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Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
176
An Estimation of Relationship between Foreign Direct Investment
and Industrial Structure Upgrading in Pakistan: Decomposition
Analysis
Zhao Yulin
School of Economics, Wuhan University of Technology,
Wuhan, PO box 430070, P.R. China
Muhammad Mudassar*
School of Economics, Wuhan University of Technology,
Wuhan, PO box 430070, P.R. China
Tel: 86-15-0713-01605 E-mail: cm.mudassir@yahoo.com
Abstract
FDI plays an important role in the industrial structure transformation in Pakistan over the years. However, due to the
turbulent international financial markets, political instability, frequent strike processions, deteriorating law and order
situation, energy crisis and so on, have resulted in FDI fluctuations which seriously impacts the normal operation of
the national economy in general and have severe implications for industrial structure improvement in particular. As a
result, FDI in Pakistan declined sharply. Many foreign enterprises withdraw their business from Pakistan. There is an
urgent need for industrial structure upgrading in Pakistan so as to regain the considerable market potential and attract
more FDI in the country. This paper uses co integration analysis and dynamic variance decomposition, to present the
relationship between FDI and Pakistan’s industrial structure upgrading. The result shows that there is a stable
relationship between FDI and industrial structure upgrading especially in the long-term. Moreover to successfully
achieve the task of dual transformation of stabilizing economy for attracting more FDI and upgrading industrial
structure government have to follow a viable policy option culminating the hindrances in the process of sustainable
development.
Keywords: Foreign Direct Investment, Industrial Structure, Political Stability, Decomposition analysis
1. Introduction
Foreign direct investment (FDI) happens when a home country wants to invest capital or other production factors in
other countries and obtain or control the relevant enterprise management in order to get profit or scarce factors of
production. It is for those countries who want to conduct profitable business projects while lacking enough capital.
With its large domestic market and open foreign trade policy, Pakistan has attracted many foreign countries to invest
directly in the country. Many years ago, more countries were attracted to invest directly in Pakistan than its
neighboring countries, Premila et al (2010).
FDI in Pakistan began to increase in the financial year of 2000, till the financial year of 2010, inward FDI in Pakistan
reached around US$3.5 billion and declined to US$ 1.57 billion currently, Sana et al (2012). This steep decline has
aggravated the growth trends and it shows that FDI has great importance for the country’s economic growth.
Especially developing countries like Pakistan should pay more attention on FDI inflow. There are many reasons of
the deterioration of FDI such as global financial crisis, war on terror, unstable law and order situation, low
technology and so on.
Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
177
Table 1. FDI inflows in Pakistan
FDI Inflows Averages
Years 1970s 1980s 1990s 2000 2010
FDI Inflows in
Million US$
18 84 500 305 3500
Source: UNCTAD Data online.
This relatively good performance till year 2010 is predominately driven by policy liberalization and investment
promotion, and is comparable to that of other developing countries that have opened up in an expansive period of
worldwide FDI growth. Pakistan’s economy has lost significant growth momentum. There are many possible reasons
for the deceleration of growth momentum, such as the terms of trade shock of 2008, global financial crises, and
acceleration of war on terror, security hazards and high profile killings. Even comparative performance of Pakistan’s
economy in terms of growth of real GDP remained poor compared to the same income group countries. Investment is
the key to reviving economic growth but both total investment and fixed investment have shown a dismal picture.
The total investment has declined from 22.5% of GDP in 2011, to 13.4% of GDP in 2012 and gross fixed investment
has decreased to 18.1% of GDP from 20.4% of GDP last year, (Ministry of Finance, 2012-2013). This fall in total
investment and gross fixed investment can be viewed as downward acceleration of inflow of foreign direct
investment in Pakistan. According to Xu (2000), Alfaro et al. (2004), Lee et al. (1998), Blomstorm and Kokko
(2003), FDI has great impact on economy progress and growth. They believe that magnificent transformation can be
done with FDI inflows resulting in more sophisticated and better products for the domestic markets. This research
mainly talks about the relationship between FDI and industrial structure upgrading in Pakistan, by considering the
related aspects of inward investment leading to industrial structure transformation. The degree to which industrial
structure upgrading in Pakistan is related with FDI and polices implemented by the government will be discussed in
this paper. After these introductory notes Section 2 reviews the related literature. Section 3 provides the data
information. Section 4 introduces the methodology and analysis. The final part concludes the paper.
2. Literature Review
Many scholars have had researched on the influence of FDI in the economic development of the countries and the
industrial structure. In addition, there are many domestic and foreign scholars who have studied and explored the
adjustment and upgrading of industrial structure especially in the developing countries. When the developed
countries in the west have entered into the industrial era, industrial structure and economic growth have drawn the
attention of a growing number of economists and scholars. In Kuznets (1949) study of economic growth, he states
that across different stages of economic development, industrial structure is in dynamic evolution. Clark (1951) also
points out that the order of the shift of the key point of the employment structure and industrial structure is usually
from primary industry to secondary industry and then to the tertiary industry.
