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Using machine learning to explore the effect of technology information on drivers of farmer uptake of biofortified crops: The case of orange-fleshed sweetpotato in Kenya

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  • Mutiso, Janet Mwende
  • Okello, Julius
  • Muoki, Penina
  • Lagerkvist, Carl Johan

Abstract

Knowledge, attitudes together with norms, and agency are well-known determinants of technology adoption behaviour. However, it remains unclear how these psychosocial factors, influence the intention and actual uptake of biofortified crops in presence of information about agronomic practices and the biofortification process. This study, therefore, uses an information field experiment with 320 commercially oriented farmers conducted in Western Kenya in 2017. To elicit farmers' psychosocial factors and intentions measures are conceptualized in line with the theory of planned behaviour. A follow-up study with a proportionate to size sample of 113 farmers is conducted in 2018 to assess the actual adoption of orange-fleshed sweetpotato. Random Forest and classification regression trees modelling approaches are used to assess how differently psychosocial factors are conditioned upon the type of information provided. Results show that subjective norms, agency, and past behaviour play a role in the intention to plant OFSP, but at varying levels of importance depending on whether they received agronomic information or information about the biofortification process. Further controlling for information type unintentional procrastination, subjective norms towards the purchase of sweetpotato, and intention to plant OFSP are significantly associated with the adoption of OFSP. This paper will discuss the implication of these results for agriculture nutrition interventions.

Suggested Citation

  • Mutiso, Janet Mwende & Okello, Julius & Muoki, Penina & Lagerkvist, Carl Johan, 2023. "Using machine learning to explore the effect of technology information on drivers of farmer uptake of biofortified crops: The case of orange-fleshed sweetpotato in Kenya," 2023 Seventh AAAE/60th AEASA Conference, September 18-21, 2023, Durban, South Africa 365852, African Association of Agricultural Economists (AAAE).
    • Handle: RePEc:ags:aaae23:365852
    DOI: 10.22004/ag.econ.365852
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    References listed on IDEAS

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    1. Hudson, Heather E. & Leclair, Mark & Pelletier, Bernard & Sullivan, Bartholomew, 2017. "Using radio and interactive ICTs to improve food security among smallholder farmers in Sub-Saharan Africa," Telecommunications Policy, Elsevier, vol. 41(7), pages 670-684.
    2. Mica Jenkins & Carmen Byker Shanks & Roland Brouwer & Bailey Houghtaling, 2018. "Correction to: Factors affecting farmers’ willingness and ability to adopt and retain vitamin A-rich varieties of orange-fleshed sweet potato in Mozambique," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(6), pages 1521-1523, December.
    3. Low, Jan W. & Thiele, Graham, 2020. "Understanding innovation: The development and scaling of orange-fleshed sweetpotato in major African food systems," Agricultural Systems, Elsevier, vol. 179(C).
    4. Ahmed Mushfiq Mobarak & Neela A. Saldanha, 2022. "Remove barriers to technology adoption for people in poverty," Nature Human Behaviour, Nature, vol. 6(4), pages 480-482, April.
    5. Kelvin Mashisia Shikuku & Julius Juma Okello & Kirimi Sindi & Jan W. Low & Margaret Mcewan, 2019. "Effect of Farmers’ Multidimensional Beliefs on Adoption of Biofortified Crops: Evidence from Sweetpotato Farmers in Tanzania," Journal of Development Studies, Taylor & Francis Journals, vol. 55(2), pages 227-242, February.
    6. Mica Jenkins & Carmen Byker Shanks & Roland Brouwer & Bailey Houghtaling, 2018. "Factors affecting farmers’ willingness and ability to adopt and retain vitamin A-rich varieties of orange-fleshed sweet potato in Mozambique," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 10(6), pages 1501-1519, December.
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