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International Journal of Economics and Financial Research
ISSN(e): 2411-9407, ISSN(p): 2413-8533
Vol. 6, Issue. 10, pp: 214-218, 2020
URL: https://arpgweb.com/journal/journal/5
DOI: https://doi.org/10.32861/ijefr.610.214.218
Academic Research Publishing
Group
214
Original Research Open Access
An Econometric Analysis on Remittance and Economic Growth in Bangladesh
Md Shafiul Islam
Assistant Professor, Department of Economics, Begum Rokeya University, Rangpur-5400, Bangladesh
Email: shafi@brur.ac.bd
Article History
Received: September 8, 2020
Revised: October 3, 2020
Accepted: October 15, 2020
Published: October 19, 2020
Copyright © 2020 ARPG & Author
This work is licensed under the
Creative Commons Attribution
International
CC BY: Creative
Commons Attribution License 4.0
Abstract
In Bangladesh, migrant worker‘s remittances constitute one of the most significant sources of external finance. This
paper investigates the existence of relation between remittance inflow and GDP and the causal link between them in
Bangladesh by employing the Granger causality test under a VECM framework. Using time series data over a 38 year
period, we found that growth in remittances does lead to economic growth in Bangladesh. In addition to the relationship,
this paper also points out some issues that are working as impediments in getting remittance and give some
recommendations to overcome those impediments.
Keywords: Remittance; Economic growth; VECM; Granger causality.
1. Introduction
According to the World Migration Report-2020 of International Organization for Migration, there are more than
272 million migrants around the world in 2019 and there is enough evidence to show that the rate of international
migration is increasing with globalization. This is the source of remittances for many developing countries. With
some exceptions, the recipients of remittances usually rely on them for living expenses, education and investments.
This will have a significant development impact on the guest as well as the host countries; economically, politically
and socially.
The importance of remittances to the Bangladesh economy can be gauged by comparing them to other
macroeconomic indicators of the economy. In 2018, remittances were equivalent to 45% of total export earnings,
could finance 37% of total imports, and were almost five times the FDI flows to the country. At this stage of
economic development, remittances play a critical role as a source of external finance. Migrated workers also
contribute to the economic development of Bangladesh by reducing unemployment.
In this paper we intend to investigate short and long-run dynamic impact of remittance on GDP growth of
Bangladesh, using the Cointegration and Granger Causality in a VECM framework to analyze the relationship.
2. Aim and Objectives
The aim of the research is generally to asses the performance of remittance in economic growth in Bangladesh
and relationship between them using cointegration and error correction model. The specific objectives are as follows:
i. To find out the relationship between remittance and economic growth.
ii. To find out the nature of the relationship between remittance and economic growth.
iii. To find out the problems of labor migration and give some policy implications.
3. Literature Review
Economic development is the most important issue in current world. As a result, much of the current literature
on the workers‘ remittances has concentrated on two broad strands: Impact of remittance on growth and the
determining factors of remittance inflows.
Various studies on the effect of remittances to economic growth have shown mixed results. For instance, Chami
et al. (2003), found that remittances had a negative effect on growth. They explained this adverse effect as the
creation of the moral hazard problem. According to the study, remittance inflows reduce the productivity of the
receiving families.
Glytsos in a study in 2005 using data for 1969-1998 for five countries illustrates that the impact of remittances
are different in different countries. The study also shows that significant volatility in the real remittance inflows
contribute to instability in the economies concerned significantly.
Kadir (2009), investigated that whether workers‘ remittances have growth impact on Turkish economy, by using
data belong to 1970-2005 period. The time series regression findings show that remittance flow to Turkey has
International Journal of Economics and Financial Research
215
statistically meaningful but negative impact on growth. Annual data on workers‘ remittances, per capita GDP, gross
capital formation (gross domestic investment), and net private capital flows are used for this paper.
IMF (2005) studied over 101 developing countries and found no link between remittances and other variables.
In two different studies Faini (2002) found positive impact of remittance on growth. Faini (2002) states that
remittances help to overcome imperfections in the capital.