Borensztein, Gregorio and Lee (1995) found FDI is an important mean for technology transfer in the purpose of
contributing economic growth by using data of 69 developing countries from 1970 to 1989. Shen Kunrong et al
(2001) found that FDI can promote the level of technology and efficiency of organization so that to improve the
productivity of economy for the country. Findlay (1978) believed that FDI has a positive impact on economic growth
by the spillovers of technology, and he also suggested that FDI has the ability to improve economic growth of the
host country. Salman and Feng (2009) observed FDI inflow have positive effects on sectoral growth such as
agriculture, industry and service of economy in Pakistan by using vector autoregressive estimates for the year 2000
to 2009. He concluded that FDI plays a positive relationship with the agricultural, industrial and service growth.
Khalil Hamdani (2011) points out that FDI in Pakistan declined due to terrorist violence and natural disasters such as
floods and earthquake. On the other hand, the share of FDI to GDP was less than 1% but it does not mean that the
economy development has no reliance on FDI. Since Pakistan’s independence in 1947, the country attracted huge
sums of foreign direct investments which now become an important source of economic development in Pakistan
and the share of FDI to GDP have increased a lot.
Fu Lifen (2009) found that a country’s industrial evolution and upgrading can be promoted by FDI and through some
beneficiary effects, like structural change, gathering of capital, progress of technology, systematic change and foreign
trade development.
Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
178
3. Data Composition and Measurement
Liu, 2005, has described the Industrial structure in three aspects. This historical and pattern oriented development of
industry is seen as; Movement in industrial structure from Primary to Secondary and Tertiary industry resulting in
reducing the apple share of Primary industry.
Above mentioned stages of development and evolution of industrial base in the country usually follows a trajectory.
The use of primitive resource especially the labor force leads to labor intensive primary industry development. This
is followed by capital intensive industrial growth involving more specialized skills and more sophistication in the
production process which is seen as secondary industry development. With the advent of more educated workforce
and technology based research and development setups we witness innovation drive or technology intensive
industrial development. This pattern is depicted as:
Labor-Intensive Development→ Capital Intensive Development → Technology Intensive Development
The above features of industrial upgrading when put together will help in pile up of the proportion of tertiary
industry. So we have taken the proportion of tertiary industry as a threshold for industrial upgrading. Because the
industrial structure is a difficult concept to quantify, different scholars have disputed. The increase in the proportion
of tertiary industry is significant, so this proportion as a approximately index presents for industrial upgrading
denoted by LTI.
FDI stock is accumulated of total FDI inflows, and then considering depreciation of assets, divestments and other
factors, adjusted according to comparable prices. In order to make estimations more meaningful, the data logarithm
as LFDI and LTI are taken. We used annual data which involve the period of 1980 to 2010. These data sources are
Ministry of Finance and Annual Statistical Yearbook available on Government of Pakistan website.
4. The Model and Empirical Estimates
4.1 Co-integration Test
The main idea of co integration test contains: if a linear combination of two or more same order time series vector
can be combined in a sequence, their non-stationary time series has stable long-term equilibrium relationship. Only
two variables integrated of same order may witness the existence of co integration relationship. Therefore, we have
to test order integrated of variables before the co integration test. We use the Augmented Dickey – Fuller Test (ADF)
to test unit root sequence.
Following is the ADF test equation:
dxt = 0 +1 t + (-1)xt-1 +idxt-i +t (1)
Null hypothesis H0: = 1
And the
Alternative hypothesis H1: < 1
Accepting the null hypothesis means that the time series contains a unit root.
Table 2. Unit Root Test (1980—2010)
Variables Intercept
(C)
Time trend Lag
phases
ADF
statistic
Critical
Value
(1%)
Critical
Value
(5%)
LTI Yes Yes 3 -3.1598 -4.3541 -3.4572
1st Difference Yes None 1 -2.6524 -3.1786 -2.9512
LFDI Yes Yes 2 -4.2330 -5.2581 -4.6875
1st Difference Yes None 1 -3.8547 -3.6543 -3.2451
Unit Root Test results
In all the variables we can see there exists unit root, and their first differences are significant at the 5% level reject
the unit root hypothesis. The variables are thus Integrated of Order One (I (1)); therefore, we can use it to do
long-term co integration. Two-step method has been proposed by Engle and Granger to estimate the co integration
vector. In order to overcome the defect of EG two-step estimation in small sample situation, Johansen presented a
Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
179
dynamic distributed lag model (VAR) model to estimate the long-term equilibrium relationship, which availably to
get valid unbiased estimates Bo Sj¨o (2008).
