Revisiting trade and growth nexus in South Africa: Fresh evidence from a new measure and Augmented VAR framework
Trade-growth nexus in South Africa
Keywords:
International Trade, Maki Cointegration, Trade Openness, Economic Growth, Toda and Yamamoto Granger Causality test, DOLS, FMOLS, ARDL, South AfricaAbstract
Ignoring structural breaks, which are predominantly pervasive in macroeconomic data may lead to misspecified models and spurious inferences. Empirical evidence connecting trade to economic growth has been mixed and inconclusive. This paper revisits the trade-growth nexus for South Africa by using an innovative proxy of trade openness proposed by Squalli and Wilson (2011) and employing the second-generation econometric procedures, which take into consideration the multiple structural breaks that have been largely ignored by the previous studies. Contrary to the previous literature, the new proxy of trade openness is constructed to take into consideration both South Africa’s trade share of its GDP and its relative size of trade in relation to the world trade in a specified period of time. Adopting this novel approach to capture openness, the study uses the augmented vector autoregressive (VAR) methodology developed in Toda and Yamamoto (1995) and leverages on newly developed econometric techniques by modelling and including relevant variables initially omitted in earlier studies, which help to elucidate the contradictory results from previous studies on the South Africa’s economy. The empirical findings provided the following insights: (i) a long-run steady state exists among the variables under review; (ii) regarding the trade-growth nexus, the results of the short-run effects are materially different from those of the long-run effects: while trade openness significantly improves economic growth in the short run, it has a measurably detrimental consequence on it in the long run; (iii) a bi-directional relationship is found between economic growth (InGDPPC) and trade openness (InOPEN); (iv) similarly, bi-directional causal relationships are seen between economic growth (InGDPPC) and Information, communication and technology (InICT); economic growth (InGDPPC) and foreign direct investment (InFDI); (v) unidirectional relationships are found running from capital-labour ratio(InKL), expenditure on human capital development (InHC) and expenditure on health (InHEA) to economic growth (InGDPPC). Vital policy implications could be learned from the empirical results.
References
Acar, S., Altnta, N., & Haziyev, V. (2023). The effect of financial development and economic growth on ecological footprint in Azerbaijan: an ARDL bound test approach with structural breaks. Environmental and Ecological Statistics, 30(1), 41-59.
Aghaei, M., Rezagholizadeh, M., & Bagheri, F. (2023). The effect of human capital on economic growth: The case of Iranâ s provinces. Quarterly Journal of Research and Planning in Higher Education, 19(1), 21-44.
Akhtar, R., Masud, M. M., Al-Mamun, A., & Saif, A. N. M. (2023). Energy consumption, CO2 emissions, foreign direct investment, and economic growth in Malaysia: an NARDL technique. Environmental Science and Pollution Research, 30(22), 63096-63108.
Appiah, M., Gyamfi, B. A., Adebayo, T. S., & Bekun, F. V. (2023). Do financial development, foreign direct investment, and economic growth enhance industrial development? Fresh evidence from Sub-Sahara African countries. Portuguese Economic Journal, 22(2), 203-227.
Appiah-Otoo, I., Chen, X., & Ampah, J. D. (2023). Exploring the moderating role of foreign direct investment in the renewable energy and economic growth nexus: Evidence from West Africa. Energy, 281, 128346.
Asafo-Adjei, E., Owusu Junior, P., Adam, A. M., Arthur, C. L., Boateng, E., & Ankomah, K. (2023). Asymmetric relationships among financial sector development, corruption, foreign direct investment, and economic growth in sub-Saharan Africa. Cogent Economics & Finance, 11(1), 2182454.
Aydin, M., & Bozatli, O. (2023). The impacts of the refugee population, renewable energy consumption, carbon emissions, and economic growth on health expenditure in Turkey: new evidence from Fourier-based analyses. Environmental Science and Pollution Research, 30(14), 41286-41298.
Aziz, T., Khan, M. G. U., Islam, M. T., & Pradhan, M. A. H. (2023). An analysis on the relationship between ICT, financial development and economic growth: Evidence from Asian developing countries. The Journal of International Trade & Economic Development, 32(5), 705-721.
