Important policy parameters for the development of inclusive digital agriculture: implications for the redistributive land reform program in South Africa
Open accessAbstract
The creation and deployment of digital technologies throughout the agro-food system contribute to achieving Sustainable Development Goal nine. However, various digitalization studies offer limited insight into the policy issues and solutions around emerging technologies and big data systems in agriculture. There is a need for an additional understanding of how agricultural policymaking should respond to the usage of digital technologies in the agri-food sector. Furthermore, evidence is limited on how existing agricultural government programs such as land reform can be linked with digitalization policy. This systematic review of literature sought to determine the transformation that is needed in the political and economic environment for the digital revolution to take place within South African land reform agriculture. A thematic analysis of data sampled from ProQuest Central, Scopus, Dimensions, and Google Scholar reveals five areas of intervention from agricultural policymaking. The digital revolution in agriculture can be brought about by transforming digital infrastructure, data interoperability and governance, digital markets, the compatibility of government incentives with the private sector, and the digital cultural landscape. This essay contributes to agricultural policy and decision-making dialogues that pay attention to digital technologies and land reform programs in South Africa.
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Fragmented land information systems, limited digitization, and weak monitoring further reduce the Department's ability to evaluate performance, adapt policy, and implement corrective measures in real time.
“Fragmented land information systems, limited digitization, and weak monitoring further reduce the Department's ability to evaluate performance, adapt policy, and implement corrective measures in real time (Mazwane et al., 2022).”
From Over three decades of land distribution in South Africa: a review of progress, challenges and prospects (2026) · cites this paper as Mazwane et al., 2022
Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Clarke, V., & Braun, V. (2017) · The Journal of Positive Psychology · doi:10.1080/17439760.2016.1262613 · Cited by 6,543 · see citing works
A review on the practice of big data analysis in agriculture
Kamilaris, A., Kartakoullis, A., & Prenafeta-Boldú, F. X. (2017) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2017.09.037 · Cited by 1,193 · see citing works
Defining, Conceptualising and Measuring the Digital Economy
Bukht, R., & Heeks, R. (2018) · International Organisations Research Journal · doi:10.17323/1996-7845-2018-02-07 · Cited by 1,100 · see citing works
Agri-food 4.0: A survey of the supply chains and technologies for the future agriculture
Lezoche, M., Hernández, J. E., Alemany, M. M. E., Panetto, H., & Kacprzyk, J. (2020) · Computers in Industry · doi:10.1016/j.compind.2020.103187 · Cited by 865 · see citing works
Gaur, A. S., & Kumar, M. (2017) · Journal of World Business · doi:10.1016/j.jwb.2017.11.003 · Cited by 648 · see citing works
The Politics of Digital Agricultural Technologies: A Preliminary Review
Rotz, S., Duncan, E., Small, M., Botschner, J. V., Dara, R. A., Mosby, I., Reed, M. S., & Fraser, E. (2019) · Sociologia Ruralis · doi:10.1111/soru.12233 · Cited by 488 · see citing works
Birner, R., Daum, T., & Pray, C. (2021) · Applied Economic Perspectives and Policy · doi:10.1002/aepp.13145 · Cited by 302 · see citing works
Smidt, H. J., & Jokonya, O. (2021) · Information Technology for Development · doi:10.1080/02681102.2021.1975256 · Cited by 282 · see citing works
Digitalization for Sustainable Agri-Food Systems: Potential, Status, and Risks for the MENA Region
Bahn, R. A., Yehya, A. A. K., & Zurayk, R. A. (2021) · Sustainability · doi:10.3390/su13063223 · Cited by 223 · see citing works
Digitalization in Economy and Innovation: The Effect on Social and Economic Processes
