References
- Adjimoti, G., Kwadzo, G., Sarpong, D., Onumah, E. (2017). Input policies and crop diversification: Evidence from the Collines Region in Benin. Afr. Dev. Rev., 29(3), 512–523.
https://doi.org/10.1111/1467-8268.12286 - Aheibam, M., Singh, R., Feroze, S.M., Singh, N., Singh, R., Singh, A. (2017). Identifying the determinants and extent of crop diversification at household level: An Evidence from Ukhrul district, Manipur. Econ. Aff., 62(1), 89–95.
http://doi.org/10.5958/0976-4666.2017.00031.6 - Alhassan, H. (2020). Farm households' flood adaptation practices, resilience and food security in the upper east region, Ghana. Heliyon, 6(6), e04167.
https://doi.org/10.1016/j.heliyon.2020.e04167 - Anderzén, J., Guzmán Luna, A., Luna-González, D., Merrill, S., Caswell, M., Méndez, V., Hernández Jonapá, R., Miery Terán Giménez Cacho, M. (2020). Effects of on-farm diversification strategies on smallholder coffee farmer food security and income sufficiency in Chiapas, Mexico. J. Rural Stud., 77, 33–46.
https://doi.org/10.1016/j.jrurstud.2020.04.001 - Appiah-Twumasi, M., Asale, M. (2022). Crop diversification and farm household food and nutrition security in northern Ghana. Env. Dev. Sustain., 26, 157–185.
https://doi.org/10.1007/s10668-022-02703-x - Asante, B., Villano, R., Patrick, I., Battese, G. (2017). Determinants of farm diversification in integrated crop–livestock farming systems in Ghana. Renew. Agric. Food Syst., 33(2), 131–149.
https://doi.org/10.1017/s1742170516000545 - Asfaw, D., Shifaw, S., Belete, A. (2022). Determinants of market participation decision and intensity among date producers in Afar region, Ethiopia: A double hurdle approach. International J. Fruit Sci., 22(1), 741–758.
https://doi.org/10.1080/15538362.2022.2119189 - Assefa, W., Kewessa, G., Datiko, D. (2022). Agrobiodiversity and gender: The role of women in farm diversification among smallholder farmers in Sinana district, southeastern Ethiopia. Biodiv. Conserv., 31, 2329–2348.
https://doi.org/10.1007/s10531-021-02343-z - Awiti, H., Gido, E., Obare, G. (2022). Crop mix portfolio response to climate risks: evidence from smallholder farmers in Kisumu County, Kenya. Agrekon, 1–15.
https://doi.org/10.1080/03031853.2022.2028642 - Beban, A., Gironde, C. (2023). Surviving cassava: Smallholder farmer strategies for coping with market volatility in Cambodia. J. Land Use Sci., 18(1), 109–127.
https://doi.org/10.1080/1747423x.2023.2190744 - Cochran, W. (2007). Sampling techniques. Hoboken: John Wiley & Sons.
- County Government of Kirinyaga (2018). Kirinyaga County Integrated Development Plan 2018–2022. Kenya.
- County Government of Kirinyaga (2019). Department of Agriculture and livestock, Kirinyaga County.
- Dembele, B., Bett, H., Kariuki, I., Bars, M., Ouko, K. (2018). Factors influencing crop diversification strategies among smallholder farmers in cotton production zone in Mali. J. Adv. Agric. Sci., 6(3), 1–16.
- Derso, D., Tolossa, D., Seyoum, A. (2022). A double hurdle estimation of crop diversification decisions by smallholder wheat farmers in Sinana district, bale zone, Ethiopia. CABI Agric. Biosci., 3, 25.
https://doi.org/10.1186/s43170-022-00098-3 - Dessie, A., Abate, T., Mekie, T., Liyew, Y. (2019). Crop diversification analysis on red pepper dominated smallholder farming system: Evidence from northwest Ethiopia. Ecol. Proces., 8, 50.
https://doi.org/10.1186/s13717-019-0203-7 - Douyon, A., Worou, O., Diama, A., Badolo, F., Denou, R., Touré, S., Sidibé, A., Nebie, B., Tabo, R. (2022). Impact of crop diversification on household food and nutrition security in southern and central Mali. Front. Sust. Food Syst., 5.
https://doi.org/10.3389/fsufs.2021.751349 - Feliciano, D. (2019). A review on the contribution of crop diversification to sustainable development Goal 1 “No Poverty” in different world regions. Sustain. Dev., 27, 795–808.
