Market Imperfection and Rural-Urban Effects of Agriculture and Non-Agriculture Productivity Shocks: A Dynamic CGE Model Analysis for South Africa | Research on World Agricultural Economy

Market Imperfection and Rural-Urban Effects of Agriculture and Non-Agriculture Productivity Shocks: A Dynamic CGE Model Analysis for South Africa

Ramos E. Mabugu

Accounting and Economics Department, Sol Plaatje University and Partnership for Economic Policy (Kenya), Kimberley, Northern Cape 8301, South Africa

Ismaël Fofana

Ministry of Economy and Finance, Government of Guinea, Conakry Bp579, Guinea

Margaret Chitiga-Mabugu

Faculty of Economic and Management Sciences, University of Pretoria, Pretoria, Gauteng 0002, South Africa

DOI: https://doi.org/10.36956/rwae.v6i3.1917

Received: 28 March 2025 | Revised: 11 April 2025 | Accepted: 15 April 2025 | Published Online: 21 July 2025

Copyright © 2025 Ramos E. Mabugu, Ismaël Fofana, Margaret Chitiga-Mabugu. Published by Nan Yang Academy of Sciences Pte. Ltd.

Creative Commons LicenseThis is an open access article under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.


Abstract

This study uses a recursive dynamic Computable General Equilibrium (CGE) model focused on South Africa to explore the interconnections between strategic initiatives in agricultural and non-agricultural sectors within a rural development strategy. It assesses how different policy interventions affect agricultural growth and rural household well-being, considering two scenarios: one targeting agricultural growth and the other non-agricultural growth. It is observed that Gross Domestic Product (GDP) experiences an elevation of 1.1 percentage points above the baseline growth rate with a 1% increase in agricultural productivity. Though agriculture contributes just 2.5% to the national GDP, its projected impact on annual growth rate of 1.1 percentage points is expected to boost the economy, adding one billion rand to non-agricultural sectors. In return, non-agricultural industries positively affect agricultural growth and rural consumption. Sectors aiding rural areas include food, beverages, tobacco; mining; transport; and catering. Meanwhile, urban-favoured sectors are government, finance, business services, retail, manufacturing, health, and community services. The findings underscore two primary considerations for policymakers. Firstly, although the agricultural sector's contribution to GDP is modest, emphasizing agricultural enhancement can result in accelerated growth, improved resource allocation to the sector, and poverty alleviation, particularly when synergized with supportive non-agricultural measures. Secondly, growth in non-agricultural sectors does not uniformly support agricultural and rural income growth; sectors such as agro-industrial and exportable industries primarily bolster agriculture by mitigating real exchange rate appreciation.

Keywords: Agricultural Productivity; Unbalanced Growth; Dynamic Model; Food Price; South Africa


References

[1] Fofana, I., Mabugu, R., Camara, A., et al., 2024. Ending Poverty and Accelerating Growth in South Africa, Through the Expansion of its Social Grant System. Journal of Policy Modelling. 46(6), 1090–1102. DOI: https://doi.org/10.1016/j.jpolmod.2024.07.003

[2] IMF, 2025. South Africa: 2024 Article IV Consultation. Country Report No. 25/28. International Monetary Fund: Washington, DC, USA. DOI: https://doi.org/10.5089/9798229000048.002

[3] UN-Habitat, n.d. South Africa: https://unhabitat.org/south-africa (cited 10 March 2025).

[4] Johnston, B., Mellor, J., 1961. The role of agriculture in economic development. The American Economic Review. 51(4), 566–593.

[5] World Bank, 2007. World Bank Aid to Agriculture in Sub-Saharan Africa: An IEG Review. World Bank Publications: Washington, DC, USA.

[6] De Janvry, A., Sadoulet, E., 2010. Agricultural Growth and Poverty Reduction: Additional Evidence. World Bank Research Observer. 25(1), 1–20. DOI: https://doi.org/10.1093/wbro/lkp015

[7] Christiaensen, L., Demery, L., Kuhl, J., 2011. The (evolving) role of agriculture in poverty reduction: An empirical perspective. Journal of Development Economics. 96(2), 239–254.