4. Theoretical Study
4.1. Trends of Migration from Bangladesh
Bangladesh has two main types of migrants. The first includes immigrants and permanent residents to
industrialized countries—a process that began in the 1950s with the United Kingdom and has gained momentum in
recent years with the increase in the size of the Bangladeshi diasporas in other countries. This cluster of people
consists of who have got foreign citizenship and are professionals and semiprofessionals. The second type of migrant
includes short-term migrants to the Middle East and Southeast Asian countries—a process that began in the wake of
the 1973 oil price hike and the emergence of Middle East countries as affluent economies. These migrants, who
usually return after completing their contracts, are mainly nonprofessionals. Due to the lack of records, information
on each group is limited. According to the Bureau of Manpower Employment and Training (BMET), in 2018 a total
of 734,181 Bangladeshi workers moved to different countries of the world and the amount was about 27% more than
the previous year. In 2017, the total number of workers who went abroad from Bangladesh stood at 1,008,525.
Bureau of Manpower, Employment and Training (BMET) has classified temporary migrant population into five
categories. These are professional, skilled, semi-skilled, and less-skilled and others. Doctors, engineers, nurses and
teachers are considered as professionals. Industrial workers are treated as skilled; while tailor, mason etc. as semi-
skilled workers; housemaid, cleaner, laborers are classified as less-skilled. The following figure shows the category-
wise overseas employment in 2019.
Figure-1. Category-wise Overseas Employment in 2019
In 2019, 44 percent workers were in skilled category, 48 percent were in semiskilled and less-skilled category,
other constitutes 8% and number of professional was almost 0% of the total overseas employment. The manpower
export increased gradually after 1990 and the number of skilled workers also increased but it was not that significant
proportionately to that of semiskilled and less-skilled workers. Increase in the flow of semi-skilled and unskilled
workers in proportion to professionals indicates two things. Firstly, Bangladesh hardly took into account that in
order to advance and protect its international market of professional and skilled workers it needed to invest in
development of its human resources in accordance with the market need. Failing to do so has resulted in losing its
traditional market to other competing countries and also to newly emerging ones. Secondly, according to migration
experts, during the early years of the oil price hike, the Middle Eastern countries mostly needed professional and
skilled persons for their rapid infrastructure development. The 1990s saw the gradual slowing down of the pace of
infrastructure development. This does not mean that there has been an overall reduction in the need for labor. Rather,
these economies now need more semi-skilled and unskilled labor for maintenance purpose and domestic work. Both
the arguments hold some ground.
4.2. Remittance and Economic Growth
In Bangladesh, the greater inflow of remittances helped to sustain macroeconomic stability by improving the
country‘s current account position, foreign currency reserves, and external debt servicing capability. From a
‗bottomless basket‘ in 1971, Bangladesh was become a lower-middle income country in 2017. International
migration and the remittances sent by the Bangladeshi labour migrants have played a critical role in this
breakthrough. Migrated workers and remittance flow helped in alleviating poverty in the country. Bangladesh
requires huge amount of foreign currency reserve to import different commodities and finance external debt. In
International Journal of Economics and Financial Research
216
FY2017, the ratio of imports to GDP was 17.61% and exports to GDP 15.73%, resulting in trade deficits. But
because of the strong inflow of remittances, the current account balance showed a surplus in 2017. The following
figure illustrates the pattern of remittance flow and GDP.
Figure-2. Trend of remittance and GDP
5. Methodology
I first test the stationarity properties of the variables under consideration, then test for cointegration among the
variables. Short-run relation will be identified using error correction mechanism. At last, I will test Granger
Causality among the variables in a VECM framework.
The empirical analysis of this study has been conducted with a sample of annual data covering remittance and
growth of Bangladesh from 1980 to 2018. The data utilized for this study are obtained from UN statistical division,
Monthly Economic Trend of Bangladesh Bank and Bureau of Manpower, Employment and Training (BMET).
5.1. Stationarity Test
Practically most econometric time series data shows trends and are non-stationary (Phillips, Perron, 1988).
Therefore, as first step in empirical analysis with any time series is to test for the presence of unit roots in order to
remove the problem of spurious regression. In this stage, it is needed to explore the order of each variable to
establish whether it contains unit roots and how many times it needs to be differenced to draw a stationary series.
We used unit root test to check whether our variables (Remittance- REM and Gross Domestic Product -GDP)
are non-stationary. Both the variables are used in logarithmic form ( GDP
ln , and REM
ln ). To examine whether the
data series are stationary, many types of tests can be performed like the Dickey - Fuller Test, the Augmented Dickey
– Fuller (ADF) Test, and Phillips – Perron Test.
