Does Social Investment Influence Poverty and Economic Growth in South Africa: A Cointegration Analysis?
Abstract
:1. Introduction
2. Review of the Related Literature
2.1. Social Investment and Poverty
2.2. Social Investment and Economic Growth
2.3. Theoretical Framework
3. Data and Methods
3.1. Model Specification
3.2. Definition of Variables and Expected Signs
3.3. Data Analysis and Estimation Technique Procedure
3.3.1. Stationary Test
3.3.2. Augmented Dickey-Fuller Test
i = 1
i = 1
3.3.3. Johansen Cointegration Test
- ➣
- Test for the order of integration of the variables
- ➣
- The setting of appropriate lag length of the VAR in the model
- ➣
- Choosing the suitable model along with deterministic factors (constant and trends)
- ➣
- The establishment of the reduced rank is tested
- ➣
- Carrying out the weak exogeneity test
- ➣
- Linear restrictions in the co-integration vectors is tested for
3.4. Diagnostic Tests
3.4.1. Serial Correlation
3.4.2. Heteroskedasticity Tests: No Cross Times
4. Results and Discussion
- a.
- Visual inspection of Variables at the level form
- b.
- Unit Root Test
- c.
- Johansen Cointegration Test
5. Concluding Remarks
- (1)
- In spite of having one of the worst rates of inequality and poverty in the world, South Africa is regarded as one of the top nations in terms of natural resource wealth and infrastructural development. The primary reason for these high rates is a significant lack of human capital or skills caused by inadequate health and education, particularly in rural areas where the bulk of black people live. Enhancing the infrastructure, education, and health facilities in rural areas can also help the economy thrive, which can subsequently help to lessen poverty and inequality.
- (2)
- It is critical that South African policymakers focus on human capital, natural economic growth, and long-term socio-economic development to reduce poverty and inequality. The creative and physical skills of its people fuel social investment that contributes to poverty alleviation, reduces inequality, and increases the economic growth of the population.
- (3)
- With a vast number of citizens staying in rural areas, implementing policies that encourage an increase in productivity at all levels would be beneficial to the country. This implies that South Africa’s macroeconomic policies, which appear to be more urban-focused, must be changed and channeled to policy initiatives as described in the national development programme (NDP), with tight restrictions in place to ensure its execution. The nature of rural and township life will change because of this strategy.
- (4)
- Social investments are insignificant, and they lack the power to produce an interaction effect that would raise the GDP’s capture index value. This means that after trying it for the past 20 to 30 years with various policies, the South African government must examine the reasons why the researched variables are not having a long-term association. As a result, the problem with government spending is with its direction rather than its amount.
- (5)
- The cointegration estimate results indicate that there is no cointegration between social investment, poverty, inequality, and economic growth. Thus, the critical focus should be on the beneficiaries of this expenditure, to determine the spread and its maximum optimum capacity to reduce poverty and inequality in the economy.
