After more than 20 years of revolution, first of all, is "economic thinking", shifting from acentrally planned economy to a socialist-oriented market economy, promoting industrialization
Trang 1HANOI UNIVERSITY FACULTY OF MANAGEMENT AND TOURISM
-o0o -ECONOMETRICS PROJECT REPORT
Topic: Factors affecting GDP of Vietnam from 1995 to 2019
Tutor’s name: Ms Tran Thi Hoang Anh Tutorial class: Tutorial 3
Group 2
Phan Thi Hoang Yen
Nguyen Minh Anh
Nguyen Thuy Linh
Trang 2LINK OF THE GROUP PRESENTATION VIDEO:
TABLE OF CONTENTS
I NATURE AND BACKGROUND OF THE STUDY 5
1 Introduction 5
2 Statement of the problem 6
3 Background of the statement 6
4 Rationale for the study 7
5 Research questions 7
II REVIEW OF LITERATURE 8
III METHODOLOGY 9
1 Definition of population 9
2 Sampling method use 9
3 How the data was collected 9
4 Research design used 10
5 Statistical tests 10
IV DATA ANALYSIS AND RESULTS 10
1 Descriptive Statistics 10
2 Interpretations: 13
2.1 Interpret coefficient 14
2.2 Coefficient of determination 14
3 Hypothesis Testing: 14
3.1 Testing the overall significance of all coefficient 14
3.2 Testing the individual partial coefficients 15
V CHECKING ERRORS IN THE MODEL 17
1 Multicollinearity 17
Trang 31.1 The nature 17
1.2 Consequences 18
1.3 Detection 18
1.4 Remedial measures 19
2 Heteroscedasticity 19
2.1 The nature 20
2.2 Consequences 20
2.3 Detection 20
2.4 Remedial 22
3 Autocorrelation 23
3.1 The nature 23
3.2 Consequences 23
3.3 Detection 23
3.4 Remedial 25
4 Summary of checking errors of the model 26
VI SUMMARY, CONCLUSION AND RECOMMENDATIONS 27
1 Summary and conclusion: 27
2 Recommendation 27
APPENDIX 28
REFERENCES LIST 29
Trang 4TABLE OF FIGURE
8 Figure 2 : Correlation matrix 9
Figure 3: Covariance matrix 9
Figure 4: Relationship between GDP and its factors 10
Figure 5: Estimation of the best model 11
Figure 6: Variance Inflation Factor 16
Figure 7: White’s Heteroscedasticity test 18
Figure 8: White Heteroskedasticity-consistent standard errors & covariance test 22
Figure 9: Breusch-Godfrey serial correlation LM test for AR (2) 25
Figure 10: Newey-West HAC standard errors & covariance 26
Trang 5The research would not be done completely without any assistance Thus, we appreciate
every support and motivation during the time doing this research
Thanks to the knowledge that we learned from the Econometrics textbook we absorbed thebasics which would help us build up the idea of this research Moreover, we want to giveacknowledgment to the author of the prior research which gave us detailed information in
our study
Finally, we deeply thank two dedicated teachers, Ms Dao Binh, Mr Pham Hung and Ms HoangAnh
Trang 6I NATURE AND BACKGROUND OF THE STUDY
1 Introduction
The global economy is undergoing significant changes, the countries around the world aretending to integrate globally, helping to grow the economy through the exchange and trading ofgoods not only in the region but also in other continents Economic development affects theprosperity as well as political factors of nations, Vietnam is no exception
After more than 20 years of revolution, first of all, is "economic thinking", shifting from acentrally planned economy to a socialist-oriented market economy, promoting industrialization,modernizing, proactively and actively integrating into the world, Vietnam has made manyremarkable achievements in the domestic economy From an agricultural, backward, small-scaleeconomy, with a GDP of only 14 billion USD and GDP per capita of only about 250 USD in theearly years of Doi Moi, Vietnam has come out of poverty, moved to implement and step upindustrialization and modernization of the country By 2019, Vietnam had official relations with189/193 countries of the United Nations (compared with 11 countries in 1954); havingeconomic, trade, and investment relations with over 224 countries and territories worldwide; has
16 strategic partners, 11 comprehensive strategic partners; join more than 500 bilateral andmultilateral agreements in many fields (including 16 FTAs); 71 countries have recognizedVietnam as a market economy, etc Vietnam has opened its doors, became a member of ASEAN,APEC, the WTO, and many other international organizations participating in many free tradeinstitutions, proactively and actively contribute to building and shaping multilateral institutions,becoming a reliable partner and a responsible member of the international community,integrating more deeply and broadly into the global economy, gradually expanding integrationinto all fields of politics, defense, security, and culture – society, etc This is a very importantstep and opens up a promising economy