Afonasova, M. A., Panfilova, E. E., Galichkina, M. A., & Ślusarczyk, B. (2019) · Polish Journal of Management Studies · doi:10.17512/pjms.2019.19.2.02 · Cited by 216 · see citing works
Patterns of Inequalities in Digital Agriculture: A Systematic Literature Review
Hackfort, S. (2021) · Sustainability · doi:10.3390/su132212345 · Cited by 186 · see citing works
Digital literacy and knowledge societies: A grounded theory investigation of sustainable development
Sharma, R., Fantin, A.-R., Prabhu, N., Guan, C., & Dattakumar, A. (2016) · Telecommunications Policy · doi:10.1016/j.telpol.2016.05.003 · Cited by 138 · see citing works
Fransi, E. C., Salla, Y. M., Ferrer-Rosell, B., & Daries, N. (2019) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2019.11.011 · Cited by 135 · see citing works
Next generation agricultural system data, models and knowledge products: Introduction
Antle, J. M., Jones, J. W., & Rosenzweig, C. E. (2016) · Agricultural Systems · doi:10.1016/j.agsy.2016.09.003 · Cited by 122 · see citing works
Understanding the adoption of smartphone apps in crop protection
Michels, M., Bonke, V., & Mußhoff, O. (2020) · Precision Agriculture · doi:10.1007/s11119-020-09715-5 · Cited by 112 · see citing works
Scenarios for European agricultural policymaking in the era of digitalisation
Ehlers, M., Finger, R., Benni, N. E., Gocht, A., Sørensen, C. A. G., Gusset, M., Pfeifer, C., Poppe, K. J., Regan, Á., Rose, D. C., et al. (2021) · Agricultural Systems · doi:10.1016/j.agsy.2021.103318 · Cited by 102 · see citing works
Reflecting on the Strategic Use of CAQDAS to Manage and Report on the Qualitative Research Process
Wickham, M., & Woods, M. (2015) · The Qualitative Report · doi:10.46743/2160-3715/2005.1827 · Cited by 97 · see citing works
Molina-Maturano, J., Verhulst, N., Tur-Cardona, J., Güereña, D., Gardeazabal, A., Govaerts, B., & Speelman, S. (2021) · Agronomy · doi:10.3390/agronomy11020194 · Cited by 67 · see citing works
Enterprise digitalisation and financial performance: the moderating role of dynamic capability
Yu, F., Jiang, D., Zhang, Y., & Du, H. (2021) · Technology Analysis and Strategic Management · doi:10.1080/09537325.2021.1980211 · Cited by 67 · see citing works
Jorge-Vázquez, J., Cebolla, M. P. C., & Salinas-Ramos, F. (2021) · Agriculture · doi:10.3390/agriculture11060514 · Cited by 55 · see citing works
La transformación digital en el sector cooperativo agroalimentario español: situación y perspectivas
Jorge-Vázquez, J., Cebolla, M. P. C., & Ramos, F. S. (2019) · CIRIEC-España revista de economía pública social y cooperativa · doi:10.7203/ciriec-e.95.13002 · Cited by 49 · see citing works
Sun, R., Zhang, S., Wang, T., Hu, J., Ruan, J., & Ruan, J. (2021) · Sustainability · doi:10.3390/su13168861 · Cited by 40 · see citing works
Baumüller, H. (2015) · The Electronic Journal of Information Systems in Developing Countries · doi:10.1002/j.1681-4835.2015.tb00492.x · Cited by 39 · see citing works
Land Redistribution in South Africa
Lahiff, E., & Li, G. (2012) · doi:10.1596/27168 · Cited by 37 · see citing works
Digitalisation and the Performance of Micro and Small Enterprises in Yogyakarta, Indonesia
Falentina, A. T., Resosudarmo, B. P., Darmawan, D. A., & Sulistyaningrum, E. (2020) · Bulletin of Indonesian Economic Studies · doi:10.1080/00074918.2020.1803210 · Cited by 36 · see citing works
Evaluating Factors Affecting Performance of Land Reform Beneficiaries in South Africa
Gandidzanwa, C., Verschoor, A.-J., & Sacolo, T. (2021) · Sustainability · doi:10.3390/su13169325 · Cited by 34 · see citing works
SOUTH AFRICA’S AGRICULTURAL SECTOR TWENTY YEARS AFTER DEMOCRACY (1994 TO 2013)
Greyling, J. C., Vink, N., & Mbaya, E. (2015) · RePEc: Research Papers in Economics · doi:10.22004/ag.econ.236895 · Cited by 33 · see citing works
Baumüller, H. (2016) · Springer eBooks · doi:10.1007/978-3-319-25718-1_9 · Cited by 32 · see citing works
How do digital technologies drive Greece's economic growth? Opportunities and challenges
Albani, M., Anyfantaki, S., & Λαζαρέτου, Σ. (2019) · Cited by 25 · see citing works
Can digital solutions transform agri-food systems in Africa?
