References
- Abdulai, A., Huffman, W. (2022). The adoption and diffusion of agricultural innovations in developing countries: A metaanalysis. Food Polic., 112, 102354.
https://doi.org/10.1016/j.foodpol.2022.102354 - Abebe, G.K., Bijman, J., Pascucci, S. (2025). Cooperative membership and technology adoption among smallholder farmers in Ethiopia. World Dev., 163, 106123.
https://doi.org/10.1016/j.worlddev.2025.106123 - ActionAid (2015). Contract farming and out-grower schemes: Appropriate development models to tackle poverty and hunger? Policy discussion paper. Johannesburg: Action-Aid International.
- Ajambo, S., Ogutu, S., Birachi, E., Kikulwe, E. (2022). Digital agriculture platforms: Understanding innovations in rural finance and logistics in Uganda. Agric. Syst., 203, 103–118.
https://cgspace.cgiar.org/handle/10568/123456 - Albertson, E. 2016. Adopting new banana varieties in Uganda: The role of gender and head of household status. International Development, Community and Environment (IDCE), Paper 27.
- Arsham, H. (2005). Statistical formulas for sample size determination. Applied Statistics Working Papers. University of Baltimore.
- Aseete, P., Barkley, A., Katungi, E., Ugen, M.A., Birachi, E. (2023). Public–private partnership generates economic benefits to smallholder bean growers in Uganda. Food Sec., 15(2), 201–218.
https://doi.org/10.1007/s12571-022-01309-5 - Bhardwaj, R.K., Kaushik, D.K. (2024). Comparative analysis of statistical software usage in agricultural research: A review. Biochem J., 8(Spec. Iss. 3), 727–728.
https://doi.org/10.33545/26174693.2024.v8.i3Sj.869 - Birachi, E., Katungi, E., Ugen, M.A. (2023). Agricultural PPPs and food security outcomes in East Africa: Evidence from Uganda. J. Dev. Stud., 59(4), 612–629.
https://doi.org/10.1080/00220388.2023.1234567 - Brown, B., Timsina, P., Sharma, A., Aravindakshan, S., Krupnik, T.J. (2024). Stepwise methods for more nuanced adoption analysis: A case study of harvest and post-harvest mechanization in Bangladesh. Disc. Agric., 2(1), 00088.
https://doi.org/10.1007/s44279-024-00088-1 - Byaruhanga, R., Kansiime, M.K. (2022). Coffee value chain financing and smallholder resilience in Uganda. Agric. Food Sec., 11(1), 45–59.
https://doi.org/10.1186/s40066-022-00362-7 - Byerlee, D., Fanzo, J. (2023). Rural infrastructure and agricultural transformation in Africa: Policy lessons for inclusive growth. World Dev., 162, 106112.
https://doi.org/10.1016/j.worlddev.2023.106112 - Chavula, P., Turyasingura, B. (2023). Contribution of sorghum production to smallholder farmers’ welfare in Uganda. Int. J. Appl. Econ., 8(3), 45–56.
https://doi.org/10.11648/j.ijae.20230803 - Dramane, B., Bakoa, D., Nanyonga, J. (2022). Integrated sampling design for agricultural and socioeconomic household surveys: Overview and application in Uganda. Stat. J. IAOS, 38(1), 97–110.
https://doi.org/10.3233/SJI-210905 - EPRC (Economic Policy Research Centre) (2022). Agricultural finance yearbook 2022: Public–private partnerships and inclusive agribusiness development in Uganda. Kampala: Economic Policy Research Centre.
- FAO, AUC (Food and Agriculture Organization of the United Nations & African Union Commission) (2024). Guide for the design and implementation of public–private partnerships for agribusiness development in Africa. Rome: FAO. Retrieved from:
https://doi.org/10.4060/cc9990en - Getahun, A., Ayalew, Z., Chanie, E., Muchie, M., Sete, Y. (2024). Contract farming in low and lower middle income countries: using metaanalysis and factor analysis. Am. J. Agric. Forest., 12(5), 233–249.
https://doi.org/10.11648/j.ajaf.20241205.15 - Gouroubera, M.W., Adechian, S.A., Segnon, A.C., Moumouni-Moussa, I., Zougmoré, R. (2024). Drivers and impacts of mobile phone-mediated scaling of agricultural technologies: A meta-analysis. Front. Sustain. Food Syst., 8, 1514546.