Initially, we base on the AIC, SIC information criteria to determine the final lag periods. In Table 3, we give the Log
likelihood, AIC, SC values based on several lag intervals. Ultimately, we select the lag 2-order of VAR model, and
the basic form is:
Yt = c0 +c1 Yt-1 + c2Yt-2 +t
Where Yt = f(LTI, LFDI) (2)
Table 3. Vector Auto Regression Estimates
Lag Intervals Sample
(adjusted)
Included
observations
Log
likelihood
Akaike
information
criterion
Schwarz
information
criterion
1 1980-2010 27 after
adjustments
27.8072 -1.1598 -1.0841
2* 1981-2010 26 after
adjustments
27.8921 -1.6524 -1.1786
3 1982-2010 25 after
adjustments
27.9079 -1.2330 -0.2581
Note: The smaller the values of AIC and SIC the better is the estimation.
After we estimate the proper Lag Interval, we shall do the VAR (2) model related tests to confirm the suitability for
further integration and estimations. Table 4 shows the Autocorrelation LM Test and Residual Heteroskedasticity Test
results. It conveys that: order-1, order-2, order-4, order-6 autocorrelation test and the heteroscedasticity test relatively
fit the model, which makes suitable for further integration and estimations.
Table 4. VAR (2) Model Evaluation Diagnostics
LM(1) LM(2) LM(4) LM(6)
Autocorrelation LM Test 2.1393 4.3216 8.3216 11.8824
(P values are in brackets) (0.1905) (0.1809) (0.0805) (0.0615)
VAR
Residual Heteroskedasticity
Tests
12.4320 ( 0.3297)
Notes: The autocorrelation LM test and null hypothesis has no autocorrelation; heteroscedasticity test and the null
hypothesis have no heteroskedasticity.
Then, we use co integration tests to VAR (2) model by Johansen maximum likelihood estimation to confirm the
variables equilibrium relationship in the long term. In the comparison of several results, we finally confirmed the test
form: co integration variables with a linear trend and intercept limited in the co integration space. Johansen
maximum likelihood estimate results have shown in Table 5.
Table 5. Johansen Maximum Likelihood Estimate Results
Eigen value Likelihood
Ratio
Critical Value
(1%)
Critical
Value (5%)
Hypothesized
No. of CE(s)
0.5672 28.99 25.63 32.33 None*
0.3909 8.83 12.38 16.43 At most 1
Note: * indicates on 5% significance level reject the null hypothesis, the null hypothesis of Johansen test has no co
integration.
Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
180
The table shows that: Johansen maximum likelihood estimate statistics is greater than the critical level of 5%, reject
the null hypothesis, it reveals the co integration. There exists long-term co integration relationship between FDI and
industrial upgrading.
4.2 Decomposition Analysis of Variance
The error variance of time series forecast is the interaction of noise of itself and the other factors within the system.
The purpose of breaking down the impact of the mean squared error of the system is to decompose the contribution
of each variance component. We consider the existence of co integration, decompose the LTI and LFDI based on
VECM. Results are shown below:
Table 6. The impact decomposition of dLTI and dLFDI
Variance decomposition of dLTI Variance decomposition of dLFDI
Period Variables S.E LTI LFDI S.E LTI LFDI
1 0.25323 100.0000 0.00000 0.11619 11.53543 87.25684
2 0.37811 99.84515 0.43820 0.18695 10.29517 90.12864
3 0.38689 98.85431 1.32958 0.21235 8.37789 92.55613
4 0.38804 97.83543 2.44664 0.23765 6.27621 92.65898
5 0.39705 96.89517 3.59721 0.25852 5.23873 94.15983
6 0.40402 94.87789 4.58756 0.26975 14.16037 85.32456
7 0.41222 93.87621 5.55175 0.28901 18.28877 81.35742
8 0.42746 92.83873 6.63053 0.29002 22.20323 76.24159
9 0.42171 91.86037 7.66243 0.29008 30.13811 70.02574
10 0.43558 90.88877 8.61968 0.30354 35.13689 63.92105
The forecasting variance decomposition of LTI, can be exclusively explained by its own. LFDI has relatively limited
explanatory power to LTI; however, the explanatory power of LFDI gradually increases over forecast period. In
contrast, it can conclude from the variance decomposition of dLFDI. In the first six periods, most of the LFDI
growth can be explained by itself, dLTI have some weaker explanatory power to dLFDI. After the 6th period, the
explanatory power gradually increases. In the 10th period even increases to around 35%, and its explanatory power
of LFDI increases weaken.
5. Conclusion
5.1 The Interaction between FDI and Industrial Upgrading
As more foreign direct investment will be attracted in Pakistan in the future, the industrial structure will be promoted
by the foreign enterprises. For example, the new technology, new management skills will be introduced to Pakistan,
which will result in dual transformation in the economy. The high economy growth along with stability will attract
more foreign investment and industrial efficiency will increase with the mutual interactions of the two forces in a
coherent environment. It will ultimately result in the mutual benefit of our interest variables industrial structure
upgrading and FDI.
Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
181
Figure 1. Circular effect and relationship
The long-term relationship between FDI and industry structural upgrade is confirmed by subsequent tests. The entry
of foreign capital make up for domestic fund shortage, improve Pakistan’s efficiency of resources allocation,
promote comparative advantage and induce the enhancement of total economic output. In other words, FDI does
drive industrial evolving and optimizing directly and through a bundle of beneficiary effects, such as the change of
demand structure, capital accumulation, technological progress, institutional change and export trade development.
In addition, FDI play an important role in the upgrading of industry. The Government should chalk out a more
prudent policy for attracting foreign investments to those industries with comparative advantage.
Government has implemented some policies to improve the situation and made Pakistan a better place for foreign
investors. The Government should lead more foreign investors to high-tech industries and value added productions.
In addition, the country needs to take the strategic measures for encouraging foreign investment in the central regions
of Pakistan. Therefore, we should fully use FDI as the way to improve the development of the country’s entire
economy and upgrading our industry structure.
5.2 Long-Term Stable Co integration Relationship
The empirical results reveal the industrial upgrading and FDI variables are integrated of order one (1 (1)) process,
that is first-order stationary. There exists long-term stable cooperative relationship. It also reveals from the variance
decomposition of dLTI and dLFDI within which exist an evident interaction of long-term. Especially, the impact of
dLTI to dLFDI becomes increasingly significant. In recent years, FDI’s rapid growth rate is combined with high
efficiency of industrial structure. It can be seen from the dLTI forecast variance decomposition: the dLTI alters from
100% (in the 1st period) to around 91%, can be fully explained by the changes on its own. Industrial structure
changes are the results of government industrial policy, more obvious in short-term. But the dLFDI explanatory
power gradually increases over time. In the long run, the contribution of foreign investments in industrial upgrading
will be growing. With a large number of investments and technology spillovers effect, associated effect of host
country enterprises, demonstration effect of production and management and the competitive effects. In addition, the
forecast variance decomposition of the dLFDI can be interpreted that industrial structure upgrading to promote the
growth of foreign investment.
References
Premila Nazareth Satyanand and Pramila Raghavendran, “Inward FDI in India and its policy context,”
Columbia FDI Profiles, March 12, 2010, available at: http://www.vcc.columbia.edu.
Sana Khalid, Dr. Hafiz Ullah, Mahboob Shah, J. Basic. Appl. Sci. Res., 2(5)5148-5263, 2012 Declining Trends
of Foreign Direct Investment in Pakistan (Causes and measures), , TextRoad Publication
Xu B (2000). Multinational Enterprises, Technology Diffusion, and Host Country Productivity Growth. J. Dev.
Econ., pp. 477-493.
Alfaro L, Chanda A, Kalemli-Ozcan S, Sayek S (2004). FDI and Economic Growth: The Role of Local
Financial Markets. J. Int. Econ., 89-112.
Industrial
Structure
Upgrading
Stable Growth
and Development
Inflow of
Foreign Direct
Investment
The relationship Between Industrial
Structure Upgrading and inflow of FDI is
very interesting. Mutual interaction of both
the variables can bring remarkable gains in
term of sustainable growth and
development. It will result in dual
transformation in the upgrading of
industrial structure and economic stability.
which br
Journal of Economics and Sustainable Development www.iiste.org
ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online)
Vol.4, No.5, 2013
182
Lee JW, (1998). How Does Foreign Direct Investmet Affect Economic Growth. J. Int. Econ., pp. 115-135.
Blomstorm M, Kokko A (2003). The Economics of Foreign Direct Investment Incentives. Cambridge: Natioan
Bureau of Economic Research.
Kuznets, Simon. National Income and Industrial Structure [ J ]. Econometrica, 1949.
Colin Clark, The Conditions of Economic Progress, London, MacMillan and Co., Ltd., 1951, p. 395
Bo Sj¨o (2008), Testing for Unit Roots and Cointegration,
http://www.iei.liu.se/nek/ekonometrisk-teori-7-5-hp-730a07/labbar/1.233753/dfdistab7b.pdf
Findlay R (1978). Relative Backwordness, Foreign Direct Investment, and Transfer of Technology:A simple
dynamic Model. Q. J. Econ., 92(1): 1-16.
Salman A, Feng XH (2009). Foreign Direct Investment: Impact on Sectoral Growth in Pakistan. China; School
of Management, Harbin Institute of Technology, Heilongjiang Province.
Shen Kunrong,: The Impact of Technology Transfer of FDI on the Quality of Domestic Economic Growth--A
Test Based on China’s Regional Panel Date. China Industrial Economy 272,6-15 (2010).
Khalil Hamdani, Columbia University in the City of New York. “Inward FDI in Pakistan and its policy
context,” Columbia FDI Profiles, January 18, 2011. Reprinted with permission from the Vale Columbia Center
on Sustainable International Investment (www.vcc.columbia.edu).
