03 Mar 2016: Report

Can Data-Driven Agriculture
Help Feed a Hungry World?

Agribusinesses are increasingly using computer databases to enable farmers to grow crops more efficiently and with less environmental impact. Experts hope this data, detailing everything from water use to crop yields, can also help the developing world grow more food.

by john roach

From Bonneville County, Idaho, to Buenos Aires Province, Argentina, tablet-toting agronomists with Anheuser-Busch InBev — the world's largest brewer by volume — are visiting farmers who grow the company's malt barley, a key ingredient in beer. These meetings are a decades-old ritual: Growers review contracts as agronomists offer advice on ways to maximize

United Soybean Board
An agronomist and farmer review computer data while inspecting soybeans in Missouri.
productivity and profitability. Only these days the conversations are increasingly steered by a computer app called SmartBarley that farmers use to log details on more than 40 variables that affect barley production, such as variety planted, soil type, and tillage method, along with applications of water, fertilizer, and pesticides. Growers use the platform to compare their practices and yields with other farmers who operate in similar soil and climate conditions.

The program is one of many agribusiness-led initiatives to harness the bits and bytes of data that increasingly are being used in agriculture worldwide to boost efficiency and profits, while simultaneously lowering the environmental impact of agriculture. Other agribusinesses that market data-crunching farm-management tools include seed company Monsanto, chemical company DuPont, and precision-irrigation company Valley Irrigation. FarmLink, which leases combines, recently entered the data game with TrueHarvest, a yield comparison tool that leverages data collected by its fleet of farm machinery to help farmers fine-tune their operations to maximize yield and profit.

For now, using big data to improve agricultural productivity is largely centered in the developed world. But sustainable agriculture and development specialists are working to expand access to important agricultural data to the hundreds of millions of small farmers in the developing world. Already, in an effort to improve yields and profits, farmers in places such as sub-Saharan Africa and India are using mobile phones to exchange information about weather, disease, and market prices. And these trends are only expected to grow as information technology spreads. Meanwhile, big data advocates argue that smaller farmers stand to benefit from data-driven agricultural advances, such as improved crop varieties.

At its core, big data in agriculture is about trying to corral the mass of increasingly available information on the environmental, biological, and human factors that govern crop growth and yield in order to provide
Big data will be essential to bring together all the information that a farmer needs.’
farmers with tailored insight on how to grow crops more efficiently. While humans have used accumulated knowledge and technology to grow ever-more food for thousands of years, modern computing power has led to breakthroughs in the ability to collect, exchange, process, and synthesize data in ways that promise to transform agriculture into a sustainable enterprise that meets the projected mid-century food demand of 9 billion people.

But to avoid a massive expansion of agriculture into wetlands and rainforests, to the detriment of biodiversity and the global climate, this yield increase must come on existing farmland. And here, experts say, big data can play a vital role.

"To date, humans have not yet developed agricultural systems that can continue to raise yields and reduce the environmental footprint of agriculture concomitantly,” says Kenneth Cassman, an agronomist at the University of Nebraska. "We have been successful raising yields, or reducing environmental footprint, but not both at the same time, and that is the greatest scientific challenge facing humankind. Big data will be essential to bring together all the information a farmer needs."

For now, big data is in its infancy, Cassman notes, and current initiatives and products fall well short of their potential. Agribusinesses are primarily developing data services that promote or leverage the products they sell. A seed company, for example, might find in the data an opportunity to sell a drought-tolerant corn variety to a farmer facing increasing irrigation costs. An irrigation company might find an opportunity to sell that farmer a variable-rate pivot, which lowers water usage. The farmer gains from a higher-yielding crop, along with shrinking water and power bills. The environment benefits from water conservation and lower power-sector greenhouse gas emissions.

But the services themselves often are built on proprietary technology that hinders the aggregation and analysis of data flowing from disparate systems. And the quality of data available on everything from weather to soils varies widely, which raises questions about its usefulness.

Neil Palmer/CIAT
A woman harvests crops near Mount Kenya. Experts hope big data could help small farmers adapt as climate change rapidly alters growth conditions around the globe.

What a data-driven sustainable agricultural system is supposed to look like is also under debate. "There is not even agreement that the issue is only about producing more food," Jane Maland Cady, International Program Director for the McKnight Foundation, says. For example, she notes, several studies suggest plenty of food is already grown to feed the world and that it just needs to be distributed differently. Cady oversees grants made under the foundation's Collaborative Crop Research Program, which helps small farmers improve yield. "We see data as a means to better understand and make change," she notes.