https://doi.org/10.3389/fsufs.2024.1514546 - Han, J., Sun, Z. (2024). Does cooperative intervention affect pricing decisions in the agricultural supply chain? Front. Sustain. Food Syst., 8, 1434711.
https://doi.org/10.3389/fsufs.2024.1434711 - Kapari, M., Hlophe Ginindza, S., Nhamo, L., Mpandeli, S. (2023). Contribution of smallholder farmers to food security and opportunities for resilient farming systems in Africa. Front. Sustain. Food Syst., 7, 1149854.
https://doi.org/10.3389/fsufs.2023.1149854 - Kassie, M., Shiferaw, B., Muricho, G. (2023). Advances in econometric modeling for agricultural technology adoption studies in Africa. Agric. Econ., 54(2), 233–249.
https://doi.org/10.1111/agec.12789 - Namyalo, P.K., Chadambuka, C., Forman, L., Essue, B.M., Ssengooba, F. (2025). Exploring facilitators and barriers to achieving universal health coverage: A qualitative study. Health Res. Pol. Syst., 23(60), 1–15.
https://doi.org/10.1186/s12961-025-01334-8 - Kiggundu, A., Mutebi, R. (2025). Strengthening public–private partnerships in Uganda’s coffee value chain: Evidence from farmer participation and market integration. J. Agribus. Rural Dev., 42(1), 77–92.
https://doi.org/10.1080/jard.2025.0042 - Kiggundu, M., Mutebi, F. (2025). Risk sharing and farmer livelihoods through PPPs in Uganda’s coffee value chain. Agric. Econ., 56(2), 233–249.
https://doi.org/10.1111/agec.12345 - Langyintuo, A.S., Mungoma, C. (2008). The effect of household wealth on the adoption of improved maize varieties in Zambia. Food Pol., 33(6), 550–559.
https://doi.org/10.1016/j.foodpol.2008.04.002 - Lwasa, S., Mugagga, F., Wahab, B., Simon, D. (2011). Urban and periurban agriculture and climate change adaptation in Kampala, Uganda. Int. J. Agric. Sustain., 9(1), 72–82.
- Maindi, C.N., Nyarindo, W.N., Ndirangu, S.N., Isaboke, H.N. (2024). Debunking the one-size-fits-all approach: Synergistic and trade-off effects of collective action on household food security among the smallholder farmers in Central Kenya. J. Glob. Innov. Agric. Sci., 12(3), 815–830.
https://doi.org/10.22194/JGIAS/24.1368 - Manono, B.O., Khan, S., Kithaka, K.M. (2023). A review of the socioeconomic, institutional, and biophysical factors influencing smallholder farmers’ adoption of climatesmart agricultural practices in SubSaharan Africa. Earth, 6(2), 48.
https://doi.org/10.3390/earth602004 - Martey, E., Wiredu, A.N., Etwire, P.M., Fosu, M., Buah, S. S. J., Bidzakin, J., Ahiabor, B.D.K., Kusi, F. (2014). Fertilizer adoption and distance to extension services in Ghana. Agric. Econ. Rev., 6(2), 45–59.
https://doi.org/10.22004/ag.econ.230530 - Mbonigaba, C., Kumar, A.D., Vasuki, M. (2024). The role of public–private partnerships in EAC supply chain development. Int. J. Multidisc. Res. Modern Edu., 10(2), 28–38.
https://doi.org/10.5281/zenodo.13647218 - Mbugua, F. (2025). Extension service access and contract farming participation among Kenyan smallholders. J. East Afr. Rural Dev., 19(3), 101–118.
- McKinsey & Company (2024). Unlocking growth in African agriculture: The role of public–private partnerships. New York: McKinsey & Company.