[8] Bustos, P., Garber, G., Ponticelli, J., 2020. Capital Accumulation and Structural Transformation. Quarterly Journal of Economics. 135(2), 1037–1094. DOI: https://doi.org/10.1093/qje/qjz044

[9] Laborde, D., Martin, W., Vos, R., 2021. Impacts of COVID‐19 on global poverty, food security, and diets: Insights from global model scenario analysis. Agricultural Economics. 52(3), 375–390. DOI: https://doi.org/10.1111/agec.12624

[10] Osendarp, S., Verburg, G., Bhutta, Z., et al., 2022. Act now before Ukraine war plunges millions into malnutrition. Nature. 604(7907), 620–624. DOI: https://doi.org/10.1038/d41586-022-01076-5

[11] Laborde, D., Pieiro, V., 2023. Wheat price hikes and food security in Sub-Saharan Africa. Nature Food. 4(4), 277–278. DOI: https://doi.org/10.1038/s43016-023-00738-5

[12] Cateia, J.V., Bittencourt, M.V.L., Carvalho, T.S., et al., 2023. Potential Economic Impacts of Agricultural Growth in Africa: Evidence from Guinea-Bissau. Journal of Agricultural and Applied Economics. 55(3), 492–515. DOI: https://doi.org/10.1017/aae.2023.26

[13] Mabugu, R.E., Fofana, I., Chitiga-Mabugu, M., 2025. Evaluating impacts of agriculture-led investments on sub-Saharan African countries' poverty and growth. International Review of Applied Economics. 1–17. DOI: https://doi.org/10.1080/02692171.2025.2456226

[14] South African Government, 2020. President Cyril Ramaphosa: South Africa’s Economic Reconstruction and Recovery Plan. Available from: https://www.gov.za/news/speeches/president-cyril-ramaphosa-south-africa%E2%80%99s-economic-reconstruction-and-recovery-plan-15 (cited 25 January 2025).

[15] Vink, N., 2004. The influence of policy on the role of agriculture in South Africa. Development Southern Africa. 21(1), 155–177. DOI: https://doi.org/10.1080/0376835042000181462

[16] Hall, R., Aliber, M., 2010. The case for restrategising spending priorities to support small-scale farmers in South Africa. Institute for Poverty, Land and Agrarian Studies, University of the Western Cape: Cape Town, South Africa. Available from: http://hdl.handle.net/10566/4475 (cited 25 January 2025).

[17] Pauw, K., MacDonald, S., Punt, C., 2007. Agricultural efficiency and welfare in South Africa. Development Southern Africa. 24(2), 309–333. DOI: https://doi.org/10.1080/03768350701327236

[18] Steenkamp, A., Pieterse, D., Rycroft, J., 2017. Innovative joint ventures can boost agriculture production and promote agrarian transformation. Available from: https://www.econ3x3.org/sites/default/files/articles/Steenkamp et al 2017 Joint ventures and agrarian transformation.pdf (cited 19 March 2025).

[19] Steenkamp, A., Pieterse, D., Rycroft, J., 2020. Leveraging agriculture for growth: lessons from innovative joint ventures and international best practice. Development Southern Africa. 37(1), 130–146.

[20] Brand, S., 1969. The Contributions of Agriculture to the Economic Development of South Africa since 1910 [Doctoral dissertation]. University of Pretoria: Pretoria, South Africa.

[21] Van Zyl, J., Nel, H., Groenewald, J., 1988. Agriculture's contribution to the South African economy. Agrekon. 27(2), 1–9.

[22] Greyling, J.C., 2012. The Role of the Agricultural Sector in the South African Economy [Doctoral dissertation]. University of Stellenbosch: Stellenbosch, South Africa.