This ADF test statistic checks the null hypotheses that the time series has a unit root, under the alternative
hypotheses of stationary time series. If the null hypothesis is rejected, then the series is stationary and no
differencing in the series is necessary to induce stationary. The result is also cross-checked by Phillips – Perron (PP)
Test. The results of these tests are presented in the Table 1 and Table 2.
Table-1. Unit Root Test (Augmented Dickey-Fuller)
Table-2. Unit Root Test (Phillips-Perron)
Note: Null hypothesis rejected when the p-value lower than 0.05.
The results reveals that the time series GDP
ln and REM
ln are non-stationary at their levels, while first
difference made them stationary. Both the ADF and the PP test provide the same result.
Level p-value First Difference p-value Critical Values
GDP
ln 2.4372 1.0000 -4.6612 0.0006 -3.62 (1%)
-2.94 (5%)
-2.61(10%)
REM
ln -0.3078 0.9144 -4.9024 0.0003
Level p-value First Difference p-value Critical Values
GDP
ln 3.0612 1.0000 -4.6612 0.0006 -3.62 (1%)
-2.94 (5%)
-2.61 (10%)
REM
ln -0.3253 0.9116 -4.8156 0.0004
International Journal of Economics and Financial Research
217
5.2. Cointegration Test
The concept of cointegration was introduced by Granger (1981) and the statistical analysis of cointegrated
process was organized by Engle and Granger (1987). Cointegration means that despite being individually non-
stationary a linear combination of two or more time series can be stationary. When a linear combination of non-
stationary variables is stationary, the variables are said to be cointegrated and the vector that defines the stationary
linear combination is called a cointegrating vector. A necessary condition for cointegration is that the data series for
each variable involved exhibit similar statistical properties, that is, to be integrated to the same order with linear
combination of the integrated series.
There are two methods which are widely used for testing cointegration:
1. Engle-Granger Residual based ADF method.
2. Johansen Full Information Maximum Likelihood Method (Johansen, 1988; Johansen and Juselius, 1990).
In this study for finding cointegration we test the Johansen Full Information Maximum Likelihood Method.
Table-3. Unrestricted Cointegration Rank Test (Trace)
Hypothesized No. of CE(s) Eigenvalue Trace Statistic 0.05 Critical Value Prob.**
None * 0.466098 23.77306 15.49471 0.0023
At most 1 0.014861 0.553994 3.841466 0.4567
Trace test indicates 1 cointegrating equation(s) at the 0.05 level
* denotes rejection of the hypothesis at the 0.05 level
** MacKinnon-Haug-Michelis (1999) p-values
Table-4. Unrestricted Cointegration Rank Test (Maximum Eigenvalue)
Hypothesized No. of CE(s) Eigenvalue Max-Eigen
Statistic
0.05 Critical Value Prob.**
None * 0.466098 23.21906 14.26460 0.0015
At most 1 0.014861 0.553994 3.841466 0.4567
Max-eigenvalue test indicates 1 cointegrating equation(s) at the 0.05 level
* denotes rejection of the hypothesis at the 0.05 level
**MacKinnon-Haug-Michelis (1999) p-values
The Max-Eigen value and Trace statistic test reject the hypothesis of no cointegration and indicate that there is
one cointegrating equation at the 5% significance level. So there is a long run relationship between gross domestic
product and remittance in Bangladesh.
5.3. Error Correction Mechanism
From the cointegration test we found that GDP
ln and REM
ln are cointegrated; that is, there is a long run
relationship between the two. Of course, in the short run there may be disequilibrium. There for we can treat the
error term

t
u as the ―equilibrium error‖. And we can use this error term to tie the short run behavior of GDP
ln to
its long run value. If two variables are cointegrated, then the relationship between the two can be expressed as error
correction mechanism (Granger representation theorem). So, when long run equipoise relation between variables
may be found through cointegration analysis, but the regulating speed is unable to be obtained when these variables
depart from their common random trend. This problem may be solved using error correction mechanism. The error
correction model including correction term should be made based on cointegration test so as to study the short run
dynamic regulating relation between gross domestic product and remittance in Bangladesh.
