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Drivers of Postharvest Loss among Citrus Farmers in Eastern Cape Province of South Africa: A Zero-Inflated Poisson (ZIP) Regression Model Analysis

Author

Listed:
  • Siphiw’okuhle Nohamba

    (Department of Agricultural Economics, University of the Free State, P.O. Box 339, Bloemfontein 9300, South Africa)

  • Joseph P. Musara

    (Department of Agricultural Economics, University of the Free State, P.O. Box 339, Bloemfontein 9300, South Africa)

  • Yonas T. Bahta

    (Department of Agricultural Economics, University of the Free State, P.O. Box 339, Bloemfontein 9300, South Africa)

  • Abiodun A. Ogundeji

    (Disaster Management Training and Education Centre for Africa (DiMTEC), P.O. Box 339, Bloemfontein 9300, South Africa)

Abstract

Reducing postharvest losses (PHLs) in the South African citrus industry is fundamental in ensuring food, income, and nutrition security. However, there is limited knowledge on the extent of postharvest losses, their diversity, and the associated inhibiting factors. These factors compromise postharvest loss management strategies and how they can be scaled up across production zones in South Africa. The study adopted a pragmatic philosophy to assess the magnitude and diversity of PHLs for citrus crops and assess the determining factors. A standardized questionnaire was administered to 137 citrus producers from the Eastern Cape Province’s three production zones. Multistage sampling which combined purposive and stratified proportionate sampling was utilized to select the province, production zones, and farmers. The study employed the embedded research approach with a zero-inflated Poisson (ZIP) model. The countfit and Vuong tests were used in Stata 15 to ascertain and correct for overdispersion and inflated zeros while isolating the model which best fitted the data. The ZIP regression model indicated that social (e.g., marital status, education, age), economic (e.g., yield), institutional (e.g., markets, extension, credit), and cross-cutting (e.g., pruning, cultivar) factors determined the magnitude of PHL exposure. Targeted and tailored capacity building on good agricultural practices in citrus production might help to reduce postharvest losses through the extension pillar. The production of Nova and Navel citrus cultivars may be promoted when these cultivars are easily accessible and available to farmers while researching other traits to reduce PHL incidences. Investment programs to support the use of water-efficient drip irrigation systems need to be initiated to reduce the chances of incurring considerable postharvest losses. Likewise, pest and disease control in citrus production should be intensified and targeted. Subsidized support for the maintenance of citrus plantations should be provided by the government and other stakeholders, such as citrus production associations.

Suggested Citation

  • Siphiw’okuhle Nohamba & Joseph P. Musara & Yonas T. Bahta & Abiodun A. Ogundeji, 2022. "Drivers of Postharvest Loss among Citrus Farmers in Eastern Cape Province of South Africa: A Zero-Inflated Poisson (ZIP) Regression Model Analysis," Agriculture, MDPI, vol. 12(10), pages 1-19, October.
  • Handle: RePEc:gam:jagris:v:12:y:2022:i:10:p:1651-:d:937216
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    References listed on IDEAS

    as
    1. Christiaensen,Luc & Kaminski,Jonathan & Christiaensen,Luc & Kaminski,Jonathan, 2014. "Post-harvest loss in Sub-Saharan Africa -- what do farmers say ?," Policy Research Working Paper Series 6831, The World Bank.
    2. Enoch Mutebi Kikulwe & Stanslus Okurut & Susan Ajambo & Kephas Nowakunda & Dietmar Stoian & Diego Naziri, 2018. "Postharvest Losses and their Determinants: A Challenge to Creating a Sustainable Cooking Banana Value Chain in Uganda," Sustainability, MDPI, vol. 10(7), pages 1-19, July.
    3. Daniel Ayalew Ali & Klaus Deininger & Marguerite Duponchel, 2014. "Credit Constraints and Agricultural Productivity: Evidence from rural Rwanda," Journal of Development Studies, Taylor & Francis Journals, vol. 50(5), pages 649-665, May.
    4. Xiaoxia Shi, 2015. "A nondegenerate Vuong test," Quantitative Economics, Econometric Society, vol. 6(1), pages 85-121, March.
    5. Apurba Shee & Sarah Mayanja & Eria Simba & Tanya Stathers & Aurelie Bechoff & Ben Bennett, 2019. "Determinants of postharvest losses along smallholder producers maize and Sweetpotato value chains: an ordered Probit analysis," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 11(5), pages 1101-1120, October.
    6. Tanya Stathers & Deirdre Holcroft & Lisa Kitinoja & Brighton M. Mvumi & Alicia English & Oluwatoba Omotilewa & Megan Kocher & Jessica Ault & Maximo Torero, 2020. "A scoping review of interventions for crop postharvest loss reduction in sub-Saharan Africa and South Asia," Nature Sustainability, Nature, vol. 3(10), pages 821-835, October.
    7. Affognon, Hippolyte & Mutungi, Christopher & Sanginga, Pascal & Borgemeister, Christian, 2015. "Unpacking Postharvest Losses in Sub-Saharan Africa: A Meta-Analysis," World Development, Elsevier, vol. 66(C), pages 49-68.
    8. James W. Hardin & Joseph M. Hilbe, 2015. "Regression models for count data from truncated distributions," Stata Journal, StataCorp LP, vol. 15(1), pages 226-246, March.
    9. Bruce A. Desmarais & Jeffrey J. Harden, 2013. "Testing for zero inflation in count models: Bias correction for the Vuong test," Stata Journal, StataCorp LP, vol. 13(4), pages 810-835, December.
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