https://doi.org/10.1002/sd.1923 - Gezahegn, B., Awoke, T., Anteneh, T., Zeynu, K. (2022). Effect of cassava legumes intercropping on yield and yield components of compound crops in Jinka on station, Southern Ethiopia. Int. J. Agril. Res. Innov. Tech., 12(1), 30–33.
https://doi.org/10.3329/ijarit.v12i1.61028 - Gniza, D., Loa, R. (2023). Socioeconomic determinants of decisions and degree of crop diversification among smallholder rice producers in Cote d'Ivoire. Am. J. Multidiscip. Res. Innov., 2(1), 65–73.
https://doi.org/10.54536/ajmri.v2i1.1200 - GoK (Government of Kenya). (2021). Agricultural policy. Ministry of Agriculture, Livestock, Fisheries and Cooperatives
- Hill, R., Maruyama, E., Olapade, M., Frölich, M. (2021). Strengthening producer organizations to increase market access of smallholder farmers in Uganda. Agric. Res. Econ. Rev., 50(3), 436–464.
https://doi.org/10.1017/age.2021.19 - Hirschman, A. (1964). The paternity of an index. Am. Econ. Rev., 54(5), 761–762. Retrieved from:
https://www.jstor.org/stable/i331529 - Hitayezu, P., Zegeye, E., Ortmann, G. (2016). Farm-level crop diversification in The Midlands region of KwaZulu-Natal, South Africa: Patterns, microeconomic drivers, and policy implications. Agroecol. Sustain. Food Syst., 40(6), 553–582.
https://doi.org/10.1080/21683565.2016.1156595 - Jaetzold, R., Schmidt, H., Hornetz, B., Shisanya, C. (2006). Farm Management Handbook of Kenya (Vol. 2/C1). Nairobi: Ministry of Agriculture.
- Kanyua, M., Ithinji, G., Muluvi, A., Gido, O., Waluse, S. (2013). Factors influencing diversification and intensification of horticultural production by smallholder tea farmers in Gatanga district, Kenya. Curr. Res. J. Soc. Sci., 5(4), 103–111.
https://doi.org/10.19026/crjss.5.5544 - Kehinde, A., Akinola, A., Kehinde, A., Ogundeji, A. (2022). Agricultural organizations and adoption of soil conservation practices among smallholder farmers in Oyo state, Nigeria. Trop. Subtrop. Agroecosys., 25(3).
https://doi.org/10.56369/tsaes.4148 - Kiryluk-Dryjska, E., Więckowska, B. (2020). Territorial clusters of farmers' interest in diversification in Poland: Geospatial location and characteristics. Sustainability, 12(13), 5276.
https://doi.org/10.3390/su12135276 - Kurdyś-Kujawska, A., Strzelecka, A., Zawadzka, D. (2021). The impact of crop diversification on the economic efficiency of small farms in Poland. Agriculture, 11(3), 250.
https://doi.org/10.3390/agriculture11030250 - Lawin, K., Tamini, L. (2019). Determinants of Crop Diversification in Burkina Faso – What is the Impact of Risk Preference? CIRANO Working Papers – Center for Interuniversity Research and Analysis on Organizations. Canada.
- Li, C., Chen, X., Jiang, A., Lee, M., Mammides, C., Goodale, E. (2021). Socioeconomic determinants of crop diversity and its effect on farmer income in Guangxi, southern China. Agriculture, 11(4), 336.
https://doi.org/10.3390/agriculture11040336 - Lv, Q., Chi, B., He, N., Zhang, D., Dai, J., Zhang, Y., Dong, H. (2023). Cotton-based rotation, intercropping, and alternate intercropping increase yields by improving root–shoot relations. Agronomy, 13(2), 413.
https://doi.org/10.3390/agronomy13020413 - Makate, C., Angelsen, A., Holden, S., Westengen, O. (2023). Evolution of farm-level crop diversification and response to rainfall shocks in smallholder farming: Evidence from Malawi and Tanzania. Ecol. Econ., 205, 107736.
https://doi.org/10.1016/j.ecolecon.2022.107736 - Makate, C., Wang, R., Makate, M., Mango, N. (2016). Crop diversification and livelihoods of smallholder farmers in Zimbabwe: Adaptive management for environmental change. Springer Plus, 5(1).
https://doi.org/10.1186/s40064-016-2802-4 - Mandere, N., Anderberg, S., Armah, F., Abaya, S. (2011). Assessing the contribution of alternative agriculture to poverty reduction and employment creation: A case study of sugar beet cultivation in Kenya. Afr. J. Agric. Res., 6(2), 440–450. Retrieved from:
https://www.internationalscholarsjournals.com/articles/assessing-the-contribution-of-alternative-agriculture-to-poverty-reduction-and-employment-creation-a-case-study-of-sugar.pdf - Maru, B., Maryo, M., Kassa, G. (2022). Socioeconomic determinants of crop diversity in Bule Hora Woreda, Southern Ethiopia. Heliyon, 8(5), e09489.
