{"id":5542,"date":"2015-10-07T16:50:23","date_gmt":"2015-10-07T20:50:23","guid":{"rendered":"http:\/\/blogs.edf.org\/growingreturns\/?p=5542"},"modified":"2025-06-11T12:50:34","modified_gmt":"2025-06-11T16:50:34","slug":"how-to-overcome-big-datas-barriers","status":"publish","type":"post","link":"https:\/\/blogs.edf.org\/growingreturns\/2015\/10\/07\/how-to-overcome-big-datas-barriers\/","title":{"rendered":"How to overcome big data\u2019s barriers"},"content":{"rendered":"<figure id=\"attachment_5543\" aria-describedby=\"caption-attachment-5543\" style=\"width: 300px\" class=\"wp-caption alignright\"><a href=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/21842202345_e287f71cc9_b.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5543 size-medium\" src=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/21842202345_e287f71cc9_b-300x155.jpg\" alt=\"21842202345_e287f71cc9_b\" width=\"300\" height=\"155\" srcset=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/21842202345_e287f71cc9_b-300x155.jpg 300w, https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/21842202345_e287f71cc9_b.jpg 320w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><figcaption id=\"caption-attachment-5543\" class=\"wp-caption-text\">Credit: Flickr user <a href=\"https:\/\/www.flickr.com\/photos\/64894033@N05\/21842202345\">Marcos Gasparutti<\/a><\/figcaption><\/figure>\n<p>As I <a href=\"https:\/\/blogs.edf.org\/growingreturns\/2015\/10\/05\/ags-big-data-explosion-can-benefit-the-environment-too\/\" target=\"_blank\" rel=\"noopener noreferrer\">wrote<\/a> earlier this week, data analytics technology has the potential to dramatically change the way we produce food, making it more abundant <em>and <\/em>sustainable. But a number of obstacles remain.<\/p>\n<p>Here\u2019s how we can address some of the biggest challenges and hasten ag\u2019s big data revolution for the benefit of people and the planet.<\/p>\n<p><strong>1. Protecting privacy<\/strong><\/p>\n<p>Many growers have told me they are willing to share data \u2013 if they know exactly where it\u2019s going and how it will be used, and if they can benefit from the data analysis that occurs. However, big concerns remain about data being used for regulatory compliance purposes, given to rival farmers, or shared with seed and fertilizer companies that would gain a competitive advantage.<!--more--><\/p>\n<p>We don\u2019t need to reinvent the wheel to find solutions. Privacy concerns have long applied to fields such as taxes, retail sales data, and health records. We can and should learn from their experiences. For example, independent companies \u2013 rather than equipment, fertilizer, and seed companies \u2013 can manage data and ensure it stays in farmers\u2019 hands, while still providing aggregated knowledge that benefits everyone.<\/p>\n<p>Contracts and regulations around use and ownership are also essential. Last year, <a href=\"http:\/\/www.fb.org\/newsroom\/news_article\/188\/\" target=\"_blank\" rel=\"noopener noreferrer\">national ag groups met with big data companies<\/a> to establish data privacy principles that apply to agreements between farmers and technology providers.<\/p>\n<figure id=\"attachment_5545\" aria-describedby=\"caption-attachment-5545\" style=\"width: 300px\" class=\"wp-caption alignright\"><a href=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/5360553225_3eb43a9df3_b.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-5545\" src=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/5360553225_3eb43a9df3_b-300x200.jpg\" alt=\"Credit: Flick user Pete Prodoehl\" width=\"300\" height=\"200\" srcset=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/5360553225_3eb43a9df3_b-300x200.jpg 300w, https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/5360553225_3eb43a9df3_b.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><figcaption id=\"caption-attachment-5545\" class=\"wp-caption-text\">Credit: Flick user <a href=\"https:\/\/www.flickr.com\/photos\/35237092540@N01\/5360553225\" target=\"_blank\" rel=\"noopener noreferrer\">Pete Prodoehl<\/a><\/figcaption><\/figure>\n<p><strong>2. Integrating technologies so they speak the same language<\/strong><\/p>\n<p>Data connectivity between different platforms and tools is critical \u2013 but integration is largely lacking at this point. This limits adoption of precision agriculture tools and the ability to collect data at scale.<\/p>\n<p>Again, we can learn from other industries. 4G wireless, for example, was developed through a specialized agency of the United Nations to ensure collaboration and integration with the multitude of companies utilizing the technology. An independent or government body could do the same for agricultural technologies.<\/p>\n<p>Another emerging solution is the development of standardized application programming interfaces (APIs).\u00a0 APIs are building blocks developed to exchange data between systems. For example, APIs allow your smartphone to exchange data with an \u201capp\u201d to give you driving directions or download a boarding pass. Examples of APIs that are currently used for agriculture tools include: Google Maps, AccuWeather, and <a href=\"http:\/\/blogs.usda.gov\/2013\/12\/11\/dive-deeper-into-usda-data-with-new-apis\/#more-49113\" target=\"_blank\" rel=\"noopener noreferrer\">USDA\u2019s Economic Research Service<\/a>.