Fu Lifen (2009) Foreign Direct Investment and Industry Structural Upgrade, M&D forum, School of
Economics, Xiamen University, China
Liu Wei, Li Shaorong, 2002, Industrial Structure and Economic Growth. China’s Industrial Economy, Vol: 5, p
14-21
Ministry of Finanace, Annual Report, 2012; accessed on 2013.02.02 www.pakistan.gov.pk/

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An estimation of relationship between foreign direct investment and industrial structure upgrading in pakistan

  • 1. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 176 An Estimation of Relationship between Foreign Direct Investment and Industrial Structure Upgrading in Pakistan: Decomposition Analysis Zhao Yulin School of Economics, Wuhan University of Technology, Wuhan, PO box 430070, P.R. China Muhammad Mudassar* School of Economics, Wuhan University of Technology, Wuhan, PO box 430070, P.R. China Tel: 86-15-0713-01605 E-mail: cm.mudassir@yahoo.com Abstract FDI plays an important role in the industrial structure transformation in Pakistan over the years. However, due to the turbulent international financial markets, political instability, frequent strike processions, deteriorating law and order situation, energy crisis and so on, have resulted in FDI fluctuations which seriously impacts the normal operation of the national economy in general and have severe implications for industrial structure improvement in particular. As a result, FDI in Pakistan declined sharply. Many foreign enterprises withdraw their business from Pakistan. There is an urgent need for industrial structure upgrading in Pakistan so as to regain the considerable market potential and attract more FDI in the country. This paper uses co integration analysis and dynamic variance decomposition, to present the relationship between FDI and Pakistan’s industrial structure upgrading. The result shows that there is a stable relationship between FDI and industrial structure upgrading especially in the long-term. Moreover to successfully achieve the task of dual transformation of stabilizing economy for attracting more FDI and upgrading industrial structure government have to follow a viable policy option culminating the hindrances in the process of sustainable development. Keywords: Foreign Direct Investment, Industrial Structure, Political Stability, Decomposition analysis 1. Introduction Foreign direct investment (FDI) happens when a home country wants to invest capital or other production factors in other countries and obtain or control the relevant enterprise management in order to get profit or scarce factors of production. It is for those countries who want to conduct profitable business projects while lacking enough capital. With its large domestic market and open foreign trade policy, Pakistan has attracted many foreign countries to invest directly in the country. Many years ago, more countries were attracted to invest directly in Pakistan than its neighboring countries, Premila et al (2010). FDI in Pakistan began to increase in the financial year of 2000, till the financial year of 2010, inward FDI in Pakistan reached around US$3.5 billion and declined to US$ 1.57 billion currently, Sana et al (2012). This steep decline has aggravated the growth trends and it shows that FDI has great importance for the country’s economic growth. Especially developing countries like Pakistan should pay more attention on FDI inflow. There are many reasons of the deterioration of FDI such as global financial crisis, war on terror, unstable law and order situation, low technology and so on.
  • 2. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 177 Table 1. FDI inflows in Pakistan FDI Inflows Averages Years 1970s 1980s 1990s 2000 2010 FDI Inflows in Million US$ 18 84 500 305 3500 Source: UNCTAD Data online. This relatively good performance till year 2010 is predominately driven by policy liberalization and investment promotion, and is comparable to that of other developing countries that have opened up in an expansive period of worldwide FDI growth. Pakistan’s economy has lost significant growth momentum. There are many possible reasons for the deceleration of growth momentum, such as the terms of trade shock of 2008, global financial crises, and acceleration of war on terror, security hazards and high profile killings. Even comparative performance of Pakistan’s economy in terms of growth of real GDP remained poor compared to the same income group countries. Investment is the key to reviving economic growth but both total investment and fixed investment have shown a dismal picture. The total investment has declined from 22.5% of GDP in 2011, to 13.4% of GDP in 2012 and gross fixed investment has decreased to 18.1% of GDP from 20.4% of GDP last year, (Ministry of Finance, 2012-2013). This fall in total investment and gross fixed investment can be viewed as downward acceleration of inflow of foreign direct investment in Pakistan. According to Xu (2000), Alfaro et al. (2004), Lee et al. (1998), Blomstorm and Kokko (2003), FDI has great impact on economy progress and growth. They believe that magnificent transformation can be done with FDI inflows resulting in more sophisticated and better products for the domestic markets. This research mainly talks about the relationship between FDI and industrial structure upgrading in Pakistan, by considering the related aspects of inward investment leading to industrial structure transformation. The degree to which industrial structure upgrading in Pakistan is related with FDI and polices implemented by the government will be discussed in this paper. After these introductory notes Section 2 reviews the related literature. Section 3 provides the data information. Section 4 introduces the methodology and analysis. The final part concludes the paper. 