According to the United Nations Food and Agriculture Organization, the world must grow 70 percent more food by 2050 to meet global demand. But "the quantum leaps that we enjoyed with the green revolution 50 to 60 years ago are not going to be repeated," Cassman says. The triad of improved crop genetics, increased use of synthetic products such as fertilizers and pesticides, and expanded irrigation can no longer provide the necessary gains.

"That is why we need big data," he explains. "An agricultural system is so finely tuned — it's responding to temperature, water, humidity, diseases, pests, insects, soil, and nutrients in time and space varying across landscapes, and there is just no other way to do it except by bringing together the data needs so that every field can be managed to bring out its best."

Cassman is a co-principal investigator of the Global Yield Gap Atlas, a project funded by the Bill and Melinda Gates Foundation and other groups. The initiative is harnessing data to identify the gaps between current average farm yields and the potential yield in major crop-growing regions
A multinational initiative is developing software to allow for the flow of agriculture-related information.
around the world. The atlas is a piece of Cassman's broader vision for a global database populated with publicly available soil, weather, and water data, along with anonymous, farmer-owned and protected data on crop management and yield. When farmers go online and type in their data and geographic location, the database will allow them to compare their management practices and yield against all other similar farms.

"Such a system," he explains, "would be like having a distillation from hundreds, or thousands, of field experiments to guide future management decisions on each farmer's field."

But for the moment, Cassman notes, the road to achieving the vision is a slog. The quantity and quality of the available data is insufficient for farmers to make valid and useful comparisons. And even when the data is created, it is often in a form that is incompatible with data from other sources.

"This widespread incompatibility has left most of the data produced by ag today largely inaccessible, even to the farmer," Aaron Ault, a senior research engineer with the Open Ag Technologies and Systems Group at Purdue University in Indiana, says. He is the project lead for the Open Ag Data Alliance, a multinational organization that is developing software and standards to allow for the seamless flow of agricultural data. "The biggest hurdle to doing anything with data is simply the handling of it," he explains. For example, sending an advisor ten years' worth of yield data is about an-hour-and-a-half job of clicking computer buttons. "There is so much manual intervention necessary to get data from point A to point B that people just don't do it," he says.

To overcome data quality concerns, Missouri-based FarmLink controls the aggregation and analysis of the information it uses. In 2011, the combine-leasing company outfitted its fleet with sensors and computers to calculate the yield of every 150 square feet of farmers' corn and soybean fields. To date, more than a billion records have been collected across 26 states. The data is correlated with 50 variables that affect yield, such as soil type, slope, elevation, sunlight, rain, and temperature. The result is a tool called TrueHarvest, rolled out in 2014, that helps farmers evaluate farm management decisions such as water, fertilizer, and pesticide applications.

The key to the platform's success, Ron LeMay, FarmLink’s chairman and chief executive officer, says, is quality control. To grow the business, LeMay is considering partnerships with large landowners in South America, where single firms harvest several million acres per year and have years' worth of proprietary, quality-controlled data about their operations. "With those
One concern is that the data tools will allow industrial-scale farmers to flourish at the expense of small farmers.
sorts of firms," he says. "You get a lot of breadth and a lot of experience and a lot of carefully controlled circumstances."

The rub for advocates of small farmers, who grow 70 percent of the world's food, is that data-driven agriculture is mostly focused on conventional, industrial-scale operations. Overlooked are practices such as organic farming and agroecological intensification, which boosts farmland productivity through improved farm management based on enhanced understanding of how natural systems function. These farming practices are proving to be viable and sustainable means to "increase yields, improve water supplies, rebuild soils, contribute to biodiversity, and raise farmers' incomes," Danielle Nierenberg, the president of Food Tank, a Washington-based advocacy, says.

Acquiring local data in the fields where these practices are used is an essential component of programs designed to support and evaluate alternative farming practices. Other programs where agricultural data benefits small farmers include the McKnight Foundation's Agroecological Intensification Exchange , a Web-based platform open to researchers and farmers to share information. Data exchange via mobile phone, says Nierenberg, "makes huge differences and that is only going to grow."

One concern is that the big data tools will allow industrial-scale farmers to flourish at the expense of smaller farmers. Flush with fresh capital, larger growers can buy out smaller farmers, accelerating the decades-long trend of farm consolidation. To avoid such a scenario, Nierenberg advocates for the democratization of big data — putting the control and ownership of data into the hands of small farmers first.

Cassman says his envisioned global database applies to organic and small farmers, although the impact is smaller. Each conventional corn grower in the United States, for example, would have between 1,000 and 10,000 similar fields for comparison. An organic farmer might have 10. "How we double yields in the next 35 years is if every farmer has access to what is working under their same conditions every year and in real time during the season," he says. "I can't tell you how fast that would accelerate the rate of gain in yields. It works best with lots of farmers, but it could also work with small numbers of farmers."


