References
- Akinsola, O.S. (2014). ICT adoption for bridging South African black farmers ' knowledge gap'. Int. J. Agric. Sci. Technol., 2(1), pp. 39–47.
http://dx.doi.org/10.14355/ijast.2014.0301.06 - Alant, B.P., Bakare, O.O. (2021). ‘A case study of the relationship between smallholder farmers' ICT literacy levels and demographic data w.r.t. their use and adoption of ICT for weather forecasting’. Heliyon, 7(3).
https://doi.org/10.1016/j.heliyon.2021.e06403 - Ashwini, P., Janaiah, A., Sunandini, G.P., Radhika, P., Meena, A. (2022). Farmers' awareness and its determinants of digital technologies in agriculture – Evidence from rural Telangana. J. Res. PJTSAU, 50(3), 130–134.
https://epubs.icar.org.in/index.php/TJRP/article/view/136000 - Biljon, J. Van, Kotzé, P. (2008). Cultural factors in a mobile phone adoption and usage model. J. Univ. Comp. Sci., 14(16), 2650–2679. Retrieved from:
https://epubs.icar.org.in/index.php/TJRP/article/view/136000 - Borodina, O., Rykovska, O., Mykhailenko, O., Fraier, O. (2021). Digital transformations in agri-food systems: Innovation drivers and new threats to sustainable rural development. SHS Web of Conferences, 100, 03002.
https://doi.org/10.1051/shsconf/202110003002 - Bronson, K., Knezevic, I. (2019). The digital divide and how it matters for Canadian food system equity. Canad. J. Commun., 44(2), 63–68.
https://doi.org/10.22230/cjc.2019v44n2a3489 - Byamukama, W., Kalibwami, M.R., Mbabazi, B.P. (2022). Information system (Is) models: Technology as a service for agricultural information dissemination in developing countries (Uganda ). A systematic literature review. Int. J. Sci. Manag. Res., 5(4), pp. 42–54.
https://doi.org/10.37502/IJSMR.2022.5404 - Caine, A., Clarke, C., Clarkson, G., Dorward, P. (2018). Mobile phone applications for weather and climate information for smallholder farmer decision making, Digital technologies for agricultural and rural development in the global south, pp. 1–13.
https://doi.org/10.1079/9781786393364.0001 - Carrer, M.J., Souza Filho, H.M., Vinholis, M.M.B., Mozambani, C.I. (2022). Precision agriculture adoption and technical efficiency: An analysis of sugarcane farms in Brazil. Technol. Forecast. Soc. Change, 177, 121510.
https://doi.org/10.1016/j.techfore.2022.121510 - Dayioğlu, M.A., Türker, U. (2021). Digital transformation for sustainable future-agriculture 4.0: A review. Tarim Bilim. Derg., 27(4), 373–399.
https://doi.org/10.15832/ankutbd.986431 - Dietz, K., Drechsel, F. (2021). Digital agriculture. Int. J. Trend Res. Dev., 8(5), 568–580.
https://doi.org/10.1007/978-3-030-89123-7_13-1 - Dlamini, P., Ocholla, D.N. (2018). Information and communication technology tools for managing indigenous knowledge in KwaZulu-Natal Province, South Africa. Afr. J. Lib. Arch. Inf. Sci., 28(2), 137–153. Retrieved from:
https://www.researchgate.net/profile/Dennis-Ocholla/publication/329359896_Information_and_Communication_Technology_Tools_for_Managing_Indigenous_Knowledge_in_KwaZulu-Natal_Province_South_Africa/links/5c0421e092851c63cab5cb99/Information-and-Communication-Technology-Tools-for-Managing-Indigenous-Knowledge-in-KwaZulu-Natal-Province-South-Africa.pdf - Drewry, J.L., Shutske, J.M., Trechter, D., Luck, B.D., Pitman, L. (2019). Assessment of digital technology adoption and access barriers among crop, dairy and livestock producers in Wisconsin. Comp. Elect. Agric., 165(104960).