For this study the error correction model is estimated as follows:
t
GDP
ln
 = 0.302 + 0.08 t
REM
ln

- 0.54 1


t
u (1)
R-squared = 0.806; Durbin-Watson stat = 2.008;
The result of the Error Correction Model estimation above revealed that the coefficient of remittance is
significant at 5% level. A 1 percentage increase in the remittance raises economic growth by 0.08 percentages. The
coefficient of error correction term was rightly signed (i.e. negative) with the economy recovery rate of 54 percent
and significant at 5% level. The Adjusted R-squared indicated that 80 percent variation in Bangladesh‟s economic
growth is explained by the explanatory variable. In this model value of R2
is 0.806 which is less than the Durbin-
Watson statistic (d=2.008) indicating the model is significant.
5.4. Granger Causality Test
There is a cointegration relation between remittance and gross domestic product or these two variables have
long run equilibrium relation. The next step is to investigate the short-run dynamics via the analysis of Granger
Causality tests. Granger causality test of these two variables is needed to make sure whether this long run
equilibrium relation is causality, or whether remittance promotes economic growth and economic growth drives
remittance or both exist.
F statistics and its corresponding probability used for rejecting of accepting the null hypothesis. The present
study posses two null hypothesis:
a) REM
ln does not Granger Cause GDP
ln
b) GDP
ln does not Granger Cause REM
ln
International Journal of Economics and Financial Research
218
The results of the Granger causality are shown in the following Table 5.
Table-5. Results of Granger Causality
Null Hypothesis: Lags F-Statistic Probability
LN REM does not Granger Cause LN GDP 2 5.26493 0.010
LN GDP does not Granger Cause LN REM 2 0.44794 0.642
The former hypothesis ― REM
ln does not Granger Cause GDP
ln ‖ is rejected. These results suggest that the
direction of causality is from remittance to GDP growth. On the other hand, there is no ‗reverse causation‘ form
GDP growth to remittance, since the F-statistic is statistically insignificant and the probability is larger than .05. So it
can be seen from the result that one way causality exist from remittance to economic growth in Bangladesh during
the period of 1980 to 2018.
6. Conclusions
We try to investigate the causal nexus between remittance and GDP growth for Bangladesh using annual data
from 1980 to 2018. This study uses time series econometrics tools to find the relationship. The growth of remittance
has become a crucial issue in context of economic growth.
Time series analysis indicates remittance cause GDP growth both in the short run and in the long run. Using
Johansen‘s approach to cointegration, our findings suggest that GDP and remittance are cointegrated for Bangladesh,
implying a long run relationship between the variables. However, causal relationship between them is unidirectional,
as can be seen from the result that one way causality existing from remittance to economic growth in Bangladesh
during the period of 1980 to 2018.
Nowadays, though remittance transfer process has improved, for efficient transmission barriers should be
removed to promote the use of official channels.
1. Access in originating countries: better access to the Bangladeshi network of banks and exchange houses
needs to be provided in certain areas in the Middle East, Greece, Italy, Republic of Korea or Spain;
2. Infrastructure and technology challenges: widespread use of new technology must replace manual
processing of remittances to prevent delay in transmission and disbursement of funds;
3. Educational issues: financial literacy needs to be enhanced to help remitters explore the formal channel;
information material in the form of booklets, brochures, and leaflets needs to be made available to
Bangladeshi migrants, and briefing arrangements need to be introduced by banks, the post office, or money
transfer operators about remittance methods and investment options;
4. Governance: governance for remittances handled by commercial banks and the post office needs to be
improved to eliminate fraud and delays in remittances by streamlining the administrative mechanisms to
address such issues; and
5. Access in receiving country: more branches of commercial banks, particularly private banks, need to be
opened in remote areas in Bangladesh. In order to handle remittances efficiently, cooperation is needed
between private banks and state-owned commercial banks.
References
Chami, R., Fullenkamp, C. and Jahjah, S. (2003). Are immigrant remittance flows a source of capital for
development?‘, imf working paper 01/189, International monetary fund, Washington DC.
Engle, R. and Granger, C. (1987). Co integration and error correction representation: Estimation and testing.
Econometrica, 55(2): 251-76.
Faini, R., 2002. "Development, trade, and migration." In proceedings from the ABCDE Europe Conference, 1-2. pp.
85-116.
Johansen, S. (1988). Statistical analysis of cointegrated vectors. Journal of Economic Dynamics and Control, 12(2-
3): 131-54.
Johansen, S. and Juselius, K. (1990). Maximum likelihood estimation and inference on cointegration: With an
application to demand for money. Oxford Bulletin of Economics and Statistics, 52(2): 169-210.
