Bui Duong Hai Class: Financial Economics 62 Group: FE_62A_03 TIEU LUAN MOI download : skknchat@gmail.com... TIEU LUAN MOI download : skknchat@gmail.com... Within the scope of this study,
Trang 1NATIONAL ECONOMICS UNIVERSITY
FACULTY OF ECONOMIC
-*** -ASSIGNMENT ON ECONOMETRICS
TOPIC: DETERMINANTS OF VIETNAM'S
ECONOMIC GROWTH
Instructor: MSc Bui Duong Hai
Class: Financial Economics 62
Group: FE_62A_03
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Trang 2Hanoi, 2021
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Trang 3No Full name - ID Contribution %
1 Nguyễn Hà Anh
-25 11200205
2 Nguyễn Thanh
25 Thảo - 11203678
3 Phạm Minh Thăng
-25 11203526
4 Thái Việt Trung
-25 11208242
%
INDEX
1 INTRODUCTION 3
1.1 Problem 3
1.2 Research questions 3
2.2 Basic concepts 3 2.3 Related researches 4
3.1 Model and data 6
a Describe the variables 6 b
Describe the data 7
3.3 Test and inference 9
f Heteroscedasticity 13
3.4 Verification of hypothesis 13
b Are regression coefficients statistically significant? 13
c Statistic for overall significant 15
5.1 Summary our work 16
5.2 Summary of answering the question 17
5.4 Limitation 18
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Trang 57 APPENDIX 19
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Trang 6I INTRODUCTION
1 Problem
Since the renovation in 1986, Vietnam has achieved certain achievements
on the road to building a rich and strong country Uniting 80 million people and interacting with the world brings many great benefits to Vietnam, the first of which
is FDI In the reconstruction and construction of the country, the rational use of this capital will help economic growth But opening up also makes Vietnam much influenced by the rest of the world such as high inflation Within the scope of this study, we will find out how population, inflation, and FDI affect Vietnam's
economic growth
2 Research questions
(1) What factors affect GDP growth?
(2) How can those factors affect GDP growth?
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Trang 7III METHODOLOGY
1 Model and data
a Describe the variables
Variabl
Dependen Gross domestic World
GDP product (Trillion Bank
t variable
USD) indicator Unemployment World
rate (%)
indicator Foreign Direct
Investment, net
inflows (Trillion variables indicator
USD)
World INF Inflation rate (%) (+)/(-) Bank
indicator
b Describe the data
Collected data shows information of basic factors related to the
growth of an economy: GDP, unemployment rate, foreign direct investment
indicator and inflation rate by year
Data collections: We use data sources on the US index from 1970 to 2019 which are collected by the World Bank indicator – a verified source that is highly
accurate and runs a model in EVIEW
c Research models
Applying the least squares method (Least Square) to run linear regression
to measure the impact of factors such as direct investment (FDI), unemployment rate (UNR), inflation (INF) on Gross Product domestic (GDP)
d Equation
GDP = β 0 + β 1 UNR + β 2 FDI + β 3 INF + u 2
Sample regression model:
To test the influence of factors on GDP, we applied the theoretical basis and computing these models:
(1) GDP = β 0 + β 1 UNR + u
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Trang 9(2) GDP = β 0 + β 1 FDI + u
u
β 2 FDI + β 3 INF + u
β 2 INF + β 3 UNR*INF + u
β 2 FDI + β 3 INF + β 4 UNR*INF + u
ESTIMATE RESULT:
Dependent variable: GDP
Var (1) (2) (3) (4) (5) (6)
C 14.774 3.572 14.269 4.820 21.743 3.960
(***) (***) (***) (**) (***) UNR -0.963 0.200 -1.197 0.322
(*) FDI 38.035 33.388 33.635
(***) (***) (***) INF -1.367 -0.464 -2.499 -0.221
(***) (***) (**)
R-sq 0.062 0.774 0.426 0.811 0.462 0.812
Adj R-sq 0.043 0.769 0.414 0.799 0.427 0.795
P-value 0.081 0.000 0.000 0.000 0.000 0.000 (F-test)
RMSE 5.822 2.856 4.555 2.612 4.408 2.609 MAE 4.958 2.206 3.891 1.900 3.882 1.876 MAPE 131.057 43.532 97.023 38.849 96.609 38.134
[*];[**];[***]: sig at 10%, 5%, 1%
=> The best model is:
GDP =
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Trang 11Sample result:
3 Test and inference
a Interpret the meaning On average:
b Summary statistics
Summary Statistics, using the observations 1 – 50
Mean 10.70912 6.086333 0.178798 2.675534
Sum 321.2736 182.5900 5.363940 80.26603
b Correlation matrix
GDP 1 0.232 0.808 -0.550
Correlation of dependent variable and independent
variables:
Cor(GDP,UNR) = 0.232 The correlation between GDP and population is not at
the same dimension, with the percentage of 23.2% Cor(GDP,FDI) = 0.808
The correlation between GDP and population is not at the same dimension,
with the percentage of 80.8% Cor(GDP,INF) = -0.550 The correlation between
GDP and population is not at the same dimension, with the percentage of -55%
Comments: In general, the independent variables have a low correlation with
the dependent variable, except for the inflation index variable In addition, the
independent variables including the population variable and the FDI variable have a positive correlation with the
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Trang 12dependent variable while the inflation index variable has a negative