Bell, T. (1993). Should South Africa further liberalise its foreign trade? In M. Lipton, & C. Simkins (Eds.), State and market in Post-Apartheid South Africa (pp. 81127). Johannesburg: Witwatersrand University Press.
Blomstrom, M., Lipsey, R., & Zejan, M. (1996). Is fixed investment the key to economic growth? Quarterly Journal of Economics, 111(1), 269-276.
Buthelezi, E. M. (2023). Impact of government expenditure on economic growth in different states in South Africa. Cogent Economics & Finance, 11(1), 2209959.
Chang, T., Simo-Kengne, B.D. and Gupta, R., The Causal Relationship between Exports and Economic Growth in the Nine Provinces of South Africa: Evidence from Panel-Granger Causality Tests, 2013, Department of Economics, University of Pretoria, Working Paper:
Cole, M. (2023). (Infra) structural Discontinuity: Capital, Labour, and Technological Change. Antipode, 55(2), 348-372.
Das, A., Paul, B. P.: Openness and growth in emerging Asian economies: Evidence from GMM estimations of a dynamic panel. Economics Bulletin, 31(3), 2219-28 (2011).
Donou-Adonsou F (2018) Technology, education, and economic growth in sub-Saharan Africa. Telecommun Policy 43:01.
Doré, N. I., & Teixeira, A. A. (2023). The role of human capital, structural change, and institutional quality on Brazil’s economic growth over the last two hundred years (18222019). Structural Change and Economic Dynamics, 66, 1-12.
Durham, J. B. (2004). Absorptive capacity and the effects of foreign direct investment and equity foreign portfolio investment on economic growth. European Economic Review, 48(2), 285-306.
Engle RF, Granger CW (1987) Co-integration and error correction: representation, estimation, and testing. Econometrica 55:251276. Erdogan, S., & Erdogan, E. S. (2023). Analyzing the asymmetric effect of disaggregated health expenditures on economic growth. Quality & Quantity, 57(3), 2673-2686.
Esteve V, Requena F (2006) A cointegration analysis of car advertising and sales data in the presence of structural change. Int J Econ Bus 13(1):111128
Feng, T., Liu, M., & Li, C. (2023). How do vertical fiscal imbalances affect energy efficiency? The role of government spending on science and technology. Environmental Science and Pollution Research, 30(14), 42327-42338.
Fine, B., & Rustomjee, Z. (1996). The political economy of South Africa, from minerals-energy complex to industrialisation. London: C. Hurst & Co. Publishers Ltd.
Fleisher, Belton M., and Jian Chen. (1997). The Coast-Noncoast Income Gap, Productivity, and Regional Economic Policy in China. Journal of Comparative Economics 25, no. 2: 22036.
Giri, A. K., Mohapatra, G., & Debata, B. (2023). Technological development, financial development, and economic growth in India: Is there a non-linear and asymmetric relationship?. Journal of Economic and Administrative Sciences, 39(1), 117-133.
Gonçalves, R. and Richtering, J. (1987) Intercountry comparison of export performance and output growth. The Developing Economies 25, 318.
Granger, C.W.J., Investigating causal relations by econometrics models and cross spectral methods, 1969, Econometrica, Vol. 37, No.3, pp. 424438.
Greenwood, J., & Jovanovic, B. (1990). Financial Development, Growth, and the Distribution of Income. Journal of Political Economy, 98(5, Part 1), 1076-1107.
Haldar, A., Sucharita, S., Dash, D. P., Sethi, N., & Padhan, P. C. (2023). The effects of ICT, electricity consumption, innovation and renewable power generation on economic growth: An income level analysis for the emerging economies. Journal of Cleaner Production, 384, 135607.
Hamdi, H., & Sbia, R. (2013). Dynamic relationships between oil revenues, government spending and economic growth in an oil-dependent economy. Economic Modelling, 35, 118-125.