Kadir, K. (2009). Workers‘ remittances and economic growth: Evidence from Turkey. Journal of Yasar University,
4(13): 1891-908.

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An Econometric Analysis on Remittance and Economic Growth in Bangladesh

  • 1. International Journal of Economics and Financial Research ISSN(e): 2411-9407, ISSN(p): 2413-8533 Vol. 6, Issue. 10, pp: 214-218, 2020 URL: https://arpgweb.com/journal/journal/5 DOI: https://doi.org/10.32861/ijefr.610.214.218 Academic Research Publishing Group 214 Original Research Open Access An Econometric Analysis on Remittance and Economic Growth in Bangladesh Md Shafiul Islam Assistant Professor, Department of Economics, Begum Rokeya University, Rangpur-5400, Bangladesh Email: shafi@brur.ac.bd Article History Received: September 8, 2020 Revised: October 3, 2020 Accepted: October 15, 2020 Published: October 19, 2020 Copyright © 2020 ARPG & Author This work is licensed under the Creative Commons Attribution International CC BY: Creative Commons Attribution License 4.0 Abstract In Bangladesh, migrant worker‘s remittances constitute one of the most significant sources of external finance. This paper investigates the existence of relation between remittance inflow and GDP and the causal link between them in Bangladesh by employing the Granger causality test under a VECM framework. Using time series data over a 38 year period, we found that growth in remittances does lead to economic growth in Bangladesh. In addition to the relationship, this paper also points out some issues that are working as impediments in getting remittance and give some recommendations to overcome those impediments. Keywords: Remittance; Economic growth; VECM; Granger causality. 1. Introduction According to the World Migration Report-2020 of International Organization for Migration, there are more than 272 million migrants around the world in 2019 and there is enough evidence to show that the rate of international migration is increasing with globalization. This is the source of remittances for many developing countries. With some exceptions, the recipients of remittances usually rely on them for living expenses, education and investments. This will have a significant development impact on the guest as well as the host countries; economically, politically and socially. The importance of remittances to the Bangladesh economy can be gauged by comparing them to other macroeconomic indicators of the economy. In 2018, remittances were equivalent to 45% of total export earnings, could finance 37% of total imports, and were almost five times the FDI flows to the country. At this stage of economic development, remittances play a critical role as a source of external finance. Migrated workers also contribute to the economic development of Bangladesh by reducing unemployment. In this paper we intend to investigate short and long-run dynamic impact of remittance on GDP growth of Bangladesh, using the Cointegration and Granger Causality in a VECM framework to analyze the relationship. 2. Aim and Objectives The aim of the research is generally to asses the performance of remittance in economic growth in Bangladesh and relationship between them using cointegration and error correction model. The specific objectives are as follows: i. To find out the relationship between remittance and economic growth. ii. To find out the nature of the relationship between remittance and economic growth. iii. To find out the problems of labor migration and give some policy implications. 3. Literature Review Economic development is the most important issue in current world. As a result, much of the current literature on the workers‘ remittances has concentrated on two broad strands: Impact of remittance on growth and the determining factors of remittance inflows. Various studies on the effect of remittances to economic growth have shown mixed results. For instance, Chami et al. (2003), found that remittances had a negative effect on growth. They explained this adverse effect as the creation of the moral hazard problem. According to the study, remittance inflows reduce the productivity of the receiving families. Glytsos in a study in 2005 using data for 1969-1998 for five countries illustrates that the impact of remittances are different in different countries. The study also shows that significant volatility in the real remittance inflows contribute to instability in the economies concerned significantly. Kadir (2009), investigated that whether workers‘ remittances have growth impact on Turkish economy, by using data belong to 1970-2005 period. The time series regression findings show that remittance flow to Turkey has