Agricultural Movement Tackles
Challenges of a Warming World

Agricultural Movement Tackles
Challenges of a Warming World
With temperatures rising and extreme weather becoming more frequent, the “climate-smart agriculture” campaign is using a host of measures — from new planting practices to improved water management — to keep farmers ahead of the disruptive impacts of climate change.
For the SmartBarley program, Anheuser-Busch InBev chose to forgo a larger-scale program in favor of the data verification and working closely with farmers, says John Rogers, the company's global director of agricultural development. "There is a lot of information out there in the world that someone can take and maybe not fully utilize, or misinterpret, or misunderstand without the technical advice or guidance behind it," he explains.

However data is used, he adds, it will transform agriculture over the next decade. Anheuser-Busch InBev recently opened what it calls the Bud Lab on the campus of the University of Illinois at Urbana-Champaign, where data scientists are improving algorithms to analyze factors that influence barley production. The plan is to share those insights via the SmartBarley platform with growers.

"Big data is here to stay," the McKnight Foundation's Cady says. The key question, she adds, is, "How do we use it?"

POSTED ON 03 Mar 2016 IN Business & Innovation Climate Oceans Science & Technology Science & Technology Sustainability Africa Africa Asia Central & South America North America 


I doubt that "Big Data" can reverse decades of soil degradation, loss of farm diversity and water pollution from chemical farming. Higher efficiency at industrial farms will not solve the problem. A new paradigm(actually an old one) of managing soil health will.
Posted by Evan Griswold on 03 Mar 2016

Saying the "Green Revolution" provided huge gains in agricultural production is much like you coming to my house and complaining you are cold. The "Green Revolution" response to that would be for me to set the house on fire. You and I could stand near the house for a period of time and be quite warm. Of course after the house was completely consumed we would have a bit of a problem to deal with, but hey, we were sure warm there for awhile. Not at all sure how "Big Data" is going to be a help in solving our problem.
Posted by Bill Kresge on 03 Mar 2016

Analytics is a good way of managing problems.
But not all types of problems could be managed
using analytics and big data. The underlying
premise while using analytics is that data and
information generated from data is a fair
representation of the cause and effect of the
system under consideration. In case of
agriculture the system becomes complex due to
its interaction with climate/weather. How crops
respond to climate and weather changes is
dynamic and it may not necessarily correspond
to their historical behavior pattern. Specially in
case where climate and weather is changing. The
way crop yields would vary in a varying climate
is, in my opinion, beyond analytics to tell us. Big
data is good but not good enough for every
Posted by Mihir Mathur on 04 Mar 2016

Hang on, I don't think the point of this article was Big
Data as a panacea for problems in agriculture.
Rather, the author seems to be pointing out that big
data is already a fundamental part of agribuisness.
It's a question over who has power over that data.
Big data can be a catalyst for existing power
dynamics, so the real question to me after reading
this article is how do we ensure that the power, and
consequently data analytics, is available to local
Posted by Rachel Wilkerson on 04 Mar 2016

The answer to our food problems isn't big data or big agriculture. Data driven agriculture doesn't address the problems in accessing healthy food imposed by a monetary system that is based on profit, not the health and welfare of global citizens. Food Waste is our real problem. "To date, humans have not yet developed agricultural systems that can continue to raise yields and reduce the environmental footprint of agriculture concomitantly,” says Kenneth Cassman, an agronomist at the University of Nebraska. This statement is absurdly inaccurate. Vertical farming systems and indoor agriculture methods both continue to raise yields while reducing the environmental impact of growing edible food for human consumption. Aeroponics, hydroponics, and other closed loop systems provide fresh and sustainable food without the externalities (like pollution, pesticides, deforestation, soil erosion) of big ag. The answer is to reverse trends away from bigger (and too big to fail...) which creates more control for corporations and less control for people. The most logical next step in farming and gardening is a freedom vertical garden movement where everyone in every home learns to grow their own food in a sustainable vertical garden, thereby reducing waste in the current system where food is lost and thrown away due to storage, transportation, spoilage, damage and other factors that are all removed when we grow our own food...
Posted by Adrian on 05 Mar 2016

Agriculture sustainability is no longer just a
technical, scientific, corporate policy or political
problem, but has evolved into a complex social
governance issue.

Shared Governance for Sustainable Working
Landscapes due out in August 2016 describes the
inclusive platform.
Posted by Timothy Gieseke on 19 Mar 2016


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John Roach is a Seattle-based journalist. He has contributed to National Geographic News since 1998 and spent the past five years covering technology, science, and the environment in blogs, news stories, and features for NBC News Digital. He formerly was on the staff of the Environmental News Network.



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