Mabaya, E., & Porciello, J. (2022) · Agrekon · doi:10.1080/03031853.2022.2032223 · Cited by 24 · see citing works
Land redistribution in South Africa’s land reform policy: a better way to select beneficiaries
Zantsi, S., & Greyling, J. C. (2021) · Agrekon · doi:10.1080/03031853.2021.1906286 · Cited by 22 · see citing works
Lefophane, M. H., & Kalaba, M. W. (2021) · Information Technology for Development · doi:10.1080/02681102.2021.1882367 · Cited by 21 · see citing works
Land Redistribution in South Africa: A Critical Review
Lahiff, E., & Guo, L. (2014) · World Bank, Washington, DC eBooks · doi:10.1596/978-1-4648-0188-4_ch2 · Cited by 15 · see citing works
Improving e-economy by regional governments
Ávila, R. C., Bernal, E., Moral, A. M., & Poyatos, R. P. (2014) · Management Decision · doi:10.1108/md-08-2012-0589 · Cited by 12 · see citing works
Zantsi, S., Mack, G., & Vink, N. (2021) · Agrekon · doi:10.1080/03031853.2021.1903520 · Cited by 11 · see citing works
Future and Experienced Teachers Should Collaborate on ICT Integration
Kushnir, N. O., Manzhula, A., & Valko, N. (2014) · Communications in computer and information science · doi:10.1007/978-3-319-13206-8_11 · Cited by 10 · see citing works
Idiegbeyan-Ose, J., Nkiko, C., Idahosa, M., & Nwokocha, N. M. (2016) · Journal of Cases on Information Technology · doi:10.4018/jcit.2016070103 · Cited by 9 · see citing works
Cultura digital y diversidad: perspectivas de discursos de políticas TIC-Educación
Vivanco, G., & Gorostiaga, J. M. (2017) · Cadernos de Pesquisa · doi:10.1590/198053144261 · Cited by 9 · see citing works
Guidelines For Governance Of Data Sharing In Agri-Food Networks
Wolfert, S., Bogaardt, M.-J., Ge, L., Soma, K., & Verdouw, C. (2017) · Socio-Environmental Systems Modeling · doi:10.5281/zenodo.893699 · Cited by 8 · see citing works
Major Trends in the Digital Transformation of Agriculture
Zaripova, R. S., Tyurina, M. M., Rocheva, O. A., Andrey, C., & Sharifullina, A. Y. (2020) · New Silk Road: Business Cooperation and Prospective of Economic Development (NSRBCPED) · doi:10.2991/aebmr.k.200324.050 · Cited by 7 · see citing works
DIGITAL FARMING APPROACH CHANGES THE CONTEXT
Shibusawa, S. (2018) · IFAC-PapersOnLine · doi:10.1016/j.ifacol.2018.08.062 · Cited by 7 · see citing works
Changes in Payment Patterns in Hungary During the Pandemic
Farkas, F., Póta, C. P., & Becsky‐Nagy, P. (2022) · WSEAS TRANSACTIONS ON BUSINESS AND ECONOMICS · doi:10.37394/23207.2022.19.93 · Cited by 6 · see citing works
Concluding remarks and implications for future research
Ahmad, A. H., Llewellyn, D. T., & Murinde, V. (2021) · Edward Elgar Publishing eBooks · doi:10.4337/9781800376380.00020 · Cited by 2 · see citing works
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3 of the 48 references couldn’t be matched to a known paper.