https://doi.org/10.1016/j.compag.2019.104960 - Du, X., Tejeda, H., Yang, Z., Lu, L. (2022). A general-equilibrium model of labor-saving technology adoption : Theory and evidences from robotic milking systems in Idaho. Sustainability, 14(7683).
https://doi.org/10.3390/su14137683 - ECSECC (2017a). Ingquza Hill Local Municipality socio economic review and outlook, 2017. East London, South Africa. Retrieved from:
https://www.ecsecc.org/documentrepository/informationcentre/ngquza-hill-local-municipality_35291.pdf - ECSECC (2017b). Port St Johns municipality socio-economic review and outlook. East London, South Africa. Retrieved from:
https://www.ecsecc.org/documentrepository/informationcentre/port-st-jonhs-local-municipality_82667.pdf - Elsafty, A., Atallah, A. (2022). Factors influencing precision agriculture tools or technologies adoption in Egypt. Bus. Manag. Stud., 8(2), p. 1. Retrieved from:
https://doi.org/10.11114/bms.v8i2.5598 - Florey, C., Jon, H., Jean, B. (2020). Digital agriculture and pathways out of poverty: The need for appropriate design, targeting, and scaling. Enterp. Dev. Microfin., 31(2), 126–140.
http://dx.doi.org/10.3362/1755-1986.20-00007%3E - Gabriel, A. (2023). Farmers ' attitudes towards data security in agriculture when using digital technologies: Farmers' attitudes towards data protection guidelines. Bonn, Germany. Retrieved from:
https://dl.gi.de/bitstream/handle/20.500.12116/40278/GIL_2023_Gabriel_65-76.pdf?sequence=1&isAllowed=y - Gabriel, A., Gandorfer, M. (2023). Adoption of digital technologies in agriculture — an inventory in a european small-scale farming region. Prec. Agric., 24(1), 68–91.
https://doi.org/10.1007/s11119-022-09931-1 - Gamukama, E.A. (2015). Analytical modelling of Internet provision and usage in context of development through a utility based framework. No. 15-018. Stockholm, Sweden.
- Gangwar, D.S., Tyagi, S., Soni, S.K. (2022). A techno-economic analysis of digital agriculture services: an ecological approach toward green growth. Int. J. Env. Sci. Technol., 19(5), 3859–3870.
https://doi.org/10.1007/s13762-021-03300-7 - Gardezi, M., Bronson, K. (2020). Examining the social and biophysical determinants of U.S. Midwestern corn farmers' adoption of precision agriculture. Prec. Agric., 21(3), 549–568.
https://doi.org/10.1007/s11119-019-09681-7 - Giua, C., Materia, V.C., Camanzi, L. (2022a). Smart farming technologies adoption: Which factors play a role in the digital transition? Technol. Soc., 68, 101869.
https://doi.org/10.1016/j.techsoc.2022.101869 - Greene, W.H. (2018). Econometric analysis. Contributions to management science.
https://doi.org/10.1007/3-7908-1599-3_5 - Groher, T., Heitkämper, K., Umstätter, C. (2020). Digital technology adoption in livestock production with a special focus on ruminant farming. Animal, 14(11), 2404–2413.
https://doi.org/10.1017/S1751731120001391 - Huang, J., Su, L., Liu, X. (2023). Facilitating inclusive use of ICTs in rural China, in: J.P. Estudillo, Y. Kijima, T. Sonobe (eds.), Agricultural development in Asia and Africa: Essays in honor of Keijiro Otsuka (pp. 197–212). Singapore: Springer.
