Digital agriculture: implications for the agricultural labour market
DOI:
https://doi.org/10.20525/ijrbs.v14i4.3997Keywords:
Agriculture, digital transformation, labour market, smart technologies, livelihoodsAbstract
The advent of digital technologies and their subsequent integration in the agricultural sector has had mixed implications for various stakeholders. However, while studies on the benefits and challenges of digital transformation abound, there is limited scholarly attention on the impact of digital transformation in the agricultural labour market. This article closes this gap in the literature by exploring how digitalisation impacts the agricultural labour market. It also highlights the future trajectory of labour in agriculture under digitalisation transformation. The article a semi-systematic literature review approach and draws from existing literature in both academic and grey formats. The article shows that digital transformation has mixed outcomes for the agricultural labour market. While it smoothens operations, improve production, and accountability, it is also disrupting agricultural labour relations, compromising workers' collective bargaining power, altering income and working conditions, distorting working time and work intensity, generating discrimination in digital work, and worsening worker surveillance and control. It concludes that while highly digitally skilled workers could benefit from integrating digital tools in their operations, non-skilled, independent, and contracted workers, who are the majority in the sector, are on the losing end. It recommends that the welfare of employees be prioritised as enterprises move into digital transformation.
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References
Abdelaziz, F., Breisinger, C., Khouri, N., & Thurlow, J. (2020). Regional section – Middle East and Northern Africa. In: International Food Policy Research Institute (IFPRI) – 2020 Global Food Policy Report: Building Inclusive Food Systems. International Food Policy Research Institute: Washington, DC.
Abdulai, A.R., Tetteh Quarshie, P., Duncan, E. et al. (2023). Is agricultural digitisation a reality among smallholder farmers in Africa? Unpacking farmers' lived realities of engagement with digital tools and services in rural Northern Ghana. Agric & Food Secur 12(11). https://doi.org/10.1186/s40066-023-00416-6. DOI: https://doi.org/10.1186/s40066-023-00416-6
Adesina, J.O. (2007). Social Policy in sub-Saharan African Context in Search of Inclusive Development. New York: Palgrave Macmillan. DOI: https://doi.org/10.1057/9780230590984_1
Agušaj, B. (2019). Is Technology Stealing Our Jobs? The Impact of the Fourth Industrial Revolution on the Hotel Industry Workforce. Rochester Institute of Technology: RIT Croatia, Dubrovnik.
Aleksynska, M., Bastrakova, A., & Kharchenko, N. 2018. Work on Digital Labour Platforms in Ukraine: Issues and Policy Perspectives. Report 27.
Barr, B.E., Hurburgh, B.E., & Mosher, G.A. (2021). Maximising Processing Value with Selective Handling Strategies: An Analysis of Soybeans Received at Iowa Elevators. Applied Engineering in Agriculture 37(4), 583-594. DOI: https://doi.org/10.13031/aea.14534
Barakabitze, A.A., Kitindi, E.J., Sanga, C., Shabani, A., Philipo, J., & Kibirige, G. (2015). New technologies for disseminating and communicating agriculture knowledge and information: challenges for agricultural research institutes in Tanzania. Electron J Inf Syst Dev Ctries, 70(2):1–22. DOI: https://doi.org/10.1002/j.1681-4835.2015.tb00502.x
Basmadzhieva, S. (2020). Marketing management for development of health tourism destinations. Sofia, Bulgaria: Publishing House – UNWE
Braña, F.J. (2019). A fourth industrial revolution? Digital transformation, labor and work organisation: a view from Spain. Journal of Industrial and Business Economics, 46, 415–30. DOI: https://doi.org/10.1007/s40812-019-00122-0
Burger, A.S. (2020). Extreme Work Hours in Western Europe and North America: Diverging Trends since the 1970s. Socio-Economic Review, 18, pp. 1065–87. DOI: https://doi.org/10.1093/ser/mwy020
Calderón-Gómez, D., Casas-Mas, B., Urraco-Solanilla, M., & Revilla, C.J. (2020). The
labour digital divide: digital dimensions of labour market segmentation. Work Organisation, Labour and Globalisation, 14(2), pp 7-30.
Charles, L., Xia, S., & Coutt, A.P. (2022). Digitalisation and Employment: A Review. International Labour Organization.