  • 2. International Journal of Economics and Financial Research 215 statistically meaningful but negative impact on growth. Annual data on workers‘ remittances, per capita GDP, gross capital formation (gross domestic investment), and net private capital flows are used for this paper. IMF (2005) studied over 101 developing countries and found no link between remittances and other variables. In two different studies Faini (2002) found positive impact of remittance on growth. Faini (2002) states that remittances help to overcome imperfections in the capital. 4. Theoretical Study 4.1. Trends of Migration from Bangladesh Bangladesh has two main types of migrants. The first includes immigrants and permanent residents to industrialized countries—a process that began in the 1950s with the United Kingdom and has gained momentum in recent years with the increase in the size of the Bangladeshi diasporas in other countries. This cluster of people consists of who have got foreign citizenship and are professionals and semiprofessionals. The second type of migrant includes short-term migrants to the Middle East and Southeast Asian countries—a process that began in the wake of the 1973 oil price hike and the emergence of Middle East countries as affluent economies. These migrants, who usually return after completing their contracts, are mainly nonprofessionals. Due to the lack of records, information on each group is limited. According to the Bureau of Manpower Employment and Training (BMET), in 2018 a total of 734,181 Bangladeshi workers moved to different countries of the world and the amount was about 27% more than the previous year. In 2017, the total number of workers who went abroad from Bangladesh stood at 1,008,525. Bureau of Manpower, Employment and Training (BMET) has classified temporary migrant population into five categories. These are professional, skilled, semi-skilled, and less-skilled and others. Doctors, engineers, nurses and teachers are considered as professionals. Industrial workers are treated as skilled; while tailor, mason etc. as semi- skilled workers; housemaid, cleaner, laborers are classified as less-skilled. The following figure shows the category- wise overseas employment in 2019. Figure-1. Category-wise Overseas Employment in 2019 In 2019, 44 percent workers were in skilled category, 48 percent were in semiskilled and less-skilled category, other constitutes 8% and number of professional was almost 0% of the total overseas employment. The manpower export increased gradually after 1990 and the number of skilled workers also increased but it was not that significant proportionately to that of semiskilled and less-skilled workers. Increase in the flow of semi-skilled and unskilled workers in proportion to professionals indicates two things. Firstly, Bangladesh hardly took into account that in order to advance and protect its international market of professional and skilled workers it needed to invest in development of its human resources in accordance with the market need. Failing to do so has resulted in losing its traditional market to other competing countries and also to newly emerging ones. Secondly, according to migration experts, during the early years of the oil price hike, the Middle Eastern countries mostly needed professional and skilled persons for their rapid infrastructure development. The 1990s saw the gradual slowing down of the pace of infrastructure development. This does not mean that there has been an overall reduction in the need for labor. Rather, these economies now need more semi-skilled and unskilled labor for maintenance purpose and domestic work. Both the arguments hold some ground. 4.2. Remittance and Economic Growth In Bangladesh, the greater inflow of remittances helped to sustain macroeconomic stability by improving the country‘s current account position, foreign currency reserves, and external debt servicing capability. From a ‗bottomless basket‘ in 1971, Bangladesh was become a lower-middle income country in 2017. International migration and the remittances sent by the Bangladeshi labour migrants have played a critical role in this breakthrough. Migrated workers and remittance flow helped in alleviating poverty in the country. Bangladesh requires huge amount of foreign currency reserve to import different commodities and finance external debt. In
  • 3. International Journal of Economics and Financial Research 216 FY2017, the ratio of imports to GDP was 17.61% and exports to GDP 15.73%, resulting in trade deficits. But because of the strong inflow of remittances, the current account balance showed a surplus in 2017. The following figure illustrates the pattern of remittance flow and GDP. Figure-2. Trend of remittance and GDP 5. Methodology I first test the stationarity properties of the variables under consideration, then test for cointegration among the variables. Short-run relation will be identified using error correction mechanism. At last, I will test Granger Causality among the variables in a VECM framework. The empirical analysis of this study has been conducted with a sample of annual data covering remittance and growth of Bangladesh from 1980 to 2018. The data utilized for this study are obtained from UN statistical division, Monthly Economic Trend of Bangladesh Bank and Bureau of Manpower, Employment and Training (BMET). 