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Variables | Description of Variables | Expected Relationship with Social Investment |
---|---|---|
SOCIAL INVESTMENT | Expenditure on social investment is captured as aggregate expenditure on social investment to government expenditure [for instance, education, housing, health, and social services]. This is a proxy for social investment. | |
POVERTY | Poverty is a measure of the basic standard of living for the citizens of a country. The annual per capita income, the percentage of the population living on less than one or two dollars per day, and the three poverty lines used in South Africa were all proposed as indicators for poverty measurement in the previous literature. | + (positive) |
GDP | It is proxied for annual earnings, which are captured as domestic absorption in an economy. | + (positive) |
Variables | Level Test Statistic | First Difference Test Statistic | Critical Values | Order of Integration | ||
---|---|---|---|---|---|---|
1% | 5% | 10% | ||||
SOCI | 0.8342 | 0.0016 | −4.309824 | −3.574244 | −3.221728 | Non-Stationary I(0) at level form and first difference Stationary I(1) at all critical values (1%,5%,10%) |
POV | 0.8435 | 0.0008 | −4.309824 | −3.574244 | −3.221728 | Non-Stationery I(0) at level form but first difference Stationary I(1) at all critical values (1%,5%,10%) |
GDP | 0.8540 | 0.0021 | −4.309824 | −3.574244 | −3.221728 | Non-Stationery I(0) at level form but first difference Stationery I(1) at all critical values (1%,5%,10%) |
Trace Statistics | ||||
Hypothesized No of CE(s) | Eigen Value | Trace Statistic | 5% Critical Value | Probability |
None | 0.265684 | 8.712390 | 15.49471 | 0.3927 |
At most 1 | 0.002338 | 0.065534 | 3.841465 | 0.7979 |
*(**) denotes rejection of the claim at the 5% level. Trace test indicates no cointegration at both the 5% level. | ||||
Max Eigen | ||||
Hypothesized No of CE(s) | Eigen Value | Max Eigen Statistic | 5% Critical Value | Probability |
None | 0.265684 | 8.646855 | 14.26460 | 0.3167 |
At most 1 | 0.002338 | 0.065534 | 3.841465 | 0.7979 |
*(**) denotes rejection of the claim at the 5% level. Max Eigen value test indicates no cointegration at both the 5% level. |
Heteroscedasticity | |||
F-static | 1.486196 | Prob. F | 0.2330 |
Obs * R-square | 1.512093 | Prob. Chi-square (1) | 0.2188 |
Scaled explained SS | 0.290785 | Prob. Chi-square (1) | 0.5897 |
Breusch-Godfrey Serial Correlation LM Test | |||
F-Static | Durbin-Watson stat | Prob. | |
99.97582 | 1.894210 | 0.000000 | |
Outlier Test for Poverty | |||
Coefficient | R-square | Probability | |
−0.901970 | 0.919766 | 0.0028 |
Trace Statistics | ||||
Hypothesized No of CE(s) | Eigen Value | Trace Statistic | 5% Critical Value | Probability |
None | 0.306706 | 10.25643 | 15.49471 | 0.2615 |
At most 1 | 4.56 × 10−7 | 1.28 × 10−5 | 3.841465 | 0.9992 |
*(**) denotes rejection of the claim at the 5% (1%) level. Trace test indicates no cointegration at both the 5% and 1% level. | ||||
Max Eigen | ||||
Hypothesized No of CE(s) | Eigen Value | Max Eigen Statistic | 5% Critical Value | Probability |
None | 0.306706 | 10.25642 | 14.26460 | 0.1956 |
At most 1 | 4.56 × 10−7 | 1.28 × 10−5 | 3.841465 | 0.9992 |
*(**) denotes rejection of the claim at the 5% (1%) level. Max Eigenvalue test indicates no cointegration at both the 5% and 1% level. |
Heteroscedasticity | |||
F-static | 0.036361 | Prob. F | 0.8501 |
Obs * R-square | 0.038820 | Prob. Chi-square (1) | 0.8438 |
Scaled explained SS | 0.097992 | Prob. Chi-square (1) | 0.7543 |
Breusch-Godfrey serial correlation LM Test | |||
F-Static | Durbin-Watson stat | Prob. | |
6.830415 | 1.543980 | 0.003977 | |
Outlier Test for GDP | |||
Coefficient | R-square | Probability | |
−0.215745 | 0.641184 | 0.0013 |
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Ogujiuba, K.; Mngometulu, N. Does Social Investment Influence Poverty and Economic Growth in South Africa: A Cointegration Analysis? Economies 2022, 10, 226. https://doi.org/10.3390/economies10090226
Ogujiuba K, Mngometulu N. Does Social Investment Influence Poverty and Economic Growth in South Africa: A Cointegration Analysis? Economies. 2022; 10(9):226. https://doi.org/10.3390/economies10090226
Chicago/Turabian StyleOgujiuba, Kanayo, and Ntombifuthi Mngometulu. 2022. "Does Social Investment Influence Poverty and Economic Growth in South Africa: A Cointegration Analysis?" Economies 10, no. 9: 226. https://doi.org/10.3390/economies10090226