Christiaensen, L., Rutledge, Z., & Taylor, J.E. (2021). Viewpoint: The future of work in agri-food. Food Policy 99, 101963. DOI: https://doi.org/10.1016/j.foodpol.2020.101963
Czaja, I., & Urbaniec, M. (2019). Digital exclusion in the labour market in European countries: causes and consequences. European Journal of Sustainable Development, 8(5), 324-324. DOI: https://doi.org/10.14207/ejsd.2019.v8n5p324
Donati, D. (2023). Mobile Internet access and political outcomes: Evidence from South Africa. Journal of Development Economics,162, 103073, https://doi.org/10.1016/j.jdeveco.2023.103073. DOI: https://doi.org/10.1016/j.jdeveco.2023.103073
Dubois, M.J.F., Fourati-Jamoussi, F., Dantan, J., Rizzo, D., Jaber, M., & Sauvée, L. (2019). ‘The Agricultural Innovation Under Digitalization.‘ In Mezghani, K & Aloulou, W. Business Transformations in the Era of Digitalization. IGI Global DOI: https://doi.org/10.4018/978-1-5225-7262-6.ch015
Fossen F.M., & Sorgner A. (2021). Digitalisation of work and entry into entrepreneurship. Journal of Business Research, 125(C), pp 548-563. DOI: https://doi.org/10.1016/j.jbusres.2019.09.019
Frey, C.B., & Osborne, M.A. (2017). The future of employment: How susceptible are jobs to computerisation? Technological forecasting and social change, 114, 254-280. DOI: https://doi.org/10.1016/j.techfore.2016.08.019
Gattamelata, D., Vita, L., & Fargnoli, M. (2021). Machinery Safety and Ergonomics: A Case Study Research to Augment Agricultural Tracklaying Tractors’ Safety and Usability. International Journal of Environmental Research and Public Health, 18(16), 812-825. DOI: https://doi.org/10.3390/ijerph18168643
Green, M., Mann, D.D., & Hossain, E. (2021). Measurement of Latency During Real-Time Wireless Video Transmission for Remote Supervision of Autonomous Agricultural Machines. Computers and Electronics in Agriculture, 190, 106475. https://doi.org/10.1016/j.compag.2021.106475. DOI: https://doi.org/10.1016/j.compag.2021.106475
Gregory, T., Salomons, A., & Zierahn, U. (2018). Racing With or Against the Machine? Evidence from Europe. Munich Society for the Promotion of Economic Research. DOI: https://doi.org/10.2139/ssrn.3275421
Guidi, A. (2021). Are Labour Markets Ready for the Digital Transformation?
https://www.ispionline.it/en/pubblicazione/are-labour-markets-ready-digital-transformation-30319. (Accessed 14/03/2024).
Hadjielias, E., Christofi, M., Christou, P., & Drotarova M.H. (2022). Digitalisation, Agility, and Customer Value in Tourism. Technological Forecasting and Social Change,175, 121334, pp 1-15. DOI: https://doi.org/10.1016/j.techfore.2021.121334
Haruna, O.I., Asogwa, V.C., & Ezhim, I.A. (2019). Challenges and enhancement of youth participation in agricultural education for sustainable food security. African Educational Research Journal, 7(4), 174-182. DOI: https://doi.org/10.30918/AERJ.74.19.028
HuseynlI, B., & Huseynl, N. (2022). Digitalisation and transformation in labour market.
TURAN-CSR International Scientific, Peer-Reviewed & Refereed Journal, 14(Special issue), 2010-2017.
International Food Policy Research Institute (IFPRI). (2020). 2020 Global Food Policy Report: Building Inclusive Food Systems. Washington, DC: International Food Policy Research Institute (IFPRI). DOI: https://doi.org/10.2499/9780896293670
International Labour Organisation. (2022). The future of work in the tourism sector: Sustainable and safe recovery and decent work in the context of the COVID-19 pandemic. Report for Technical Meeting on COVID-19 and Sustainable Recovery in the Tourism Sector. International Labour Organisation.
János, H., & Bernhard, S. (2019). Digitalisation in agriculture – from the perspective of a global agricultural machinery producer. Hungarian Agricultural Engineering, 36, 63-68. DOI: https://doi.org/10.17676/HAE.2019.36.63
John, A.J., Clark, C.E.F., Freeman, M.J., Kerrisk, K.L., Garcia S.C., & Halachmi I. (2016). Review: Milking robot utilisation, a successful precision livestock farming evolution. Animal, 10(9), 1484-1492. DOI: https://doi.org/10.1017/S1751731116000495
Johnston, H., & Land-Kazlauskas, C. (2019). Organizing On-demand: Representation, Voice, and Collective Bargaining in the Gig Economy, ILO Conditions of Work and Employment Series No.94. wcms_624286.pdf (ilo.org).