Hao, Y. (2023). The relationship between LNG price, LNG revenue, non-LNG revenue and government spending in China: an empirical analysis based on the ARDL and SVAR model. Energy & Environment, 34(1), 131-154.
Hartwig, T., & Nguyen, T. T. (2023). Local infrastructure, rural households’ resilience capacity and poverty: evidence from panel data for Southeast Asia. Journal of Economics and Development, 25(1), 2-21.
Hatemi-J, A., 2008. Tests for cointegration with two unknown regime shifts with an application to financial market integration. Empir. Econ. 35, 497505.
Irshad, R., & Ghafoor, N. (2023). Infrastructure and economic growth: evidence from lower middle-income countries. Journal of the Knowledge Economy, 14(1), 161-179.
Isaksson, Anders. "Determinants of total factor productivity: a literature review." Research and Statistics Branch, United Nations Industrial Development Organisation (UNIDO). Staff Working Paper: 02 (2007).
Jayaratne, J. and Strahan, P. (1996), The finance-growth nexus: evidence from bank branch deregulation, Quarterly Journal of Economics, Vol. 111 No. 3, pp. 639-70.
Jenkins, C., Bleaney, M., Holden, M., & Siwisa, N. (1997). A review of South Africas trade policy. Paper presented at the trade and industrial policy annual forum, Muldersdrift, September 1997.
Johansen S, Juselius K (1990) Maximum likelihood estimation and inference on cointegration with applications to the demand for money. Oxf Bull Econ Stat 52(2):169210
Kaur, A. (2023). Health status, government health expenditure and economic growth nexus in India: A TodaYamamoto causality approach. Arthaniti: Journal of Economic Theory and Practice, 22(1), 34-46.
Khan, Z., Hossain, M. R., Badeeb, R. A., & Zhang, C. (2023). Aggregate and disaggregate impact of natural resources on economic performance: role of green growth and human capital. Resources Policy, 80, 103103.
Koop, G., Pesaran, M. H. and Potter, S. M. (1996) Impulse response analysis in nonlinear multivariate models, Journal of Econometrics, 74, 11947.
Kumari, R., Shabbir, M. S., Saleem, S., Yahya Khan, G., Abbasi, B. A., & Lopez, L. B. (2023). An empirical analysis among foreign direct investment, trade openness and economic growth: evidence from the Indian economy. South Asian Journal of Business Studies, 12(1), 127-149.
Kwiatkowski D, Phillips PC, Schmidt P, Shin Y (1992) Testing the null hypothesis of stationarity against the alternative of a unit root: how sure are we that economic time series have a unit root? J Econ 54(13):159178.
Laudau D, (1986). Government and Economic Growth in LDCs: An Empirical Study. Economic Development and Cultural Change, 35: 35-75.
Lawal, Adedoyin Isola, Tony I. Nwanji, Abiola Asaleye, and Victor Ahmed. "Economic growth, financial development and trade openness in Nigeria: An application of the ARDL bound testing approach." Cogent Economics & Finance 4. 1, (2016): 1258810.
Lutkepohl, H. and Reimers, H. E. (1992) Impulse response analysis of cointegrated systems, Journal of Economic Dynamics and Control, 16, 5378.
Maki, D., 2012. Tests for cointegration allowing for an unknown number of breaks. Econ. Model. 29 (5), 20112015.
Malah Kuete, Y. F., & Asongu, S. A. (2023). Infrastructure development as a prerequisite for structural change in Africa. Journal of the Knowledge Economy, 14(2), 1386-1412.
Malefane, Malefa Rose, and Nicholas M. Odhiambo. Impact of trade openness on economic growth: empirical evidence from South Africa. University of South Africa (Unisa) Economic Research Working Paper Series (2018).
Mankiw, N. G., Romer, D., & Weil, D. N. (1992). A Contribution to the Empirics of Economic Growth. The Quarterly Journal of Economics, 107(2), 407-437.
Matahir, H., Yassin, J., Marcus, H. R., Shafie, N. A., & Mohammed, N. F. (2023). Dynamic relationship between energy efficiency, health expenditure and economic growth: in pursuit for SDGs in Malaysia. International Journal of Ethics and Systems, 39(3), 594-611.