Economic growth takes place, it is reflected in the increasing and stable GDP growth rate for along time, the economy will have many great achievements Thus, the more stable the incomeand living standard of the people, the more developed the country is Therefore, economicgrowth is considered an attractive issue in economic research, it is the focal point to reflect thechanging face of the national economy
Trang 72 Statement of the problem
We can easily see that economic development has a great influence on life, culture, and politicalactivities in countries around the world in general and Vietnam in particular Economicdevelopment when looking at a country's GDP, the components of GDP generally are the mainfactors in the economy
To evaluate a country's economy, economists evaluate the gross domestic product GDP
3 Background of the statement
First of all, GDP is an economic term that stands for the English phrase Gross Domestic Product.This term means the gross domestic product (also known as gross domestic product) This is anindex given to assess the overall and generalized growth rate of each country's economy andassess the development level of that country
GDP is the value calculated according to the quantity of all goods and all services formed in aterritory in a given period of time The time to calculate the value of GDP in each type of goods
or service is usually from 3 months, 6 months, 9 months or 1 year depending on each specificsector GDP is the index to calculate the value of all products and services in the domesticeconomy, including foreign companies based in Vietnam
Constructed in a three-step sequence, the GDP is calibrated to four sub-indices, reflectingeconomic factors that influence the development of the economy of Vietnam:
• Population (P):
The population is a collection of people living in a certain geographical area or space that is avaluable source of labor for socio-economic development, often measured by census andexpression by population chart
Population is both the production force and the consumer force The size of the populationaffects the workforce, which will give the country the ability to comprehensively developeconomic sectors, while at the same time having profound labor expertise, creating conditionsfor productivity improvement labor, thereby promoting economic and social development
• Investment (I):
Trang 8The total personal investment includes the business's expenditure on equipment and factories orthe construction and purchase of a new home by the household In addition, inventories, whenbeing put into stock, and not yet sold, are also included in GDP In macroeconomics, it is onlynecessary to increase capital to strengthen future production capacity.
Private gross domestic investment can have a major effect on accelerating economic growth bycreating new businesses that attract more workers, thereby solving economic difficulties,society's unemployment More than women, private investment also facilitates increased budgetrevenue in the form of taxes
• Exports (X): Domestically produced goods that are sold abroad (the proceeds from the sale ofgoods and services abroad - which increases GDP)
• Imports (M): goods that are produced abroad, but purchased for domestic demand (the amountpaid abroad by the purchase of goods and services - reduces GDP)
When we export, it will reduce the net worth bringing to the economy and it will increase the networth in the economy if we do an import
4 Rationale for the study
GDP accurately reflects the economy of a country, it clearly shows the change and the level ofequilibrium that keep the main factors that make up GDP and its index of change as well as theefforts of the government to do it factors that make up GDP over the years
It is essential to determine the factors influencing GDP and the correlation among these factors.Building the model based on these factors, we can know our strengths and weaknesses in theeconomy; That has the potential to carry out more appropriate economic adjustment strategies,helping to increase GDP over the years and develop the economy
Trang 9In this study, we will present the procedures in collecting data and the process of making ourconclusion about:
- What is the relationship between GDP and four sub-indices? How do these determinants affectthe economy?
- Are there any connections among these determinants?
- Are there any errors shown while running the model?
