects of the migration process, and at least
partly compensate for the loss of skilled labor in developing countries. Migrants’
remittances are among the main source of foreign exchange for many developing economies,
and their value has increased in importance for several decades. As a source of capital,
migrants’ remittances can directly increase economic development, and remittance-based
consumption can enhance economic growth by indirectly raising employment levels and
output. While policymakers increasingly recognize the potential effects of remittances on
economic growth, the net growth impact of those remittances is still controversial.
Egypt is among the top remittance recipient countries in the world and is the leading
country in the Middle East region. Thereby, it is worthy to examine the influence of
remittances in enhancing economic growth and as a source of international capital flows,
along with FDI and ODA, over a long period.
This study examined the impact of remittance inflows on the economic growth of Egypt
on time series data from 1980 to 2017 using the Johansen co-integration technique and
VECM. Additionally, Granger causality test was used to explore the causal relationship
between GDP and remittances to identify whether remittances are procyclical or
countercyclical. To clarify the results, another test was conducted to show the causal
relationships between remittances, imports and the inflation rate. The main result is the
significant negative effect of remittances on GDP per capita growth, as a large proportion of
these inflows stimulate consumption by family members rather than investment in the
economy. This negative effect on growth is supported by the Granger causality tests that
reveals causal relationships running from remittances to imports and from remittances to
inflation.
We conclude that Egypt can learn important lessons from the experiences of other
countries that have succeeded in encouraging their migrants to send remittances to be
invested in productive projects. Policymakers in the Egyptian Government should develop
guidelines concerning appropriate policies and procedures to promote the use of remittances
for investment in the local economy. These guidelines should be based on realistic
objectives, tools and time frames that could help to overcome the obstacles that Egyptian
families face when they consider the possibility of investing in Egypt. Enhancing the
positive effect of remittances on economic growth will require adopting effective policies
that may include the following:
encouraging social financial institutions and credit unions to attract, channel and
administer remittances by providing attractive credit opportunities;
reducing transaction costs associated with remittances, improving the technology
used in money transfers and the diffusion of information regarding the types of
transfer channels available, as well as establishing voluntary codes of conduct for
fair transfers;
REPS developing remittance-related products (i.e. savings and insurance products that
7,3 contribute to social safeguard for households); and
improving migrants’ access to financial services in their home countries as well as
in their sending countries by providing ID cards for migrants and allowing
domestic banks to operate overseas.
172 Furthermore, incentives should be given to attract migrant remittances (e.g. tax exemption)
if remittances are directed into strategic sectors that have the potential for productive
investment in the home countries. This would help to generate employment and stimulate
economic growth.
Notes
1. The decision to float the Egyptian pound was intended to attract foreign inflows and to smother
the black market for the US dollar, encouraging people to use their hard currency through the
banking system.
2. This opinion was true until the international financial crisis of 2008/2009 that resulted in a
notable but temporary drop in the overall value of remittances, especially in developing
economies, after decades of robust progress. This was because the crisis simultaneously hit
many sending and receiving countries. It also had an uneven effect on sectors that included many
migrants’ traditional jobs in sectors such as construction and travel (Ratha et al., 2008, p. 1).
3. To find the optimal lag length (in this case, three), a vector auto-regression analysis is first run on
levels; the appropriate lag length is then chosen according to the Akaike Information Criteria (a
four-lag period as indicated in Table 5). This lag length minus one is used in the VECM as we
lose one degree of freedom for differencing.
4. In fact, foreign aid acts as a form of income that is transferred from developed to developing
countries; its capability to generate growth depends on how it is assigned and invested.
5. To obtain real GDP, data about nominal GDP is collected from government sources, which is
then deflated using the wholesale price index (base year = 2010).
6. Countercyclical remittances serve as a compensatory transfer during difficult economic times in
the home country, thereby working as a shock absorber (Gupta, 2005; Singh et al., 2010; Laniran
and Adeniyi, 2015, pp. 3-4). On the other side, procyclical remittances are those that increase
under favorable economic conditions in the migrant’s home country (Laniran, and Adeniyi, 2015,
p. 4).
7. The pairwise Granger causality test is conducted after running the co-integration test between
remittances, inflation and imports to ensure the long-run relationship between them. This is
shown in Table 8 in the Appendix.
8. Imports variable is measured as imports as a percentage of GDP.
9. Inflation could rise to call off the positive effect of migrants’ remittances on economic growth
broadening the gap among sending and recipient countries; as the latter bear losses in the form of
inflation and uprising imports, whereas the former reap all the benefits.
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Corresponding author
Rasha Qutb can be contacted at: rasha_qutb@yahoo.com
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