Mehrara, M. and Musai, M. (2011). Health Expenditure and Economic Growth: An ARDL Approach for the Case of Iran. Journal of Economics and Behavioural Studies, Vol.3(4), pp.249-256.
Mengesha, S. T., & Berde, E. (2023). Financial development and economic growth in Ethiopia: Is there a causal link?. Cogent Economics & Finance, 11(2), 2245309.
Mohamed Sghaier, I. (2023). Trade openness, financial development and economic growth in North African countries. International Journal of Finance & Economics, 28(2), 1729-1740.
Mose, N. (2023). The link between human capital formation and economic growth in East Africa. Asian Journal of Economics, Business and Accounting, 23(7), 49-55.
Mtar, K., & Belazreg, W. (2023). On the nexus of innovation, trade openness, financial development and economic growth in European countries: New perspective from a GMM panel VAR approach. International Journal of Finance & Economics, 28(1), 766-791.
Ngepah N, Udeagha MC (2018) African regional trade agreements and intra-African trade. Journal of Economic Integration 33(1): 11761199 http://dx.doi.org/10.11130/jei.2018.33.1.1176
Ngepah N, Udeagha MC (2019) Supplementary trade benefits of multi-memberships in African regional trade agreements. Journal of African Business 20(4): 505524 https://doi.org/10.1080/15228916.2019.1584719
Pesaran, H. H. and Shin, Y. (1998) Generalized impulse response analysis in linear multivariate models, Economics Letters, 58, 1729.
Polat, Ali, Muhammad Shahbaz, Ijaz Ur Rehman, and Saqlain Latif Satti. "Revisiting linkages between financial development, trade openness and economic growth in South Africa: fresh evidence from combined cointegration test." Quality & Quantity 49. 2, (2015): 785-803.
Qehaja, S. S., Qehaja, D., Arber, H. O. T. I., & Marovci, E. (2023). The relationship between government health expenditure and economic growth: Evidence from western Balkan countries. International Journal of Applied Economics, Finance and Accounting, 15(1), 10-20.
Rahman, P., Zhang, Z., & Musa, M. (2023). Do technological innovation, foreign investment, trade and human capital have a symmetric effect on economic growth? Novel dynamic ARDL simulation study on Bangladesh. Economic Change and Restructuring, 56(2), 1327-1366.
Rebelo, S. (1991). Long-Run Policy Analysis and Long-Run Growth. Journal of Political Economy, 99(3), 500-521.
Sala-i-Martin, X. (1997). I Just Ran Two Million Regressions. The American Economic Review, 87(2), 178-183.
Shaban, A., & Khan, S. (2023). Cultural diversity, human capital, and regional economic growth in India. Regional Science Policy & Practice, 15(5), 973-991.
Squalli, Jay, and Kenneth Wilson. "A new measure of trade openness." The World Economy 34. 10, (2011): 1745-1770.
Stock, J.,Watson, M.W., 1993. A simple estimator of cointegrating vectors in higher order integrated systems. Econometrica. 61 (4), 783820.
Toda, H. Y. and Yamamoto, T. (1995)."Statistical Inference in Vector Auto regressions with Possibly Integrated Processes", Journal of Econometrics, 66, 225-250.
Uddin, G.S., Sjö, B., Shahbaz, M.: The causal nexus between financial development and economic growth in Kenya. Econ. Model. 35, 701707 (2013).
Udeagha MC, Breitenbach MC (2021) Estimating the trade-environmental quality relationship in SADC with a dynamic heterogeneous panel model. African Review of Economics and Finance 13(1): 113-165.
Udeagha MC, Breitenbach MC (2023a) Exploring the moderating role of financial development in environmental Kuznets curve for South Africa: fresh evidence from the novel dynamic ARDL simulations approach. Financial Innovation, 9 (1):5. https://doi.org/10.1186/s40854-022-00396-9.