2. Literature Review Many scholars have had researched on the influence of FDI in the economic development of the countries and the industrial structure. In addition, there are many domestic and foreign scholars who have studied and explored the adjustment and upgrading of industrial structure especially in the developing countries. When the developed countries in the west have entered into the industrial era, industrial structure and economic growth have drawn the attention of a growing number of economists and scholars. In Kuznets (1949) study of economic growth, he states that across different stages of economic development, industrial structure is in dynamic evolution. Clark (1951) also points out that the order of the shift of the key point of the employment structure and industrial structure is usually from primary industry to secondary industry and then to the tertiary industry. Borensztein, Gregorio and Lee (1995) found FDI is an important mean for technology transfer in the purpose of contributing economic growth by using data of 69 developing countries from 1970 to 1989. Shen Kunrong et al (2001) found that FDI can promote the level of technology and efficiency of organization so that to improve the productivity of economy for the country. Findlay (1978) believed that FDI has a positive impact on economic growth by the spillovers of technology, and he also suggested that FDI has the ability to improve economic growth of the host country. Salman and Feng (2009) observed FDI inflow have positive effects on sectoral growth such as agriculture, industry and service of economy in Pakistan by using vector autoregressive estimates for the year 2000 to 2009. He concluded that FDI plays a positive relationship with the agricultural, industrial and service growth. Khalil Hamdani (2011) points out that FDI in Pakistan declined due to terrorist violence and natural disasters such as floods and earthquake. On the other hand, the share of FDI to GDP was less than 1% but it does not mean that the economy development has no reliance on FDI. Since Pakistan’s independence in 1947, the country attracted huge sums of foreign direct investments which now become an important source of economic development in Pakistan and the share of FDI to GDP have increased a lot. Fu Lifen (2009) found that a country’s industrial evolution and upgrading can be promoted by FDI and through some beneficiary effects, like structural change, gathering of capital, progress of technology, systematic change and foreign trade development.
  • 3. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 178 3. Data Composition and Measurement Liu, 2005, has described the Industrial structure in three aspects. This historical and pattern oriented development of industry is seen as; Movement in industrial structure from Primary to Secondary and Tertiary industry resulting in reducing the apple share of Primary industry. Above mentioned stages of development and evolution of industrial base in the country usually follows a trajectory. The use of primitive resource especially the labor force leads to labor intensive primary industry development. This is followed by capital intensive industrial growth involving more specialized skills and more sophistication in the production process which is seen as secondary industry development. With the advent of more educated workforce and technology based research and development setups we witness innovation drive or technology intensive industrial development. This pattern is depicted as: Labor-Intensive Development→ Capital Intensive Development → Technology Intensive Development The above features of industrial upgrading when put together will help in pile up of the proportion of tertiary industry. So we have taken the proportion of tertiary industry as a threshold for industrial upgrading. Because the industrial structure is a difficult concept to quantify, different scholars have disputed. The increase in the proportion of tertiary industry is significant, so this proportion as a approximately index presents for industrial upgrading denoted by LTI. FDI stock is accumulated of total FDI inflows, and then considering depreciation of assets, divestments and other factors, adjusted according to comparable prices. In order to make estimations more meaningful, the data logarithm as LFDI and LTI are taken. We used annual data which involve the period of 1980 to 2010. These data sources are Ministry of Finance and Annual Statistical Yearbook available on Government of Pakistan website. 4. The Model and Empirical Estimates 4.1 Co-integration Test The main idea of co integration test contains: if a linear combination of two or more same order time series vector can be combined in a sequence, their non-stationary time series has stable long-term equilibrium relationship. Only two variables integrated of same order may witness the existence of co integration relationship. Therefore, we have to test order integrated of variables before the co integration test. We use the Augmented Dickey – Fuller Test (ADF) to test unit root sequence. Following is the ADF test equation: dxt = 0 +1 t + (-1)xt-1 +idxt-i +t (1) Null hypothesis H0: = 1 And the Alternative hypothesis H1: < 1 Accepting the null hypothesis means that the time series contains a unit root. Table 2. Unit Root Test (1980—2010) Variables Intercept (C) Time trend Lag phases ADF statistic Critical Value (1%) Critical Value (5%) LTI Yes Yes 3 -3.1598 -4.3541 -3.4572 1st Difference Yes None 1 -2.6524 -3.1786 -2.9512 LFDI Yes Yes 2 -4.2330 -5.2581 -4.6875 1st Difference Yes None 1 -3.8547 -3.6543 -3.2451 Unit Root Test results In all the variables we can see there exists unit root, and their first differences are significant at the 5% level reject the unit root hypothesis. The variables are thus Integrated of Order One (I (1)); therefore, we can use it to do long-term co integration. Two-step method has been proposed by Engle and Granger to estimate the co integration vector. In order to overcome the defect of EG two-step estimation in small sample situation, Johansen presented a
  • 4. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 179 dynamic distributed lag model (VAR) model to estimate the long-term equilibrium relationship, which availably to get valid unbiased estimates Bo Sj¨o (2008). Initially, we base on the AIC, SIC information criteria to determine the final lag periods. In Table 3, we give the Log likelihood, AIC, SC values based on several lag intervals. Ultimately, we select the lag 2-order of VAR model, and the basic form is: Yt = c0 +c1 Yt-1 + c2Yt-2 +t Where Yt = f(LTI, LFDI) (2) Table 3. Vector Auto Regression Estimates Lag Intervals Sample (adjusted) Included observations Log likelihood Akaike information criterion Schwarz information criterion 1 1980-2010 27 after adjustments 27.8072 -1.1598 -1.0841 2* 1981-2010 26 after adjustments 27.8921 -1.6524 -1.1786 3 1982-2010 25 after adjustments 27.9079 -1.2330 -0.2581 Note: The smaller the values of AIC and SIC the better is the estimation. After we estimate the proper Lag Interval, we shall do the VAR (2) model related tests to confirm the suitability for further integration and estimations. Table 4 shows the Autocorrelation LM Test and Residual Heteroskedasticity Test results. It conveys that: order-1, order-2, order-4, order-6 autocorrelation test and the heteroscedasticity test relatively fit the model, which makes suitable for further integration and estimations. Table 4. VAR (2) Model Evaluation Diagnostics LM(1) LM(2) LM(4) LM(6) Autocorrelation LM Test 2.1393 4.3216 8.3216 11.8824 (P values are in brackets) (0.1905) (0.1809) (0.0805) (0.0615) VAR Residual Heteroskedasticity Tests 12.4320 ( 0.3297) Notes: The autocorrelation LM test and null hypothesis has no autocorrelation; heteroscedasticity test and the null hypothesis have no heteroskedasticity. Then, we use co integration tests to VAR (2) model by Johansen maximum likelihood estimation to confirm the variables equilibrium relationship in the long term. In the comparison of several results, we finally confirmed the test form: co integration variables with a linear trend and intercept limited in the co integration space. Johansen maximum likelihood estimate results have shown in Table 5. Table 5. Johansen Maximum Likelihood Estimate Results Eigen value Likelihood Ratio Critical Value (1%) Critical Value (5%) Hypothesized No. of CE(s) 0.5672 28.99 25.63 32.33 None* 0.3909 8.83 12.38 16.43 At most 1 Note: * indicates on 5% significance level reject the null hypothesis, the null hypothesis of Johansen test has no co integration.
  • 5. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 180 The table shows that: Johansen maximum likelihood estimate statistics is greater than the critical level of 5%, reject the null hypothesis, it reveals the co integration. There exists long-term co integration relationship between FDI and industrial upgrading. 4.2 Decomposition Analysis of Variance The error variance of time series forecast is the interaction of noise of itself and the other factors within the system. The purpose of breaking down the impact of the mean squared error of the system is to decompose the contribution of each variance component. We consider the existence of co integration, decompose the LTI and LFDI based on VECM. Results are shown below: Table 6. The impact decomposition of dLTI and dLFDI Variance decomposition of dLTI Variance decomposition of dLFDI Period Variables S.E LTI LFDI S.E LTI LFDI 1 0.25323 100.0000 0.00000 0.11619 11.53543 87.25684 2 0.37811 99.84515 0.43820 0.18695 10.29517 90.12864 3 0.38689 98.85431 1.32958 0.21235 8.37789 92.55613 4 0.38804 97.83543 2.44664 0.23765 6.27621 92.65898 5 0.39705 96.89517 3.59721 0.25852 5.23873 94.15983 6 0.40402 94.87789 4.58756 0.26975 14.16037 85.32456 7 0.41222 93.87621 5.55175 0.28901 18.28877 81.35742 8 0.42746 92.83873 6.63053 0.29002 22.20323 76.24159 9 0.42171 91.86037 7.66243 0.29008 30.13811 70.02574 10 0.43558 90.88877 8.61968 0.30354 35.13689 63.92105 The forecasting variance decomposition of LTI, can be exclusively explained by its own. LFDI has relatively limited explanatory power to LTI; however, the explanatory power of LFDI gradually increases over forecast period. In contrast, it can conclude from the variance decomposition of dLFDI. In the first six periods, most of the LFDI growth can be explained by itself, dLTI have some weaker explanatory power to dLFDI. After the 6th period, the explanatory power gradually increases. In the 10th period even increases to around 35%, and its explanatory power of LFDI increases weaken. 5. Conclusion 5.1 The Interaction between FDI and Industrial Upgrading As more foreign direct investment will be attracted in Pakistan in the future, the industrial structure will be promoted by the foreign enterprises. For example, the new technology, new management skills will be introduced to Pakistan, which will result in dual transformation in the economy. The high economy growth along with stability will attract more foreign investment and industrial efficiency will increase with the mutual interactions of the two forces in a coherent environment. It will ultimately result in the mutual benefit of our interest variables industrial structure upgrading and FDI.