Kindzule-Millere, I., & Zeverte-Rivza, S. (2022). Digital transformation in tourism: Opportunities and challenges. Proceedings of the 2022 International Conference “Economic science for rural development” No 56 Jelgava, LLU ESAF, 11-13 May 2022, pp. 476-486 DOI:10.22616/ESRD.2022.56.047. DOI: https://doi.org/10.22616/ESRD.2022.56.047
Klengel, E., & Wenckebach, J. (2021). Artificial Intelligence, Work, Power Imbalance, and Democracy: Why Co-Determination Is Essential. Italian Labour Law e-Journal, 14(2) https://doi.org/10.6092/issn.1561-8048/14099.
Klerkx, L., Jakku, E., & Labarthe, P. (2019). A review of social science on digital agriculture, smart farming and agriculture 4.0: New contributions and a future research agenda. NJAS Wagening. J. Life Sci, 90–91, 100315. DOI: https://doi.org/10.1016/j.njas.2019.100315
Kouzis, G., & Kapsalis, A. (2020). Labour Relations in the context of the Third Memorandum; the disputed areas of negotiations with the creditors. Report No. 50, Greece: INE-GSEE Labour Institute.
Lagnelöv, O., Larsson, G., Larsolle, A., & Hansson, P. (2021). Life Cycle Assessment of Autonomous Electric Field Tractors in Swedish Agriculture. Sustainability, 13(20), 327- 336. DOI: https://doi.org/10.3390/su132011285
Li, J., Yin, J., & Deng, L. (2021). A Robot Vision Navigation Method Using Deep Learning in Edge Computing Environment. Eurasia Journal on Advances in Signal Processing, 2(1), 61-69. DOI: https://doi.org/10.1186/s13634-021-00734-6
Lopez, MA., Papadopolous, O., & Jamalian, M. 2019. How Has the UK Hotels Sector Been Affected by the Fissuring of the Worker–Employer Relationship in the Last 10 Years? London: Report for the Department for Business, Energy and Industrial Strategy.
Lv, Z. (2020). Construction of soil environment information management platform based on ArcGIS. IOP Conf. Ser. Earth Env. Sci, 546, 032039. DOI: https://doi.org/10.1088/1755-1315/546/3/032039
Mayani, D., & Golakiva, B. (2020). Review and Development of Sustainable Agricultural Practices: Research Papers on Helping Farmers through Development of Farming Practices using Agricultural Engineering and Biochemistry Paperback. Lap Lambert Academic Publishing 20, 180.
Mezghani, K., & Aloulou, W. (2019). Business Transformations in the Era of Digitalization. IGI Global. DOI: https://doi.org/10.4018/978-1-5225-7262-6
Microsoft. (2021). The Next Great Disruption Is Hybrid Work – Are We Ready? https://www.microsoft.com/en-us/worklab/work-trend-index/hybrid-work.
Mhlanga, D., & Ndhlovu, E. (2023). Digital Technology Adoption in the Agriculture Sector: Challenges and Complexities in Africa. Human Behavior and Emerging Technologies Volume, 6951879, 1-10. DOI: https://doi.org/10.1155/2023/6951879
Mkandawire, T. (2001). Social Policy and Development Programme Paper Number 7, United Nations Research Institute for Social Development, Geneva, Switzerland.
Moore, G.E. (1975). Progress in Digital Electronics. Technical Digest of the Int’l Electron Devices Meeting, IEEE Press.
Moore, PV., Upchurch, M., & Whittaker, X. (2018). Humans and Machines at Work: Monitoring, Surveillance and Automation in Contemporary Capitalism. DOI: https://doi.org/10.1007/978-3-319-58232-0
In: Moore, PV., Upchurch, M and Whittaker, X. (Eds.). Humans and Machines at Work: Monitoring, Surveillance and Automation in Contemporary Capitalism. ed. Phoebe V. Moore, Martin Upchurch, and Xanthe Whittaker. Dynamics of Virtual Work (2018), pp 1–16. DOI: https://doi.org/10.1007/978-3-319-58232-0_1
Moyo, S. (2016). Family farming in sub-Saharan Africa: Its contribution to agriculture, food security and rural development. Food and Agriculture Organization of the United Nations and the United Nations Development Programme. Working paper number 150.
Mukhamedova, K.R., Cherepkova, N.P., Korotkov, A.V., Dagasheva, Z.B., & Tvaronavi?ciene, M. (2022). Digitalisation of Agricultural Production for Precision Farming: A Case Study. Sustainability, 14, 14802. https://doi.org/10.3390/su142214802. DOI: https://doi.org/10.3390/su142214802
Ndhlovu, E. (2021). Land, agrarian change discourse and practice in Zimbabwe: Examining the contribution of Sam Moyo. (PhD thesis). University of South Africa: Pretoria.