Udeagha MC, Breitenbach MC (2023b) On the asymmetric effects of trade openness on CO2 emissions in SADC with a nonlinear ARDL approach. Discover Sustainability, 4(1):2. https://doi.org/10.1007/s43621-022-00117-3
Udeagha MC, Breitenbach MC (2023c) Revisiting the nexus between fiscal decentralization and CO2 emissions in South Africa: fresh policy insights. Financial Innovation, 9(1):50. https://doi.org/10.1186/s40854-023-00453-x
Udeagha MC, Breitenbach MC (2023d) Can fiscal decentralization be the route to the race to zero emissions in South Africa? Fresh policy insights from novel dynamic autoregressive distributed lag simulations approach. Environmental Science and Pollution Research, 30(16): 46446-46474 https://doi.org/10.1007/s11356-023-25306-z
Udeagha MC, Breitenbach MC (2023e) The role of financial development in climate change mitigation: Fresh policy insights from South Africa. Biophysical Economics and Sustainability, 8(1):1 https://doi.org/10.1007/s41247-023-00110-y
Udeagha MC, Breitenbach MC (2023f). The role of fiscal decentralization in limiting CO2 emissions in South Africa. Biophysical Economics and Sustainability, 8(1):5 https://doi.org/10.1007/s41247-023-00112-w
Udeagha MC, Muchapondwa E (2022) Investigating the moderating role of economic policy uncertainty in environmental Kuznets curve for South Africa: Evidence from the novel dynamic ARDL simulations approach. Environmental Science and Pollution Research, 29(51), 77199-77237. https://doi.org/10.1007/s11356-022-21107-y
Udeagha MC, Muchapondwa E (2023a) Green finance, fintech, and environmental sustainability: Fresh policy insights from the BRICS nations, International Journal of Sustainable Development & World Ecology, 30(6), 633-649. https://doi.org/10.1080/13504509.2023.2183526
Udeagha MC, Muchapondwa E (2023b) Achieving regional sustainability and carbon neutrality target in BRICS economies: understanding the importance of fiscal decentralization, export diversification and environmental innovation. Sustainable Development, 31: 2620-2635. https://doi.org/10.1002/sd.2535
Udeagha MC, Muchapondwa E (2023c) Achieving green environment in BRICS economies: Do composite risk index, green innovation, and environmental policy stringency matter? Sustainable Development, 1-22 https://doi.org/10.1002/sd.2597
Udeagha MC, Muchapondwa E (2023d) Striving for the United Nations (UN) Sustainable Development Goals (SDGs) in BRICS economies: The role of green finance, fintech, and natural resource rent. Sustainable Development. https://doi.org/10.1002/sd.2618
Udeagha MC, Muchapondwa E (2023e). Environmental sustainability in South Africa: Understanding the criticality of economic policy uncertainty, fiscal decentralization, and green innovation. Sustainable Development, 31:1638-1651. https://doi.org/10.1002/sd.2473
Udeagha MC, Ngepah N (2019) Revisiting trade and environment nexus in South Africa: Fresh evidence from new measure. Environmental Science and Pollution Research, 26(28):2928329306 https://doi.org/10.1007/s11356-019-05944-y
Udeagha MC, Ngepah N (2020) Trade liberalization and the geography of industries in South Africa: fresh evidence from a new measure. International Journal of Urban Sciences 24(3): 354-396 https://doi.org/10.1080/12265934.2019.1695652
Udeagha MC, Ngepah N (2021a) The asymmetric effect of trade openness on economic growth in South Africa: a nonlinear ARDL approach. Economic Change and Restructuring 54(2): 491-540 https://doi.org/10.1007/s10644-020-09285-6
Udeagha MC, Ngepah N (2022a) Does trade openness mitigate the environmental degradation in South Africa?. Environmental Science and Pollution Research 29(13): 19352-19377 https://doi.org/10.1007/s11356-021-17193-z
Udeagha MC, Ngepah N (2022b) Dynamic ARDL Simulations Effects of Fiscal Decentralization, Green Technological Innovation, Trade Openness, and Institutional Quality on Environmental Sustainability: Evidence from South Africa. Sustainability 14 (16): 10268.