correlation with the dependent variable
Correlation of independent variable and independent
variables:
Cor(POP,FDI) = 0.828
Cor(POP,INF) = -0.647
Cor(FDI,INF) = -0.369
Comments:
II Descriptive statistics
1 Mean of GDP 59380.07
2 Mean of population 78.53645
4 Mean of inflation rate 54.91613
5 Standard deviation of GDP 56778.58
6 Standard deviation of population 9.303455
7 Standard deviation of FDI 3613.908
8 Standard deviation of inflation rate 117.0795
9 Covariance of GDP and population 413363.183
10 Covariance of GDP and FDI 186438261.539
11 Covariance of GDP and inflation rate -1604314.312
12 Covariance of population and FDI 26929.969
13 Covariance of population and inflation rate -681.482
14 Covariance of FDI and inflation rate -151285.638
15 Correlation between GDP and population 0.808
16 Correlation between GDP and FDI 0.938
17 Correlation between GDP and inflation rate -0.249
18 Correlation between population and FDI 0.827
19 Correlation between population and inflation -0.646
rate
20 Correlation between FDI and inflation rate -0.369
21 Test for Normality of GDP => Jacque Bera p- 0.027 (<0.05)
22 Test for Normality of population =>Jacque 0.399 (>0.05)
Bera p-value (Normality)
23 Test for Normality of FDI => Jacque Bera p- 0.072 (>0.05)
24 Test for Normality of inflation => Jacque Bera 0.000 (<0.05)
p-value (Not normality)
25 Test for equality in Mean of GDP and 0.000 (<0.05)
population (Not equal)
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Trang 13=> p-value of T-test
26 Test for equality in Mean of GDP and FDI => 0.000 (<0.05) p-value of T-test (Not equal)
27 Test for equality in Mean of GDP and inflation 0.000 (<0.05)
=> p-value of T-test (Not equal)
28 Test for equality in Mean of population and 0.000 (<0.05) FDI => p-value of T-test (Not equal)
29 Test for equality in Mean of population and 0.000 (<0.05) inflation => p-value of T-test (Not equal)
30 Test for equality in Mean of FDI and inflation 0.000 (<0.05)
=> p-value of T-test (Not equal)
31 Test for equality in Variance of GDP and 0.000 (<0.05) population => p-value of F-test (Not equal)
32 Test for equality in Variance of GDP and FDI 0.000 (<0.05)
=> p-value of F-test (Not equal)
33 Test for equality in Variance of GDP and 0.000 (<0.05) inflation => p-value of F-test (Not equal)
34 Test for equality in Variance of population and 0.000 (<0.05) FDI => p-value of F-test (Not equal)
35 Test for equality in Variance of population and 0.000 (<0.05) inflation => p-value of F-test (Not equal)
36 Test for equality in Variance of FDI and 0.000 (<0.05) inflation => p-value of F-test (Not equal)
Regress URATE on POP, INF, GDP,
and FDI (intercept is included)
1 Estimated intercept
-170723.8
2 Test for significant of intercept B Reject Ho, significant
A Reject Ho, insignificant P-value= 0.0071 <0.05
B Reject Ho, significant
C Not reject Ho, insignificant
D Not reject Ho, significant
B Reject Ho, significant
3 Test for significant of slope of POP
A Reject Ho, insignificant (P-value = 0.0055<0.05)
B Reject Ho, significant
C Not reject Ho, insignificant
D Not reject Ho, significant
B Reject Ho, significant
4 Test for significant of slope of FDI
A Reject Ho, insignificant (P-value = 0.0000 <0.05)
B Reject Ho, significant
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Trang 15C Not reject Ho, insignificant
D Not reject Ho, significant
5 Test for significant of slope of INF B Reject Ho, significant
A Reject Ho, insignificant (P-value = 0.0020 <0.05)
B Reject Ho, significant
C Not reject Ho, insignificant
D Not reject Ho, significant
6 Adjusted coefficient of determination
0.910742
7 Testing for overall significant, P- [0.0000] ***
value
B Reject Ho, significant
8 Testing for overall significant
A Reject Ho, insignificant (0.0000<0.05)
B Reject Ho, significant
C Not reject Ho, insignificant
D Not reject Ho, significant
C False, P-value= 0.0060
9 Whether coefficient of POP is double
of FDI ? < 0.05
A True, P-value < 0.05
B True, P-value > 0.05
C False, P-value < 0.05
D False, P-value > 0.05
Run model log-linear of GDP on
POP, INF, FDI
10 Covariance of 4 estimated slopes Cov(POP,INF)= -681.4823
Cov(POP,FDI)=
26929.9694
11 The first residual = 28894.25170
12 The first fitted value = -14799.5638
III Summary many model [*];[**];[***]: sig at 10%, 5%, 1%
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Trang 16Var C(1) C(2) C(3) C(4) C(5) C(6)
C -328194.2 10659 66021.5 - - -168067.4
[000.00]* 24 9 170723 486738.9 [0.0081]*
** [0.036 [0.0000 8 [0.0000]* **
9]** ]*** [0.0071 **
]***
POP 4934.960 2366.5 6799.402 2353.783
[000.00]* 02 [0.0000]* [0.0059]*
]***
FDI 14.750 11.252 11.44394
[0.000 [0.0000 **
0]*** ]***
INF - 128.96 392.5667 1052.671
120.939 14 [0.8014] [0.2752]
4 [0.0020 [0.1761 ]***
]
[0.9158]
R-sq 0.653863 0.8815 0.06219 0.9196 0.782371 0.922523
Adj R- 0.641927 0.8774 0.02985 0.9107 0.758190 0.910604
RMSE 32861.57 19226 54090.5 15831 26056.89 15547.12
MAE 28209.56 15432 44651.3 11583 20895.08 12092.45
75.78666 32.53211 MAPE 81.96313 43.422 173.232 34.011
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