  • 6. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 181 Figure 1. Circular effect and relationship The long-term relationship between FDI and industry structural upgrade is confirmed by subsequent tests. The entry of foreign capital make up for domestic fund shortage, improve Pakistan’s efficiency of resources allocation, promote comparative advantage and induce the enhancement of total economic output. In other words, FDI does drive industrial evolving and optimizing directly and through a bundle of beneficiary effects, such as the change of demand structure, capital accumulation, technological progress, institutional change and export trade development. In addition, FDI play an important role in the upgrading of industry. The Government should chalk out a more prudent policy for attracting foreign investments to those industries with comparative advantage. Government has implemented some policies to improve the situation and made Pakistan a better place for foreign investors. The Government should lead more foreign investors to high-tech industries and value added productions. In addition, the country needs to take the strategic measures for encouraging foreign investment in the central regions of Pakistan. Therefore, we should fully use FDI as the way to improve the development of the country’s entire economy and upgrading our industry structure. 5.2 Long-Term Stable Co integration Relationship The empirical results reveal the industrial upgrading and FDI variables are integrated of order one (1 (1)) process, that is first-order stationary. There exists long-term stable cooperative relationship. It also reveals from the variance decomposition of dLTI and dLFDI within which exist an evident interaction of long-term. Especially, the impact of dLTI to dLFDI becomes increasingly significant. In recent years, FDI’s rapid growth rate is combined with high efficiency of industrial structure. It can be seen from the dLTI forecast variance decomposition: the dLTI alters from 100% (in the 1st period) to around 91%, can be fully explained by the changes on its own. Industrial structure changes are the results of government industrial policy, more obvious in short-term. But the dLFDI explanatory power gradually increases over time. In the long run, the contribution of foreign investments in industrial upgrading will be growing. With a large number of investments and technology spillovers effect, associated effect of host country enterprises, demonstration effect of production and management and the competitive effects. In addition, the forecast variance decomposition of the dLFDI can be interpreted that industrial structure upgrading to promote the growth of foreign investment. References Premila Nazareth Satyanand and Pramila Raghavendran, “Inward FDI in India and its policy context,” Columbia FDI Profiles, March 12, 2010, available at: http://www.vcc.columbia.edu. Sana Khalid, Dr. Hafiz Ullah, Mahboob Shah, J. Basic. Appl. Sci. Res., 2(5)5148-5263, 2012 Declining Trends of Foreign Direct Investment in Pakistan (Causes and measures), , TextRoad Publication Xu B (2000). Multinational Enterprises, Technology Diffusion, and Host Country Productivity Growth. J. Dev. Econ., pp. 477-493. Alfaro L, Chanda A, Kalemli-Ozcan S, Sayek S (2004). FDI and Economic Growth: The Role of Local Financial Markets. J. Int. Econ., 89-112. Industrial Structure Upgrading Stable Growth and Development Inflow of Foreign Direct Investment The relationship Between Industrial Structure Upgrading and inflow of FDI is very interesting. Mutual interaction of both the variables can bring remarkable gains in term of sustainable growth and development. It will result in dual transformation in the upgrading of industrial structure and economic stability. which br
  • 7. Journal of Economics and Sustainable Development www.iiste.org ISSN 2222-1700 (Paper) ISSN 2222-2855 (Online) Vol.4, No.5, 2013 182 Lee JW, (1998). How Does Foreign Direct Investmet Affect Economic Growth. J. Int. Econ., pp. 115-135. Blomstorm M, Kokko A (2003). The Economics of Foreign Direct Investment Incentives. Cambridge: Natioan Bureau of Economic Research. Kuznets, Simon. National Income and Industrial Structure [ J ]. Econometrica, 1949. Colin Clark, The Conditions of Economic Progress, London, MacMillan and Co., Ltd., 1951, p. 395 Bo Sj¨o (2008), Testing for Unit Roots and Cointegration, http://www.iei.liu.se/nek/ekonometrisk-teori-7-5-hp-730a07/labbar/1.233753/dfdistab7b.pdf Findlay R (1978). Relative Backwordness, Foreign Direct Investment, and Transfer of Technology:A simple dynamic Model. Q. J. Econ., 92(1): 1-16. Salman A, Feng XH (2009). Foreign Direct Investment: Impact on Sectoral Growth in Pakistan. China; School of Management, Harbin Institute of Technology, Heilongjiang Province. Shen Kunrong,: The Impact of Technology Transfer of FDI on the Quality of Domestic Economic Growth--A Test Based on China’s Regional Panel Date. China Industrial Economy 272,6-15 (2010). Khalil Hamdani, Columbia University in the City of New York. “Inward FDI in Pakistan and its policy context,” Columbia FDI Profiles, January 18, 2011. Reprinted with permission from the Vale Columbia Center on Sustainable International Investment (www.vcc.columbia.edu). Fu Lifen (2009) Foreign Direct Investment and Industry Structural Upgrade, M&D forum, School of Economics, Xiamen University, China Liu Wei, Li Shaorong, 2002, Industrial Structure and Economic Growth. China’s Industrial Economy, Vol: 5, p 14-21 Ministry of Finanace, Annual Report, 2012; accessed on 2013.02.02 www.pakistan.gov.pk/