<\/p>\n<p><strong>3. Reducing Complexity <\/strong><\/p>\n<p>Collecting and formatting data is complex \u2013 and can take a lot of time. Growers\u2019 data can include land records, seed receipts, weigh tickets, and yield monitors, to name a few. And most of the growers I\u2019ve met with have their records on paper. Even though <a href=\"https:\/\/blogs.edf.org\/growingreturns\/2015\/02\/11\/a-farmers-perspective-4-reasons-why-collecting-data-is-important\/\" target=\"_blank\" rel=\"noopener noreferrer\">collecting data is important<\/a> for economic and environmental reasons, getting started can be overwhelming.<\/p>\n<p>Two key questions can simplify the wild world of data:<\/p>\n<ul>\n<li>What data is most important for your operation? It\u2019s nearly impossible \u2013 and often unnecessary \u2013 to collect data on every aspect of farm management. Deciding what\u2019s most important to measure will narrow down your options for data collection.<\/li>\n<li>Is someone else already collecting the needed data? For example, weather stations can give farmers info on precipitation \u2013 one less data point to collect. Furthermore, this data has been standardized making it easy for companies to integrate.<\/li>\n<\/ul>\n<p>Fortunately, farmers don\u2019t need to go it alone. Ag retailers and crop advisors are farmers\u2019 primary source of counsel. According to Corn &amp; Soybean Digest, 50 percent of farmers want their local retailers to provide help to monitor soil health\u00a0and changes related to\u00a0cover crops.<\/p>\n<p><a href=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/Sustain-logo.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-medium wp-image-5547\" src=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/Sustain-logo-300x300.png\" alt=\"Sustain logo\" width=\"300\" height=\"300\" srcset=\"https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/Sustain-logo-300x300.png 300w, https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/Sustain-logo-150x150.png 150w, https:\/\/blogs.edf.org\/growingreturns\/wp-content\/blogs.dir\/52\/files\/2015\/10\/Sustain-logo.png 897w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>This means ag retailers can also help growers make sense of the plethora of big data and precision agriculture offerings. Programs like United Suppliers\u2019 <a href=\"http:\/\/www.sustain.ag\" target=\"_blank\" rel=\"noopener noreferrer\">SUSTAIN\u2122 platform<\/a>, which combines a set of proven, effective tools that improve nutrient-use efficiency and reduce soil erosion while enhancing productivity, are an effective way to support growers interested in data collection and sustainability. As part of the platform, ag retailers are trained on what data to collect in order to implement best practices for soil health and fertilizer efficiency \u2013 they then bring this information to the customers they serve.<\/p>\n<p>Overcoming these hurdles will facilitate collection of massive amounts of data that can be analyzed to improve farmers\u2019 bottom lines and benefit the environment.<\/p>\n<p><em>Related links<br \/>\n<\/em><br \/>\n<a href=\"https:\/\/blogs.edf.org\/growingreturns\/2015\/10\/05\/ags-big-data-explosion-can-benefit-the-environment-too\/\" target=\"_blank\" rel=\"noopener noreferrer\">Ag&#8217;s big data explosion can benefit the environment, too<br \/>\n<\/a><a href=\"https:\/\/blogs.edf.org\/growingreturns\/2015\/02\/11\/a-farmers-perspective-4-reasons-why-collecting-data-is-important\/\" target=\"_blank\" rel=\"noopener noreferrer\">A farmer&#8217;s perspective: 4 reasons why collecting data is important<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As I wrote earlier this week, data analytics technology has the potential to dramatically change the way we produce food, making it more abundant and sustainable. But a number of obstacles remain. Here\u2019s how we can address some of the biggest challenges and hasten ag\u2019s big data revolution for the benefit of people and the &#8230;<\/p>\n","protected":false},"author":12145,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[120554],"tags":[234,54375,42756,63845,36786,61056,413,48,71659,421],"coauthors":[],"class_list":["post-5542","post","type-post","status-publish","format-standard","hentry","category-agriculture","tag-agriculture-tag","tag-big-data","tag-farmers","tag-food-production","tag-food-security","tag-soil-health","tag-sustainability","tag-technology","tag-united-suppliers","tag-usda"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/posts\/5542","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/users\/12145"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/comments?post=5542"}],"version-history":[{"count":1,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/posts\/5542\/revisions"}],"predecessor-version":[{"id":15452,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/posts\/5542\/revisions\/15452"}],"wp:attachment":[{"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/media?parent=5542"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/categories?post=5542"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/tags?post=5542"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/blogs.edf.org\/growingreturns\/wp-json\/wp\/v2\/coauthors?post=5542"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}