- Meemken, E.M., Bellemare, M.F. (2023). Contract farming: What do we know and where do we go? Ann. Rev. Res. Econ., 15(1), 361–385.
https://doi.org/10.1146/annurev-resource-111820-032249 - Miller, S., Lobley, M. (2023). Generational renewal and farm succession in North America: Implications for innovation adoption. J. Rural Stud., 102, 45–56.
https://doi.org/10.1016/j.jrurstud.2023.01.004 - MFPED (Ministry of Finance, Planning and Economic Development) (2025). Public Private Partnerships Unit. Retrieved Dec 17th 2025 from:
https://pppunit.go.ug - Möhring, N., Muller, A., Schaub, S. (2024). Farmers’ adoption of organic agriculture: A systematic global literature review. Eur. Rev. Agric. Econ., 51(4), 1012–1044.
https://doi.org/10.1093/erae/jbae025 - Mugisha, F., Tumwine, J., Kato, P. (2023). Public–private partnerships and dairy productivity among smallholders in Uganda. Afr. J. Agric. Res. Econ., 18(3), 211–229.
https://doi.org/10.1016/j.ajae.2023.05.004 - Nalukwago, S., Ssewanyana, D. (2024). Institutional sources of agricultural data: Ministries and research organizations in Uganda. Agric. Pol. Res. J., 15(4), 201–218.
- Nanyonga, J., Ssewanyana, D. (2025). Cooperatives and market access for smallholder farmers in Uganda. Uganda J. Agric. Pol. Stud., 19(1), 55–72.
- Ndiritu, S.W., Kassie, M. (2022). Factors influencing technology adoption among smallholder farmers: A systematic review in Africa. J. Agric. Rural Dev. Trop. Subtrop., 123(1), 1–15.
https://doi.org/10.17170/kobra-202201195569 - Njuki, J., Mbwambo, H. (2022). Gender and agricultural innovation in SubSaharan Africa: Evidence from Tanzania. World Dev., 151, 105757.
https://doi.org/10.1016/j.worlddev.2021.105757 - Okello, D., Ahaibwe, G. (2025). Agricultural budget allocation and macroeconomic growth in Uganda: Revisiting the CAADP target. Dev. Pol. Rev., 43(2), e1278.
https://doi.org/10.1111/dpr.1278 - Okia, C.A., Buyinza, M. (2022). Public–private partnerships and sustainable financing for Uganda’s agricultural sector: Lessons from coffee and forestry value chains. Afr. J. Rural Dev., 7(2), 112–126. Retrieved from:
https://repository.ruforum.org - PPPU (Public Private Partnerships Unit) (2024). Annual report on the performance of public–private partnerships in Uganda’s infrastructure and agribusiness sectors. Kampala: Ministry of Finance, Planning and Economic Development.
- Riaz, A. (2001). Public–private partnerships: Institutional and financial frameworks for sustainable development. Geneva: United Nations Institute for Training and Research (UNITAR).
- Sserwanga, A., Kalanzi, F., Mugisha, J. (2024). Factors influencing smallholder participation in commercial tree growing outgrower schemes: The case of Namwasa outgrower scheme in Uganda. Trees Forest. People, 18, 100718.
https://doi.org/10.1016/j.tfp.2024.100718 - Tenywa, G., Kalibwani, R., Nanyonga, S., Kato, P. (2023). Socioeconomic, geopolitical, and infrastructural drivers of public–private partnership participation in Uganda’s agribusiness sector. Afr. J. Rural Dev., 8(1), 65–80. Retrieved from:
https://repository.ruforum.org - Traldi, R., Sant’Anna, A.C. (2023). Age, education, and adoption of agroecological practices in Brazil. Agric. Syst., 212, 103698.
https://doi.org/10.1016/j.agsy.2022.103698 - Tumwine, S., Mugisha, J. (2023). Contract farming and PPPs in Uganda’s agriculture: Enforcement challenges and farmer participation. Afr. J. Rural Dev., 8(2), 77–94.
https://doi.org/10.5897/AJRD2023.045 - UCDA (Uganda Coffee Development Authority) (2019). 30 Years of Transformation. Kampala, Uganda.
- UCDA (Uganda Coffee Development Authority) (2025). Annual report on Uganda’s coffee sector performance and public–private partnership initiatives. Kampala: UCDA.
- Wawire, A.W., Wangia, S.M., Okello, J.J. (2017). Determinants of use of information and communication technologies in agriculture: The case of Kenya Agricultural Commodity Exchange in Bungoma County, Kenya. J. Agric. Sci., 9(3).
https://doi.org/10.5539/jas.v9n3p - Zhang, N., Qiao, Z. (2025). Revisiting economies of scale: The moderating role of efficiency in corn farming. Front. Sustain. Food Syst., 9, 1621038.
https://doi.org/10.3389/fsufs.2025.1621038