Ndhlovu, E. (2022). Changing Agrarian Discourses and Practices and the Prospects for Food Sovereignty in Zimbabwe. (pp.34-53). In Mkodzongi, G. The future of Zimbabwe’s agrarian sector: Land Issues in a Time of Political Transition. Routledge. DOI: https://doi.org/10.4324/9781003158196-3
Ndhlovu, E., & Dube, K. (2023). Challenges of Radical Technological Transition in the Restaurant Industry within Developing Countries. African Journal of Hospitality, Tourism and Leisure, 12(1), 156-170. DOI: https://doi.org/10.1007/978-3-031-63069-9_1
Ndhlovu, E., Kifworo, C., & Makuyana, T. (2024). Implications of Digital Technologies for the Global Hospitality and Tourism Labour Market. In Ndhlovu, E., Dube, K., & Makuyana, T. Tourism and Hospitality for Sustainable Development - Volume Three: Implications for Customers and Employees of Tourism Businesses. Springer International. DOI: https://doi.org/10.1007/978-3-031-63077-4
Ndhlovu, E., & Mhlanga, D. (2023). Reinventing qualitative data collection boundaries in pandemic dispensations like the COVID-19. Prizen Social Science Journal, 7(2), 96-103. DOI: https://doi.org/10.32936/pssj.v7i2.421
Ofman, E., & Sagandykov, M. (2022). Digital technologies and labour relations: legal regulation in Russia and China. BRICS Law Journal, 10 (1), 127-146. DOI: https://doi.org/10.21684/2412-2343-2023-10-1-126-146
Parwada, C., Chipomho, J., & Mapope, N. (2022). Role of agroforestry on farmland productivity in semi-arid farming regions of Zimbabwe. Research on World Agricultural Economy, 3(2), 1-9. https://doi.org/10.36956/rwae.v3i2.515. DOI: https://doi.org/10.36956/rwae.v3i2.515
Parwada, C., & Marufu, H. (2023). Digitalisation of agriculture in Zimbabwe: Challenges and opportunities. International Journal of Sustainable Agricultural Research, 10(1), 32-41. DOI: https://doi.org/10.18488/ijsar.v10i1.3280
Prause, L. (2021). Digital Agriculture and Labor: A Few Challenges for Social Sustainability. Sustainability, 13, 5980. https://doi.org/10.3390/su13115980. DOI: https://doi.org/10.3390/su13115980
Rotz, S., Gravely, E., Mosby, I., Duncan, E., Finnis, E et al., (2019). Automated pastures and the digital divide: How agricultural technologies are shaping labour and rural communities. Journal of Rural Studies, 68, 112-122. DOI: https://doi.org/10.1016/j.jrurstud.2019.01.023
Sandri, S., Alshyab, N., & Sha'ban, M. (2022). The effect of digitalisation on unemployment reduction. New Medit, 4, pp 29-39. DOI: https://doi.org/10.30682/nm2204c
Shannon, C.E. (1948). A Mathematical Theory of Communication. Bell System Technical Journal, 27(3), 379-423. DOI: https://doi.org/10.1002/j.1538-7305.1948.tb01338.x
Shepherd, M., Turner, J.A., Small, B., & Wheeler, D. (2018). Priorities for science to overcome hurdles thwarting the full promise of the ‘digital agriculture’ revolution. Journal of the Science of Food and Agriculture, 100(14), 5083-5092. DOI: https://doi.org/10.1002/jsfa.9346
Voss, E., & Bertossa, D. (2022). Collective Bargaining and Digitalisation: A Global Survey of Union Use of Collective Bargaining to Increase Worker Control over Digitalization. New England Journal of Public Policy, 34(1), 1-35.
World Bank. (2020a). Off-Grid Solar Market Trends Report 2020. World Bank Group: Washington DC.
World Bank. (2020). Agriculture, jobs, and value chains in Africa. Jobs Notes Issue No. 9
World Economic Forum. (2023). The Future of Jobs Report 2023. World Economic Forum.
Xia, T., & Pei, J. 2021. The Impact of Digital Economy on Employment——Thinking Based on the Epidemic Situation in 2020. E3S Web of Conferences, 235, 03034. https://doi.org/10.1051/e3sconf/202123503034. DOI: https://doi.org/10.1051/e3sconf/202123503034
You, P. (2021). Online Digital Labour Platforms in China: Working Conditions, Policy Issues and Prospects. ILO Working Paper 24.
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