[23] Van Rooyen, J., 1997. Challenges and Roles for Agriculture in the Southern African Region. Agrekon. 36(2), 181–205.

[24] Oosthuizen, L., 1998. Agriculture as a Driving Force of Economic Development: Suggestions for Agricultural Development Policy in Southern Africa. Agrekon. 37(4), 342–362.

[25] Lefophane, M.H., Kalaba, M., 2025. Assessing the Nexus between ICT Intensity, Productivity, Employment and Output in South Africa’s Agro-processing Industries. New Advances in Business, Management and Economics. 4, 1–24.

[26] McDonald, S., Punt, C., 2005. General equilibrium modelling in South Africa: What the future holds. Agrekon. 44(1), 60–98.

[27] Mabugu, R., Chitiga-Mabugu, M., 2009. Liberalising trade in South Africa: A review of computable general equilibrium modelling studies. South African Journal of Economics. 77(3), 445–464.

[28] Benin, S., Nin-Pratt, A., Fan, S., et al., 2008. Growth and Poverty Reduction Impacts of Public Investments in Agriculture and Rural Areas. ReSAKSS Working Paper 7.Regional Strategic Analysis and Knowledge Support System (ReSAKSS): Washington, DC, USA. Available from: https://www.resakss.org/sites/default/files/pdfs/growth-and-poverty-reduction-impacts-of-public-inv-39398.pdf (cited 29 January 2025).

[29] Breisinger, C., Diao, X., Thurlow, J., 2009. Modelling Growth Options and Structural Change to Reach Middle Income Country Status The case of Ghana. Economic Modelling. 26(2), 514–525. DOI: https://doi.org/10.1016/j.econmod.2008.10.007

[30] Diao, X., Pratt, A.N., 2007. Growth Options and Poverty Reduction in Ethiopia: An Economy-Wide Model Analysis. Food Policy. 32(2), 205–228. DOI: https://doi.org/10.1016/j.foodpol.2006.05.005

[31] Diao, X., Thurlow, J., Benin, S., et al., 2012. Strategies and Priorities for African Agriculture: Economic-wide Perspectives from Country Studies. International Food Policy Research Institute (IFPRI): Washington, DC, USA. DOI: https://doi.org/10.2499/9780896291959

[32] Johnson, M.E., Takeshima, H., Gyimah-Brempong, K., 2013. Assessing the Potential and Policy Alternatives to Ensure Rice Competitiveness and Growth in Nigeria. IFPRI Discussion Paper 1301. International Institute for Food Policy Research (IFPRI): Washington, DC, USA. DOI: http://dx.doi.org/10.2139/ssrn.2373166

[33] Chitiga, M., Fofana, I., Mabugu, R., 2011. A Multiregion General Equilibrium Analysis of Fiscal Consolidation in South Africa. IFPRI Discussion Paper 01110. International Institute for Food Policy Research (IFPRI): Washington, DC, USA. Available from: https://econpapers.repec.org/paper/fprifprid/1110.htm (cited 29 January 2025).

[34] Decaluwé, B., Lemelin, A., Robichaud, V., et al., 2013. PEP-1-t (Single-Country Dynamic Version). Partnership for Economic Policy Network: Nairobi, Kenya. Available from: https://agrodep.org/sites/default/files/PEP 1-t.pdf (cited Day February 2014).

[35] Blanchflower, D., Oswald, A., 1995. Estimating a Wage Curve for Britain 1973–1990. NBER Working Paper No. w4770. Available from: https://ssrn.com/abstract=1010455 (cited 31 January 2025).

[36] Kingdon, G., Knight, J., 2004. Unemployment in South Africa: The Nature of the Beast. World Development. 32(3), 391–408.

[37] Kingdon, G., Knight, J., 2007. Unemployment in South Africa, 1995–2003: Causes, Problems, and Policies. Journal of African Economies. 16(5), 813–848.