- Jemine, G., Guillaume, K. (2021). Lifting the veil on HRIS adoption: The role of vendors and consultants in the diffusion of HR innovations. Information Technology and People [Preprint].
https://doi.org/10.1108/ITP-02-2021-0114 - Jere, N., Maharaj, M.S. (2016). Evaluating the influence of information and communications technology on food security. South Afr. J. Inform. Manag., 19(1), 1–7.
https://doi.org/10.4102/sajim.v19i1.745 - Kaur, A., Walia, G.S., Singh, R. (2022). Leveraging social media platforms for valuing agri-entrepreneurship in Punjab, India. Indian J. Exten. Edu, 58(3), 70–73.
https://doi.org/10.48165/ijee.2022.58315 - Kernecker, M., Knierim, A., Wurbs, A., Kraus, T., Borges, F. (2020). Experience versus expectation: farmers' perceptions of smart farming technologies for cropping systems across Europe. Prec. Agric., 21(1), 34–50.
https://doi.org/10.1007/s11119-019-09651-z - Khan, N., Ray, R.L., Kassem, H.S., Zhang, S. (2022). Mobile Internet Technology Adoption for Sustainable Agriculture: Evidence from Wheat Farmers. Appl. Sci. (Switz.), 12(10).
https://doi.org/10.3390/app12104902 - Kiarie, H. (2020). Determinants of digital technologies adoption among small scale farmers in Kenya-a case of Embu and Kirinyaga Counties. Strathmore University. Retrieved from:
http://hdl.handle.net/11071/10422 Follow this and additional works at:http://hdl.handle.net/11071/10422 - Kos, D., Kloppenburg, S. (2019). Digital technologies, hyper-transparency and smallholder farmer inclusion in global value chains. Curr. Opin. Env. Sust., 41, 56–63.
https://doi.org/10.1016/j.cosust.2019.10.011 - Kuivanen, K.S., Kuivanen, K.S., Alvarez, S., Michalscheck, M., Adjei-Nsiah, S., Descheemaeker, K., Mellon-Bedi, S., Groot, J.C.J. (2016). Characterising the diversity of smallholder farming systems and their constraints and opportunities for innovation: A case study from the Northern Region, Ghana. NJAS – Wagen. J. Life Sci., 78, 153–166.
https://doi.org/10.1016/j.njas.2016.04.003 - Liu, Y., Liu, C., Zhou, M. (2021). Does digital inclusive finance promote agricultural production for rural households in China? Research based on the Chinese family database (CFD). China Agric. Econ. Rev., 13(2), 475–494.
https://doi.org/10.1108/CAER-06-2020-0141 - Mabaya, E., Porciello, J. (2022). Can digital solutions transform agri-food systems in Africa? Agrekon, 61(1), 67–79.
https://doi.org/10.1080/03031853.2022.2032223 - Mabe, L.K., Oladele, I. (2012). Use of Information Communication Technologies tools among Extension officers in the North-West Province, South Africa. Life Sci. J., 9(4), 3275–3279. Retrieved from:
https://www.researchgate.net/publication/290542152_Use_of_information_communication_technologies_tools_among_extension_officers_in_the_North-_West_Province_South_Africa - Makaula, Z. (2021). Information and communication technologies (ICT) towards agricultural development in rural areas: case of smallholder farmers in Umzimvubu local municipality of the Eastern Cape Province in South Africa. South Afr. J. Agric. Exten., 49(1), 81–90.
https://doi.org/10.17159/2413-3221/2021/v49n1a10779 - Makinde, A., Islam, M.M., Wood, K.M., Conlin, E., Williams, M., Scott, S.D. (2022). Investigating perceptions, adoption, and use of digital technologies in the Canadian beef industry. Comp. Elect. Agric., 198, 107095.
https://doi.org/10.1016/j.compag.2022.107095 - Maumbe, B. (2010). Mobile agriculture in South Africa: Implementation framework, value-added services and policy implication. Int. J. ICT Res. Dev. Afr., 1(2), 35–59. Available at:
https://doi.org/10.4018/jictrda.2010040103 - Mdoda, L., Mdiya, L. (2022). Factors affecting the using information and communication technologies (ICTs) by livestock farmers in the Eastern Cape Province. Cogent Soc. Sci., 8(1).