5.1. Stationarity Test Practically most econometric time series data shows trends and are non-stationary (Phillips, Perron, 1988). Therefore, as first step in empirical analysis with any time series is to test for the presence of unit roots in order to remove the problem of spurious regression. In this stage, it is needed to explore the order of each variable to establish whether it contains unit roots and how many times it needs to be differenced to draw a stationary series. We used unit root test to check whether our variables (Remittance- REM and Gross Domestic Product -GDP) are non-stationary. Both the variables are used in logarithmic form ( GDP ln , and REM ln ). To examine whether the data series are stationary, many types of tests can be performed like the Dickey - Fuller Test, the Augmented Dickey – Fuller (ADF) Test, and Phillips – Perron Test. This ADF test statistic checks the null hypotheses that the time series has a unit root, under the alternative hypotheses of stationary time series. If the null hypothesis is rejected, then the series is stationary and no differencing in the series is necessary to induce stationary. The result is also cross-checked by Phillips – Perron (PP) Test. The results of these tests are presented in the Table 1 and Table 2. Table-1. Unit Root Test (Augmented Dickey-Fuller) Table-2. Unit Root Test (Phillips-Perron) Note: Null hypothesis rejected when the p-value lower than 0.05. The results reveals that the time series GDP ln and REM ln are non-stationary at their levels, while first difference made them stationary. Both the ADF and the PP test provide the same result. Level p-value First Difference p-value Critical Values GDP ln 2.4372 1.0000 -4.6612 0.0006 -3.62 (1%) -2.94 (5%) -2.61(10%) REM ln -0.3078 0.9144 -4.9024 0.0003 Level p-value First Difference p-value Critical Values GDP ln 3.0612 1.0000 -4.6612 0.0006 -3.62 (1%) -2.94 (5%) -2.61 (10%) REM ln -0.3253 0.9116 -4.8156 0.0004
  • 4. International Journal of Economics and Financial Research 217 5.2. Cointegration Test The concept of cointegration was introduced by Granger (1981) and the statistical analysis of cointegrated process was organized by Engle and Granger (1987). Cointegration means that despite being individually non- stationary a linear combination of two or more time series can be stationary. When a linear combination of non- stationary variables is stationary, the variables are said to be cointegrated and the vector that defines the stationary linear combination is called a cointegrating vector. A necessary condition for cointegration is that the data series for each variable involved exhibit similar statistical properties, that is, to be integrated to the same order with linear combination of the integrated series. There are two methods which are widely used for testing cointegration: 1. Engle-Granger Residual based ADF method. 2. Johansen Full Information Maximum Likelihood Method (Johansen, 1988; Johansen and Juselius, 1990). In this study for finding cointegration we test the Johansen Full Information Maximum Likelihood Method. Table-3. Unrestricted Cointegration Rank Test (Trace) Hypothesized No. of CE(s) Eigenvalue Trace Statistic 0.05 Critical Value Prob.** None * 0.466098 23.77306 15.49471 0.0023 At most 1 0.014861 0.553994 3.841466 0.4567 Trace test indicates 1 cointegrating equation(s) at the 0.05 level * denotes rejection of the hypothesis at the 0.05 level ** MacKinnon-Haug-Michelis (1999) p-values Table-4. Unrestricted Cointegration Rank Test (Maximum Eigenvalue) Hypothesized No. of CE(s) Eigenvalue Max-Eigen Statistic 0.05 Critical Value Prob.** None * 0.466098 23.21906 14.26460 0.0015 At most 1 0.014861 0.553994 3.841466 0.4567 Max-eigenvalue test indicates 1 cointegrating equation(s) at the 0.05 level * denotes rejection of the hypothesis at the 0.05 level **MacKinnon-Haug-Michelis (1999) p-values The Max-Eigen value and Trace statistic test reject the hypothesis of no cointegration and indicate that there is one cointegrating equation at the 5% significance level. So there is a long run relationship between gross domestic product and remittance in Bangladesh. 5.3. Error Correction Mechanism From the cointegration test we found that GDP ln and REM ln are cointegrated; that is, there is a long run relationship between the two. Of course, in the short run there may be disequilibrium. There for we can treat the error term  t u as the ―equilibrium error‖. And we can use this error term to tie the short run behavior of GDP ln to its long run value. If two variables are cointegrated, then the relationship between the two can be expressed as error correction mechanism (Granger representation theorem). So, when long run equipoise relation between variables may be found through cointegration analysis, but the regulating speed is unable to be obtained when these variables depart from their common random trend. This problem may be solved using error correction mechanism. The error correction model including correction term should be made based on cointegration test so as to study the short run dynamic regulating relation between gross domestic product and remittance in Bangladesh. For this study the error correction model is estimated as follows: t GDP ln  = 0.302 + 0.08 t REM ln  - 0.54 1   t u (1) R-squared = 0.806; Durbin-Watson stat = 2.008; The result of the Error Correction Model estimation above revealed that the coefficient of remittance is significant at 5% level. A 1 percentage increase in the remittance raises economic growth by 0.08 percentages. The coefficient of error correction term was rightly signed (i.e. negative) with the economy recovery rate of 54 percent and significant at 5% level. The Adjusted R-squared indicated that 80 percent variation in Bangladesh‟s economic growth is explained by the explanatory variable. In this model value of R2 is 0.806 which is less than the Durbin- Watson statistic (d=2.008) indicating the model is significant. 