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AGRICULTURAL COMMERCIALIZATION AND HOUSEHOLD FOOD SECURITY IN KENYA

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Abstract

Because of the increase in population growth in Kenya over the past two decades, agricultural production in Kenya has remained low with relative food insecurity affecting many citizens in most parts of the country. This study, specifically, examined the effect of agricultural commercialization on household food security in Kenya. Panel data from Kenya 2020 Covid-19 Rapid Response Phone Survey was utilized to determine the nexus between agricultural commercialization and household food security in Kenya. A fractional regression probit model and OLS regression model were used to analyze data and also determine the robustness of the results respectively. The study findings revealed that agricultural commercialization positively and significantly affected the household food security. Although agricultural commercialization was positively related to household food security, other factors were found to be significant in increasing household food security. Gender of the household, number of dependants in the household, marital status of the household head, years of education of the household, and non-farm income had a positive and significant effect on the household food security. Contrarily, farm income and group membership had a negative effect on the household food security. The study concludes that there is a need to support agricultural commercialization to increase household food security. This could be achieved by empowering households through adequate training and education and commercialization and various variety of food diets, improving rural infrastructures such as market centers, roads, and commercial institutions.

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Market Participation by Rural Households in a Low-Income Country: An Asset-Based Approach Applied to Mozambique
  • D Boughton
  • D Mather
  • C Barrett
  • R Befica
  • D Abdula
  • D Tschirley
  • B Cunguara
Boughton D., Mather D., Barrett C., Befica R., Abdula D., Tschirley D., and Cunguara, B. (2007). Market Participation by Rural Households in a Low-Income Country: An Asset-Based Approach Applied to Mozambique. Faith and Economics 50 (Fall): 64 -101
The State of Food Insecurity in the World 2013: The Multiple Dimensions of Food Security. Food and Agricultural Organization
FAO, (2013). The State of Food Insecurity in the World 2013: The Multiple Dimensions of Food Security. Food and Agricultural Organization, Rome, Italy, ISBN-13: 9789251079164, Pages:52.
The state of food insecurity in the world 2013. The multiple dimensions of food security
  • Ifad Fao
FAO, IFAD, and WFP. (2013). The state of food insecurity in the world 2013. The multiple dimensions of food security. Rome.
Kenya Population and Housing Census Report
KNBS (2019). Kenya Population and Housing Census Report
Smallholder agricultural commercialization and poverty: empirical evidence of panel data from Kenya
  • G Muricho
  • D Manda
  • F Sule
Muricho, G., Manda, D., Sule, F., and Kassie, M. (2017). Smallholder agricultural commercialization and poverty: empirical evidence of panel data from Kenya. Contributed paper prepared at the annual conference of the Agricultural Economics Society, 24-26 April 2017, Dublin.
Market participation among poor rural households in Kenya. Tegemeo Institute of Agricultural Policy and Development
  • J Olwande
  • M Mathenge
Olwande, J. and M. Mathenge (2011). Market participation among poor rural households in Kenya. Tegemeo Institute of Agricultural Policy and Development. Working Paper Series (WPS 42/2011). Egerton University
Agricultural Sector Development Strategy
  • Kenya Republic Of
Republic of Kenya (2007). Kenya Vision 2030. Government Printers, Nairobi Republic of Kenya (2013). Agricultural Sector Development Strategy 2010 -2020. http://www.ascu.go.ke/DOCS/ASDS%20Final.pdf Accessed on 5 September 2013
Rural Investments to accelerate Growth and Poverty Reduction in Kenya. IFPRI Discussion Paper 00723. Development Strategy and Governance Division
  • J Thurlow
  • J Kiringai
  • M Gautam
Thurlow J., J. Kiringai and M. Gautam, (2007). Rural Investments to accelerate Growth and Poverty Reduction in Kenya. IFPRI Discussion Paper 00723. Development Strategy and Governance Division, Washington DC
Food consumption analysis: Calculation and use of the food consumption score in food security analysis
  • Hq Rome
WFP (2008). Food consumption analysis: Calculation and use of the food consumption score in food security analysis. HQ Rome.
Non-Linear Models: Correlated Random Effects Panel Data Models
  • J M Wooldridge
Wooldridge J. M. (2013). Non-Linear Models: Correlated Random Effects Panel Data Models, IZA Summer School in Labour Economics, Michigan State University.
(edts) Understanding Smallholder Farmer Attitudes to Commercialization -The case of Maize in Kenya
  • A Woolverton
  • J Okello
  • M Benci
  • D Neven
Woolverton, A., J. Okello, M. Benci and D. Neven (2014). Attitudes and Decision Making in Smallholder Commercialization. In Woolverton, A. and D. Neven (edts) Understanding Smallholder Farmer Attitudes to Commercialization -The case of Maize in Kenya. FAO, Rome.
Poverty and Hunger: Issues and Options for International Initiatives in Overcoming Global Hunger: Food Security in Developing Countries
  • World Bank
World Bank (1986). Poverty and Hunger: Issues and Options for International Initiatives in Overcoming Global Hunger: Food Security in Developing Countries. A World Bank Proceedings of a Conference on Actions to Reduce Hunger Policy Study. Washington, D.C.
Estimating the productivity impacts of technology adoption in the presence of misclassification
  • T Wossen
  • T Abdoulaye
  • A Alene
  • P Nguimkeu
  • S Feleke
  • I Y Rabbi
  • V Manyong
Wossen, T., Abdoulaye, T., Alene, A., Nguimkeu, P., Feleke, S., Rabbi, I.Y., Manyong, V., (2019). Estimating the productivity impacts of technology adoption in the presence of misclassification. Am. J. Agric. Econ. 101 (1), 1-16.