https://doi.org/10.1080/23311886.2022.2026017 - Michels, M., Fecke, W., Feil, J.H., Musshoff, O., Pigisch, J., Krone, S. (2020). Smartphone adoption and use in agriculture: empirical evidence from Germany. Prec. Agric., 21(2), 403–425.
https://doi.org/10.1007/s11119-019-09675-5 - Michels, M., von Hobe, C.F., Musshoff, O. (2020). A trans-theoretical model for the adoption of drones by large-scale German farmers. J. Rural Stud., 75, 80–88.
https://doi.org/10.1016/j.jrurstud.2020.01.005 - Michels, M., Mußhoff, O. (2022). Understanding the adoption timing of smart phones oin agriculture. In: H. Grethe (ed.), Schriften der Gesellschaft für Wirtschafts- und Sozialwissenschaften des Landbaues. Münster: Landwirtschaftsverlag GmbH, pp. 3–11.
- Migiro, S.O., Kwake, A. (2007). Information needs and communication technology adoption in Africa: a comparative study of rural women in Kenya and South Africa. J. Soc. Dev. Afr., 22(1), 109–141. Retrieved from:
https://www.researchgate.net/publication/290125153_Information_needs_and_communication_technology_adoption_in_Africa_A_comparative_study_of_rural_women_in_Kenya_and_South_Africa - Miller, M., Mariola, M.J. (2009). The discontinuance of environmental technologies in the humid yropics of Costa Rica: Results from a qualitative survey. J. Int. Agric. Exten. Edu., 16(1), 31–42.
http://dx.doi.org/10.5191/jiaee.2009.16103 - Monteleone, S., Moraes, E.A.S., Tondato de Faria, B., Aquino Junior, P.T., Maia, R.F., Neto, A.T., Toscano, A. (2020). Exploring the adoption of precision agriculture for irrigation in the context of agriculture 4.0: The key role of internet of things. Sensors (Switz.), 20(24), 1–32.
https://doi.org/10.3390/s20247091 - Municipalities of South Africa (2023). OR Tambo District Municipality. Retrieved Nov 5th 2022 from:
https://municipalities.co.za/map/106/or-tambo-district-municipality - Munyua, H., Adera, E., Jensen, M. (2009). Emerging ICTs and Their Potential in Revitalizing Small-Scale Agriculture in Africa. Agric. Inf. World., 2(1), 3–9. Retrieved from:
https://eds.p.ebscohost.com/eds/detail/detail?vid=0&sid=24fb7e97-7514-40a4-b78d-c673910441c7%40redis&bdata=Jmxhbmc9cGwmc2l0ZT1lZHMtbGl2ZQ%3d%3d#AN=43248412&db=lxh - Musyoki, M.E., Busienei, J.R., Gathiaka, J.K., Karuku, G.N. (2022). Linking farmers' risk attitudes, livelihood diversification and adoption of climate smart agriculture technologies in the Nyando basin, South-Western Kenya. Heliyon, 8(4), e09305.
https://doi.org/10.1016/j.heliyon.2022.e09305 - Nonvide, G.M.A. (2023). Impact of information and communication technologies on agricultural households ' welfare in Benin. Telecomm. Pol., 47(6), 102570.
https://doi.org/10.1016/j.telpol.2023.102570 - Ochoa, R.G., Lach, S., Masaki, T., Rodríguez-Castelán, C. (2021). Mobile internet adoption in West Africa. Discussion Paper No. 14151. Bonn, Germany.
https://doi.org/10.1016/j.techsoc.2021.101845 - Oladipo, O.D., Wynand, G. (2019). Agricultural production in South Africa: information and communication technology (ICT) spillover. Int. J. eBus. eGov. Stud., 11(q), 166–190.