5.4. Granger Causality Test There is a cointegration relation between remittance and gross domestic product or these two variables have long run equilibrium relation. The next step is to investigate the short-run dynamics via the analysis of Granger Causality tests. Granger causality test of these two variables is needed to make sure whether this long run equilibrium relation is causality, or whether remittance promotes economic growth and economic growth drives remittance or both exist. F statistics and its corresponding probability used for rejecting of accepting the null hypothesis. The present study posses two null hypothesis: a) REM ln does not Granger Cause GDP ln b) GDP ln does not Granger Cause REM ln
  • 5. International Journal of Economics and Financial Research 218 The results of the Granger causality are shown in the following Table 5. Table-5. Results of Granger Causality Null Hypothesis: Lags F-Statistic Probability LN REM does not Granger Cause LN GDP 2 5.26493 0.010 LN GDP does not Granger Cause LN REM 2 0.44794 0.642 The former hypothesis ― REM ln does not Granger Cause GDP ln ‖ is rejected. These results suggest that the direction of causality is from remittance to GDP growth. On the other hand, there is no ‗reverse causation‘ form GDP growth to remittance, since the F-statistic is statistically insignificant and the probability is larger than .05. So it can be seen from the result that one way causality exist from remittance to economic growth in Bangladesh during the period of 1980 to 2018. 6. Conclusions We try to investigate the causal nexus between remittance and GDP growth for Bangladesh using annual data from 1980 to 2018. This study uses time series econometrics tools to find the relationship. The growth of remittance has become a crucial issue in context of economic growth. Time series analysis indicates remittance cause GDP growth both in the short run and in the long run. Using Johansen‘s approach to cointegration, our findings suggest that GDP and remittance are cointegrated for Bangladesh, implying a long run relationship between the variables. However, causal relationship between them is unidirectional, as can be seen from the result that one way causality existing from remittance to economic growth in Bangladesh during the period of 1980 to 2018. Nowadays, though remittance transfer process has improved, for efficient transmission barriers should be removed to promote the use of official channels. 1. Access in originating countries: better access to the Bangladeshi network of banks and exchange houses needs to be provided in certain areas in the Middle East, Greece, Italy, Republic of Korea or Spain; 2. Infrastructure and technology challenges: widespread use of new technology must replace manual processing of remittances to prevent delay in transmission and disbursement of funds; 3. Educational issues: financial literacy needs to be enhanced to help remitters explore the formal channel; information material in the form of booklets, brochures, and leaflets needs to be made available to Bangladeshi migrants, and briefing arrangements need to be introduced by banks, the post office, or money transfer operators about remittance methods and investment options; 4. Governance: governance for remittances handled by commercial banks and the post office needs to be improved to eliminate fraud and delays in remittances by streamlining the administrative mechanisms to address such issues; and 5. Access in receiving country: more branches of commercial banks, particularly private banks, need to be opened in remote areas in Bangladesh. In order to handle remittances efficiently, cooperation is needed between private banks and state-owned commercial banks. References Chami, R., Fullenkamp, C. and Jahjah, S. (2003). Are immigrant remittance flows a source of capital for development?‘, imf working paper 01/189, International monetary fund, Washington DC. Engle, R. and Granger, C. (1987). Co integration and error correction representation: Estimation and testing. Econometrica, 55(2): 251-76. Faini, R., 2002. "Development, trade, and migration." In proceedings from the ABCDE Europe Conference, 1-2. pp. 85-116. Johansen, S. (1988). Statistical analysis of cointegrated vectors. Journal of Economic Dynamics and Control, 12(2- 3): 131-54. Johansen, S. and Juselius, K. (1990). Maximum likelihood estimation and inference on cointegration: With an application to demand for money. Oxford Bulletin of Economics and Statistics, 52(2): 169-210. Kadir, K. (2009). Workers‘ remittances and economic growth: Evidence from Turkey. Journal of Yasar University, 4(13): 1891-908.