II REVIEW OF LITERATURE
Prior research related literature
Before taking the projects, we looked for other research to see how the GDP was studied throughprevious research:
Macroeconomicstheory: GDP
PracticalTheoretical
Randomvariables
NospecificanalysisoffactorsaffectingGDP
2 Alex Reuben
Kira (2013)
Theinfluence
of factors
on UK’sGDP from
Macroeconomicstheory: GDP -Consumptionand Export
Cross tabulation
-Analyzingfactorsaffecting GDP
in DevelopingCountries: The
Nospecificanalysisoffactors
Trang 101965 to2010
Tanzania
affectingGDP
of factors
on UK’sGDP from
1965 to2010
Macroeconomicstheory: GDP -FDI, Net FIIequity, Net FIIdebt, Import andExport
Cross tabulation
-To investigatethe impact ofvarious
macroeconomicfactors on GDPcomponents
NospecificanalysisoffactorsaffectingGDP
It is clearly seen that GDP in Vietnam is a crucial index for both domestic and foreigneconomists The economists and organizations desire to know which element is the mostimportant factor affecting the Vietnamese economy
Overall, the three reports have limitations in that they do not contain specific 4 indicatorsaffecting the GDP and taking the examination within 25 years
III METHODOLOGY
1 Definition of population
The scope of the research is the GDP which includes population, investment, exports andimports
2 Sampling method use
To be more precise, we evaluated the GDP by collecting the statistics of 25 years in Vietnam.Thus, the sample size is 25 Therefore, to demonstrate the data and organize them properly, weused Microsoft Excel
Trang 113 How the data was collected
The data table is provided in the Appendix of the report All statistics were obtained fromsecondary sources, which is the website of GDP Vietnam On this website, we could find therelevant and reliable data of Vietnamese GDP from 1995 to 2019 to support our project
4 Research design used
In order to determine the change of GDP depended on the four variables that are mentionedabove, we use an econometrics model of the linear regression with the four variables:
GDP (Y) = β1 + β2*P + β3*I + β4*X + β4*M + u
5 Statistical tests
With an aim to find out the best-fitted model, we run OLS on Eviews program of the four mainfunctional forms such as Lin-Lin Model, Log-Log Model, Lin-Log Model, and Log-Lin Model Then, after having a result, we compare and evaluate the models which have the highest R2 andthe lowest coefficient of variation (CV) In the case of conflict between R2 and CV, we willchoose the model with the lowest CV In order to test the overall significance of all coefficients,
we used F-test with the conclusion to determine whether the estimators equal zero or not
The t-test is used to test the significance of each coefficient, particularly 10 coefficients This is
to show whether each independent variable has any effect on the dependent variable
Moreover, to check the error terms in the model, we applied three tests The first one ismulticollinearity with the variance inflation factor (VIF) The second one is heteroscedasticitywith White’s general heteroscedasticity test (with cross term)
Finally, to check for autocorrelation, the Durbin-Watson and Breusch-Godfrey tests areconducted
IV DATA ANALYSIS AND RESULTS
1 Descriptive Statistics
Some statistical information:
Trang 12Figure 1: Statistics Description
Figure 2: Correlation matrix
Trang 13Figure 3: Covariance matrix
The following graphs show the relationship between GDP and others factors which are Population, Investment, Export and Import respectively:
Figure 4: Relationship between GDP and its factors
Trang 142 Interpretations:
Based on the EViews’ result, we have the equation:
GDP= 1 + 2*Population + 3*Investment + 4*Export + β5*Import
In stochastic form:
GDP= 1 + 2*Population + 3*Investment + 4*Export + β5*Import + Ui
Figure 5 Estimation of the best model
Thus, we have the Sample regression function is:
GDP = 3053843 + 0.040863*Population + 1.473427*Investment + 0.763855*Export 0.401301*Import
Trang 15-2.1 Interpret coefficient
β̂1 = -3053843: Regardless of other variables, the GDP is expected to decrease 3,053,843 billion
VND per year
β̂2 = 0.040863: There was a positive relationship between GDP and Population If Population
increases by 1 million people and other variables unchanged, GDP is expected to increase by0.040863 billion VND
β̂3 = 1.473427: There was a positive relationship between GDP and Investment If Investment
increases by 1 billion VND and other variables unchanged, GDP is expected to increase by1.473427 billion VND
β̂4 = 0.763855: There was a positive relationship between GDP and Export If Export increases
by 1 billion VND and other variables unchanged, GDP is expected to increase by 0.763855billion VND
β̂5 = -0.401301: There was a negative relationship between GDP and Import If Import increases
by 1 billion VND and other variables unchanged, GDP is expected to decrease by 0.401301billion VND
2.2 Coefficient of determination
R-squared = 0.996421 is measure of “Goodness of fit”, which means that approximately
99.64% of total variation of GDP can be explained by the variation of four factors: Population,Investment, Export, Import
3 Hypothesis Testing:
3.1 Testing the overall significance of all coefficient
According to the test of functional form, the OLS for the model gets the followingrepresentation:
GDP = β̂1 + β̂2 * Population + β̂3 * Investment + β̂4 * Export + β̂5 * Import
We use the F-test to test the overall significant test to check the effect of all independentvariables
In hypothesis testing, we use a significance level of 5% and a number of observations n = 24
Hypothesis testing: