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A new statistical model developed by Stanford researcher Bill Burke helps identify barriers that keep farmers in Kenya from participating in the dairy industry. Results published in the American Journal of Agricultural Economics suggest that better technology, infrastructure, and access to markets may lead more people to take up dairy farming, which could improve rural food security and livelihoods.
 

Growing the dairy sector

Kenya’s dairy farms house 3.4 million cows, about 85 percent of all dairy cattle in East Africa. Yet within Kenya, the popularity of dairy products has risen steadily in recent years, and in 2006 the country became a net importer as demand outpaced supply.

Small family farms contribute the majority of Kenya’s dairy output, in addition to providing many rural jobs. The government of Kenya has targeted small-scale dairy operations as a key sector for boosting both domestic food supply and rural incomes.

 

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kenya milking parlour

 

“A new government policy could aim to do three things,” said lead author Dr. Bill Burke, a research scholar at the Center on Food Security and the Environment at Stanford. “First, to increase the number of farmers who produce dairy, second, increase the number of those producers that participate in the dairy market, and third, to increase each farmer’s productivity and sellable surplus. And to design a good policy, you need good data and good analysis.”

 

Previous studies fall short

Previous studies of the Kenyan dairy market rely on a “double hurdle” model, a type of statistical analysis that measures two things: why producers become net buyers versus net sellers of a certain product, and how much of that product they ultimately buy or sell.

But these models assume that all farmers produce the same product, which is not the case in the dairy sector, said Burke.

 

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cow pen kenya

 

Dairy farming is labor intensive and has high overhead costs. Farmers without access to cold storage facilities, or without a nearby place to sell their produce, risk losing their inventory to spoilage. Even more risk comes from the fact that the weather and the price of cattle feed can both change suddenly.

“Dairy farming isn’t like growing rice or corn. It is expensive, specialized and risky, so not all farmers do it,” said Burke. “If we really want to understand how to grow the Kenyan dairy sector, we need to understand why some farmers choose to produce dairy in the first place, and why others don’t.”

 

A new level of analysis 

To better understand why some farmers participate in the dairy market, Burke and his co-authors, Robert Myers and Thom Jayne from Michigan State University, used data from 1,275 farming households collected by staff at the Tegemeo Institute of Agricultural Policy and Development, who visited each home four times between 1997 and 2007.

The team then designed a model to analyze market participation among farmers. They developed a new “triple hurdle” model, adding a new level of analysis to the double hurdle model that allowed them to identify the factors that influence some farmers and not others to produce dairy.  

 

To produce or not produce?

The team’s triple hurdle model offered a clear advantage over previous studies. “The new model results are significantly different than if we had used a double hurdle approach, and the magnitude of our estimates are a statistically better fit to the data,” said Burke. “It provided us with a more nuanced understanding of how policy can influence dairy supply.”

Burke’s team found that farmers were more likely to be dairy producers the wealthier they were in terms of land, household assets and credit. Farmers were also more likely to join the dairy sector when they had access to improved technology such as specially-bred “grade” dairy cows and “zero grazing” systems for cattle feeding. Another important factor was the presence of commercial dairy processors and informal traders, because they provided farmers with more certainty that their produce would reach buyers.

 

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woman feeding cow

 

These same factors – wealth, technology, and marketing channels - helped determine the market position of a dairy producer: whether they were net sellers or net buyers of dairy. Infrastructure also played an important role. Producers were more likely to be net sellers when they had a formal education and nearby access to electricity and drivable roads.

“These data, and the new insights from our triple hurdle model, suggest that market channels are important incentives for farmers to participate in dairy production,” said Burke. “But we also see a clear case for increasing government investments in infrastructure like roads, rural electrification, and education. We hope our research will inform the government of Kenya as they design a new policy approach to increase dairy farmer participation and productivity.”

 

CONTACT

Dr. Bill Burke: burkewi2@stanford.edu, (650) 724-1290

Laura Seaman, Communications Manager: (650) 723-4920

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George Azzari joined FSE as a Postdoctoral Research Scholar in February 2015. He worked with David Lobell on designing, implementing, and applying new satellite-based monitoring techniques to study several aspects of food security. His current focuses include estimates of crop yields, crop classification, and detection of management practices in Africa, Asia, and the United States.  He is currently the Chief Technology Office at Atlas AI.

George's research uses a variety of satellite sensors from the private and public sector -including Landsat (NASA/USGS), Sentinel 1 and 2 (ESA), MODIS (NASA),  RapidEye (Planet), Planet Scope (Planet), and Skysat (Terrabella)- combined with crop modeling and machine learning techniques.  He received his Ph.D. from the University of California, Irvine, where he worked with Mike Goulden on monitoring post-fire succession of southern California ecosystems from remote sensing data. He examined the impact of topographic illumination effects on long time series of optical satellite data.
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In a lecture to the Stanford community Tuesday night, Professor Sir Gordon Conway argued that sustainably intensifying agriculture, especially in Africa, is the only way to feed a growing global population without greatly expanding the amount of land used for farming. Sir Gordon is an agricultural ecologist and was an early pioneer of sustainable agriculture while working in Malaysia in the 1960s. He is now a professor of international development at Imperial College London and the director of Agriculture for Impact, a project funded by the Bill and Melinda Gates Foundation.