https://doi.org/10.1016/j.heliyon.2022.e09489 - Mengistu, D., Degaga, D., Tsehay, A. (2021). Analyzing the contribution of crop diversification in improving household food security among wheat dominated rural households in Sinana district, bale zone, Ethiopia. Agric. Food Sec., 10(1).
https://doi.org/10.1186/s40066-020-00280-8 - Minai, J., Nyairo, N., Mbataru, P. (2014). Analysis of socio-economic factors affecting the coffee yields of smallholder farmers in Kirinyaga County, Kenya. Retrieved from:
http://ir-library.ku.ac.ke/handle/123456789/13762 - Mulwa, C., Visser, M. (2020). Farm diversification as an adaptation strategy to climatic shocks and implications for food security in northern Namibia. World Dev., 129, 104906.
https://doi.org/10.1016/j.worlddev.2020.104906 - Mwololo, H., Nzuma, J., Ritho, C., Aseta, A. (2019). Is the type of agricultural extension services a determinant of farm diversity? Evidence from Kenya. Dev. Stud. Res., 6, 1, 40–46.
https://doi.org/10.1080/21665095.2019.1580596 - Mzyece, A., Ng'ombe, J. (2021). Crop diversification improves technical efficiency and reduces income variability in northern Ghana. J. Agric. Food Res., 5, 100162.
https://doi.org/10.1016/j.jafr.2021.100162 - Ngure, M., Wandiga, S., Olago, D., Oriaso, S. (2020). Scaling up crop diversification among farming communities for food security under climate change: A case study of the Kenyan pelis programme. Afr. J. Food Agric. Nutr. Dev., 20(07), 17025–17044.
https://doi.org/10.18697/ajfand.95.19590 - Nidumolu, U., Lubbers, M., Kanellopoulos, A., Van Ittersum, M., Roth, C., Mishra, P., Bagchi, N., Majumdar, S., Carter, L., Rahman, M., Das, M., Gaydon, D. (2022). Integrating gender and farmer's preferences in a discussion support tool for crop choice. Agric. Syst., 195, 103300.
https://doi.org/10.1016/j.agsy.2021.103300 - Nkonde, C., Audain, K., Kiwanuka-Lubinda, R., Marinda, P. (2021). Effect of agricultural diversification on dietary diversity in rural households with children under 5 years of age in Zambia. Food Sci. Nutr., 9(11), 6274–6285.
https://doi.org/10.1002/fsn3.2587 - Olutumise, A. (2023). Impact of credit on the climate adaptation utilization among food crop farmers in Southwest, Nigeria: Application of endogenous treatment Poisson regression model. Agricultural and Food Economics, 11(1).
https://doi.org/10.1186/s40100-023-00251-0 - Rehima, M., Belay K., Dawit, A., Rashid, S. (2013). Factors affecting farmers' crops diversification: Evidence from SNNPR, Ethiopia. Int. J. Agric. Sci., 3(6), 558–565. Retrieved from:
http://internationalscholarsjournals.org/journal/ijas/articles/factors-affecting-farmers-crops-diversification-evidence-from-snnpr-ethiopia - Shangshon, B., Polthanee, A., Wongsamun, C., Suriya, P. (2023). Impact of agricultural extension services on cereal production among rural farmers in Bhutan. J. Agric. Exten., 27(1), 13–26.
https://doi.org/10.4314/jae.v27i1.2 - Singh, I., Squire, L., Strauss, J. (1986). A survey of agricultural household models: Recent findings and policy implications. World Bank Econ. Rev., 1(1), 149–179.
- Taylor, J., Adelman, I. (2003). Agricultural household models: Genesis, evolution, and extensions. Rev. Econ. Hous., 1(1/2), 33–58.
https://doi.org/10.1023/a:1021847430758 - Tura, E., Goshu, D., Demisie, T., Kenea, T. (2016). Determinants of market participation and intensity of marketed surplus of teff producers in Bacho and Dawo Districts of Oromia State, Ethiopia. J. Agric. Econ. Dev., 5(2), 020–032. Retrieved from:
https://api.semanticscholar.org/CorpusID:55761005 - Vernooy, R. (2022). Does crop diversification lead to climate-related resilience? Improving the theory through insights on practice. Agroecol. Sustain. Food Syst., 46(6), 877–901.
https://doi.org/10.1080/21683565.2022.2076184