https://doi.org/10.34111/ijebeg.20191126 - Omulo, G., Kumeh, E.M. (2020). Technological Forecasting & Social Change Farmer-to-farmer digital network as a strategy to strengthen agricultural performance in Kenya : A research note on “ Wefarm ” platform. Technol. Forecast. Soc. Change, 158(May), 120120.
https://doi.org/10.1016/j.techfore.2020.120120 - Otiso, K.M., Moseley, W.G. (2009). Examining Claims for Information and Communication Technology-Led Development in Africa. Afr. Geogr. Rev., 28(1), 99–116.
https://doi.org/10.1080/19376812.2009.9756219 - Raimi, L., Mirela, P., Ramotu, S. (2021). Leveraging precision agriculture for sustainable food security in Sub-Saharan Africa: A theoretical discourse. In: V. Erokhin, T. Gao, J.V. Andrei (eds.), Shifting Patterns of Agricultural Trade: The Protectionism Outbreak and Food Security (pp. 491–509). Singapore: Springer Singapore.
- Reisdorf, B.C. (2011). Non-adoption of the internet in Great Britain and Sweden: A cross-national comparison. Inf. Comm. Soc., 14(3), 400–420.
https://doi.org/10.1080/1369118X.2010.543141 - Rogers, E.M. (1983). Diffusion of innovation (3rd ed.). New York: The Free Press.
- Rogers, E.M. (1995). Diffusion of innovations (4th ed.) New York: The Free Press.
- Rogers, E.M. (2003). Diffusion of innovations theory (5th ed.). New York: Free Press.
https://doi.org/10.1111/j.1467-9523.1970.tb00071.x - Secundo, G., Schena, R., Russo, A., Schiavone, F., Shams, R. (2022). The impact of digital technologies on the achievement of the Sustainable Development Goals: evidence from the agri-food sector. Tot. Qual. Manag. Bus. Excell., 1–17.
https://doi.org/10.1080/14783363.2022.2065981 - Shang, L., Heckelei, T., Gerullis, M.K., Börner, J., Rasch, S. (2021). Adoption and diffusion of digital farming technologies – integrating farm-level evidence and system interaction. Agric. Syst., 190.
https://doi.org/10.1016/j.agsy.2021.103074 - Singh, R., Singh, R., Gehlot, A., Akram, S.V., Priyadarshi, N., Twala, B. (2022). Horticulture 4.0: Adoption of Industry 4.0 Technologies in Horticulture for Meeting Sustainable Farming. Appl. Sci. (Switz.), 12(12557).
https://doi.org/10.3390/app122412557 - Sood, A., Bhardwaj, A.K., Sharma, R.K. (2022). Towards sustainable agriculture: key determinants of adopting artificial intelligence in agriculture. J. Dec. Syst., 00(00), pp. 1–45.
https://doi.org/10.1080/12460125.2022.2154419 - Sudan, F.K. (2020). Addressing market inefficiencies through agricultural market information systems and digital technologies in Punjab. Int. J. Appl. Bus. Manag. Sci., 1(2), 211–227. Retrieved from:
https://arfjournals.com/image/catalog/Falendra/5-Falendra%20Sudan-IJABMS.pdf - Tagarakis, A.C., Evert, F.K. van, Kempenaar, C., Ljubicic, N., Milic, D., Crnojevic-Bengin, V., Crnojevic, V. (2018). Opportunities for precision agriculture in Serbia. In: 14th International Conference on Precision Agriculture. Montreal, Quebec, Canada, June 24 – June 27 (pp. 1–12). Retrieved from:
https://library.wur.nl/WebQuery/wurpubs/539550 - Vimalkumar, M., Singh, J.B., Sharma, S.K. (2021). Exploring the multi-level digital divide in mobile phone adoption: A comparison of developing nations. Inf. Syst. Front., 23(4), 1057–1076.
https://doi.org/10.1007/s10796-020-10032-5 - Wooldridge, J.M. (2016). Introductory econometrics (6th ed.). Cengage Learning. Retrieved from:
www.cengage.com/highered