Sir Gordon's lecture, "Can Sustainable Intensification Feed the World?" was the second installment of the Food and Nutrition Policy Symposium Series sponsored by the Center on Food Security and the Environment.

Sir Gordon described three major challenges to ensuring future global food security: food prices are higher and more volatile, one billion people are malnourished (including 1 in 5 children), and rising demand means that 60 to 100 percent more food will be needed to feed the world by 2050. Solving the food security crisis will mean improving both the quantity and the nutrition of food, at stable and affordable prices, in the face of major challenges.

These challenges include factors on the demand side of the global food economy, such as population growth, changing diets, and the use of crops for biofuels. Supply side factors like high fertilizer prices, climate change, and scarcity of land and water put even more pressure on the food system. 

The solution, Sir Gordon said, is agricultural intensification, a set of practices that allow farmers to produce more food with existing land and water. Sustainability is a key component, so that intensification does not also raise greenhouse gas emissions, deplete soil quality, or damage the resilience of farming systems. Sustainable intensification will be especially important in Africa, said Sir Gordon, where population growth and dietary changes will be most dramatic, and where currently crop yields are far below most other areas of the world.

 Farmers, scientists and policymakers can take several approaches to sustainable intensification. An ecological approach includes practices that safeguard environmental resources and reduce farmers’ dependence on chemicals like herbicides and pesticides, such as through organic farming, integrated pest management, agroforestry or conservation agriculture. A genetic intensification approach includes developing better plant varieties, with traits that promote more sustainable agriculture by resisting pests and diseases, or that provide more nutrition. A third approach is socio-economic intensification of agriculture, through the development of farmers’ cooperatives, better links between farmers and markets, and improved access by farmers to insurance and credit.

The goal, Sir Gordon said, is to help farmers “build resilient livelihoods” that will withstand economic and environmental shocks in the coming decades. Good science is important, but strong political leadership, especially within Africa, will be just as crucial.

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Over the last two decades global production of soybean and palm oil seeds have increased enormously. Because these tropically rainfed crops are used for food, cooking, animal feed, and biofuels, they have entered the agriculture, food, and energy chains of most nations despite their actual growth being increasingly concentrated in Southeast Asia and South America. The planting of these crops is controversial because they are sown on formerly forested lands, rely on large farmers and agribusiness rather than smallholders for their development, and supply export markets. The contrasts with the famed Green Revolution in rice and wheat of the 1960s through the 1980s are stark, as those irrigated crops were primarily grown by smallholders, depended upon public subsidies for cultivation, and served largely domestic sectors.  

The overall aim of the book is to provide a broad synthesis of the major supply and demand drivers of the rapid expansion of oil crops in the tropics; its economic, social, and environmental impacts; and the future outlook to 2050. After introducing the dramatic surge in oil crops, chapters provide a comparative perspective from different producing regions for two of the world's most important crops, oil palm and soybeans in the tropics. The following chapters examine the drivers of demand of vegetable oils for food, animal feed, and biodiesel and introduce the reader to price formation in vegetable oil markets and the role of trade in linking consumers across the world to distant producers in a handful of exporting countries. The remaining chapters review evidence on the economic, social, and environmental impacts of the oil crop revolution in the tropics. While both economic benefits and social and environmental costs have been huge, the outlook is for reduced trade-offs and more sustainable outcomes as the oil crop revolution slows and the global, national, and local communities converge on ways to better managed land use changes and land rights. 

Food, Feed, Fuel, and Forests
by Derek Byerlee, Walter P. Falcon, and Rosamond L. Naylor
will be published by Oxford University Press on November 10, 2016
$74.00 | 304 Pages | 9780190222987
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Rosamond L. Naylor

China plays a dominant role in the global seafood trade: its capture fisheries output is the highest in the world, estimated at 15.6 million tons in 2010, and its aquaculture production is three times as high (almost 48 million tons in 2010, roughly two-thirds of the world’s total production). The country also leads the world in aquafeed and fishmeal use, fishmeal imports, fish and shellfish consumption and seafood exports.

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Nature Climate Change
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S. Asseng
F. Ewert
P. Martre
R.P. Rotter
David Lobell
D. Cammarano
B.A. Kimball
M.J. Ottman
G.W. Wall
J.W. White
M.P. Reynolds
P.D. Alderman
P.V.V. Prasad
P.K. Aggarwal
J. Anothai
B. Basso
C. Biernath
A.J. Challinor
G. De Sanctis
J. Doltra
E. Fereres
M. Garcia-Vila
S. Gayler
G. Hoogenboom
L.A. Hunt
R.C. Izaurralde
M. Jabloun
C.D. Jones
K.C. Kersebaum
A-K. Koehler
C. Muller
S. Naresh Kuman
C. Nendel
G. O'Leary
J.E. Olesen
T. Palosuo
E. Priesack
E. Eyshi Rezaei
A.C. Ruane
M.A. Semenov
I. Shcherbak
C. Stockle
P. Stratonovitch
T. Streck
I. Supit
F. Tao
P.J. Thorburn
K. Waha
E. Wang
D. Wallach
J. Wolf
Z. Zhao
Y. Zhu
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