[38] Jung, H., Thorbecke, E., 2001. The impact of public education expenditures on human capital, growth, and poverty in Tanzania and Zambia: A general equilibrium approach. IMF Working Paper WP/01/106. International Monetary Fund: Washington, DC, USA.

[39] Van Seventer, D., Bold, S., Gabriel, S., et al., 2019. A 2015 Social Accounting Matrix (SAM) for South Africa. SA-TIED Working Paper 35. The United Nations University World Institute for Development Economics Research: New York, USA.

[40] Van Seventer, D., Davies, R., 2019. A 2016 Social Accounting Matrix for South Africa with an occupationally disaggregated labour market representation. WIDER Working Paper No. 2019/56. DOI: https://doi.org/10.35188/UNU-WIDER/2019/690-6

[41] Mabugu, R., Fofana, I., Chitiga, M., 2015. Pro-Poor Tax Policy Changes in South Africa: Potential and Limitations. Journal of African Economies. 24(suppl_2), ii73–ii105. DOI: https://doi.org/10.1093/jae/eju038

[42] Chitiga-Mabugu, M., Henseler, M., Maisonnave, H., et al., 2025. Financing Basic Income Support in South Africa Under Fiscal Constraints. World Development Perspectives. 37, 100657. DOI: https://doi.org/10.1016/j.wdp.2025.100657

[43] Liebenberg, F., Pardey, P., 2012. A long-run view of South African agricultural production and productivity. African Journal of Agricultural and Resource Economics. 7(1), 14–38.

[44] Conradie, B., Piesse, J., Thirtle, C., 2009. What is the appropriate level of aggregation for productivity indices? Comparison of district, regional, and national measures. Agrekon. 48(1), 9–20.

[45] Mosoma, K.C., Van Eyden, R., Bohlmann, H.R., 2023. Measuring Total Factor Productivity in the South African Agricultural Sector Using a Growth Accounting. University of Pretoria Department of Economics Working Paper 2023-06. Department of Economics, University of Pretoria: Pretoria, South Africa.

[46] Kinyondo, G., Chitiga, M., 2009. The general equilibrium effects of a productivity increase on the economy and gender in South Africa. South African Journal of Economic and Management Sciences. 12(3), 307–326.

[47] Gollin, D., Lagakos, D., Waugh, M.E., 2014. Agricultural Productivity Differences Across Countries. The American Economic Review. 104(5), 165–170. DOI: https://doi.org/10.1257/aer.104.5.165

[48] Minten, B., Barrett, C., 2008. Agricultural Technology, Productivity and Poverty in Madagascar. World Development. 36(5), 797–822. DOI: https://doi.org/10.1016/j.worlddev.2007.05.004

[49] Alani, J., 2012. Effects of Technological Progress and Productivity on Economic Growth in Uganda. Procedia Economics and Finance. 1, 14–23. DOI: https://doi.org/10.1016/S2212-5671(12)00004-4

[50] Alston, J.M., Beddow, J.M., Pardey, P.G., 2009. Agricultural Research, Productivity, and Food Prices in the Long Run. Science. 325(5945), 1209–1210. DOI: https://doi.org/10.1126/science.1170451

[51] Ehui, S., Pender, J., 2005. Resource Degradation, Low Agricultural Productivity, and Poverty in sub-Saharan Africa: Pathways Out of the Spiral. Agricultural Economics. 32(1), 225–242. DOI: https://doi.org/10.1111/j.0169-5150.2004.00026.x

[52] Maisonnave, H., Mamboundou, P.N., 2022. Agricultural Economic Reforms, Gender Inequality and Poverty in Senegal. Journal of Policy Modeling. 44(2), 361–374. DOI: https://doi.org/10.1016/j.jpolmod.2022.03.006

[53] Sihlobo, W., Aliber, M., 2020. How sub-Saharan Africa can rethink its approach to agriculture. The Conversation. Available from: https://theconversation.com/how-sub-saharan-africa-can-rethink-its-approach-to-agriculture-149834 (cited December 2020).

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