Cited by
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Challenges and opportunities in smallholder agriculture digitization in South Africa
Nxumalo, G., & Chauke, H. (2025) · Frontiers in Sustainable Food Systems · doi:10.3389/fsufs.2025.1583224 · Cited by 39 · see citing works
Ukoba, K. O., Jen, T., & Yusuf, A. A. (2025) · Energy Strategy Reviews · doi:10.1016/j.esr.2025.101752 · Cited by 28 · see citing works
Mazwane, S., Makhura, M. N., Senyolo, M. P., & Ginige, A. (2023) · Sustainability · doi:10.3390/su152115590 · Cited by 13 · see citing works
Self-citationda Silveira, F., Landaverde, R. Q., & Barbedo, J. G. A. (2025) · Computers and Electronics in Agriculture · doi:10.1016/j.compag.2025.111351 · Cited by 10 · see citing works
Xu, Y., Zhang, Y., Wang, S., Zhao, M., Li, G., Kang, Y., & Zhao, C. (2025) · Sustainability · doi:10.3390/su17156844 · Cited by 10 · see citing works
da Silveira, F., Smania, G. S., Landaverde, R. Q., Osiro, L., Bolfe, É. L., Romani, L. A. S., & Barbedo, J. G. A. (2025) · Agricultural Systems · doi:10.1016/j.agsy.2025.104508 · Cited by 8 · see citing works
Digitalization and small businesses supply chain financing: Evidence from sub-Saharan Africa
Mazwane, S., Maya, O., & Makhura, M. N. (2024) · African Journal of Science Technology Innovation and Development · doi:10.1080/20421338.2023.2296201 · Cited by 8 · see citing works
Self-citationRakotondrazaka, T. H., & Xu, L. (2024) · Cureus Journal of Business and Economics. · doi:10.7759/s44404-024-00752-1 · Cited by 2 · see citing works
Paradza, P., & Zulch, B. G. (2026) · Frontiers in Sustainable Food Systems · doi:10.3389/fsufs.2026.1748906 · Cited by 1 · see citing works
The Sustainability of Operations: Past, Present, Future
van de Klundert, J. J. (2024) · doi:10.1561/9781638282853 · Cited by 1 · see citing works
Rakotondrazaka, T. H., & Xu, L. (2024) · Cureus Journal of Business and Economics. · doi:10.7759/17
Buhary, R., & Ginige, A. (2025) · Cureus Journal of Business and Economics. · doi:10.7759/s44404-025-05924-1
Implementation of the Land Reform Post-settlement Support Programme in the Eastern Cape
Mfuywa, S. O., Alers, C., & Khumalo, P. (2025) · Administratio publica. · doi:10.61967/adminpub.2025.33.3.6
The Effects of Commercial Farming Towards Rural Employment: A South African Perspective
Nkoana, I., & Raphiri, M. D. (2026) · International Journal of Applied Research in Business and Management · doi:10.51137/wrp.ijarbm.365
Sithole, A., Gcelu, A., Nkhwashu, F., Mazwane, S., & Olorunfemi, O. D. (2026) · Frontiers in Sustainable Food Systems · doi:10.3389/fsufs.2026.1829066
Self-citationWei, X., Yang, Y., & Wei, S. (2026) · Environment Development and Sustainability · doi:10.1007/s10668-026-08131-5
- Authors
- Mazwane, S., Makhura, M. N., & Senyolo, M. P.
- Affiliations
- University of Mpumalanga (ZA)
- University of Pretoria (ZA)
- University of Limpopo (ZA)
- Corresponding author
- Mazwane, Sukoluhle
- Venue
- Agriculture
- Publisher
- MDPI AG
- Published
- 2022-12-11
- Volume
- 12
- Issue
- 12
- Pages
- 2129
- ISSN
- 2077-0472 (ISSN-L)
- OpenAlex
- W4313210625
- Cited by
- 16
- References
- 48
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 4 · 2023: 1
- FWCI
- 2.24
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Agriculture (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- UpSpace Institutional Repository (University of Pretoria) (submittedVersion, cc-by)
- Topics
- Social Sciences › Business, Management and Accounting › Strategy and Management › Digitalization and Economic Development in Agriculture
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Smart Agriculture and AI
- Life Sciences › Agricultural and Biological Sciences › General Agricultural and Biological Sciences › Agricultural Economics and Policy
- Keywords
- digital agriculture, agricultural policy, land reform, digital inclusion, South Africa, SDG 9, digital infrastructure, data interoperability, data governance, digital markets, government incentives, big data in agriculture
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