https://doi.org/10.3390/su141610268
Udeagha MC, Ngepah N (2022c) Disaggregating the environmental effects of renewable and non-renewable energy consumption in South Africa: fresh evidence from the novel dynamic ARDL simulations approach. Economic Change and Restructuring 55:1767-1814.
https://doi.org/10.1007/s10644-021-09368-y
Udeagha MC, Ngepah N (2022d) The asymmetric effect of technological innovation on CO2 emissions in South Africa: New evidence from the QARDL approach. Frontiers in Environmental Science, 10:985719 https://doi.org/10.3389/fenvs.2022.985719
Udeagha MC, Ngepah N (2023a) Can public private partnership investment in energy (PPPI) mitigate CO2 emissions in South Africa? Fresh evidence from the novel dynamic ARDL simulations approach. Frontiers in Environmental Science, 10: 1044605.
https://doi.org/10.3389/fenvs.2022.1044605
Udeagha MC, Ngepah N (2023b) Striving towards environmental sustainability in the BRICS economies: the combined influence of fiscal decentralization and environmental innovation, International Journal of Sustainable Development & World Ecology,30(2), 111-125.
https://doi.org/10.1080/13504509.2022.2123411
Udeagha MC, Ngepah N (2023c) Striving towards carbon neutrality target in BRICS economies: Assessing the implications of composite risk index, green innovation, and environmental policy stringency, Sustainable Environment, 9(1):2210950
https://doi.org/10.1080/27658511.2023.2210950
Udeagha MC, Ngepah N (2023d) Towards climate action and UN sustainable development goals in BRICS economies: Do export diversification, fiscal decentralisation and environmental innovation matter? International Journal of Urban Sustainable Development. 15(1), 172-200. https://doi.org/10.1080/19463138.2023.2222264
Udeagha MC, Ngepah N (2023e). The role of technological innovation in fostering environmental quality in South Africa: Fresh evidence from the novel dynamic ARDL simulations approach. Economics and Policy of Energy and the Environment, 107-155.
https://doi.org/10.3280/EFE2022-002006.
Udeagha MC, Ngepah N (2023f). Achieving decarbonization goals in BRICS economies: Revisiting the joint role of composite risk index, green innovation, and environmental policy stringency. Cogent Social Sciences, 9(1), 2234230. https://doi.org/10.1080/23311886.2023.2234230
Udeagha MC, Ngepah N (2023g). The drivers of environmental sustainability in BRICS economies: Do green finance and fintech matter? World Development Sustainability 3(1) 100096 https://doi.org/10.1016/j.wds.2023.100096
Udeagha MC, Ngepah NN (2021b) A step Towards Environmental Mitigation In South Africa: Does Trade Liberalisation Really Matter? Fresh Evidence From A Novel Dynamic ARDL Simulations Approach. Research Square. https://doi.org/10.21203/rs.3.rs-419113/v1
Vyas, V., Mehta, K., & Sharma, R. (2023). The nexus between toxic-air pollution, health expenditure, and economic growth: An empirical study using ARDL. International Review of Economics & Finance, 84, 154-166.
Westerlund, J., Edgerton, D., 2006. New improved tests for cointegration with structural breaks. J. Time Ser. Anal. 28 (2), 188224.
World Trade Organisation (WTO). (1986). The text of the general agreement on tariffs and trade. Geneva: World Trade Organisation.
Xu, B. (2000). Multinational enterprises, technology diffusion, and host country productivity growth. Journal of Development Economics, 62(2), 477-493.
Zhang, J., Han, R., Song, Z., & Zhang, L. (2023). Evaluation of the triangle-relationship of industrial pollution, foreign direct investment, and economic growth in Chinas transformation. Frontiers in Environmental Science, 11, 1123068.
Zhang, Y., Kumar, S., Huang, X., & Yuan, Y. (2023). Human capital quality and the regional economic growth: Evidence from China. Journal of Asian Economics, 86, 101593.
Zivot E, Andrews DWK (1992) Further evidence on the great crash, the oil-price shock, and the unit-root hypothesis. J Bus Econ Stat 20(1): 2544.