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    <title>Data Management</title>
    <link>https://www.agweb.com/topics/data-management</link>
    <description>Data Management</description>
    <language>en-US</language>
    <lastBuildDate>Fri, 10 Apr 2026 11:01:00 GMT</lastBuildDate>
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      <title>4 Ways to Use Artificial Intelligence to Give Your Farm A New Edge</title>
      <link>https://www.agweb.com/news/business/4-ways-use-artificial-intelligence-give-your-farm-new-edge</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Artificial Intelligence tools are at our fingertips and are amazingly efficient at what they do. Let me give you a few examples.&lt;br&gt;
    
        &lt;h2&gt;1. From Spreadsheets to Custom Apps&lt;/h2&gt;
    
        Our flagship 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.farmprofitmanager.com/" target="_blank" rel="noopener"&gt;Farm Profit Manager tool&lt;/a&gt;&lt;/span&gt;
    
         has always been Excel-based. It is easy to use, people like the format and it is visually appealing. Then Sam and Mack on the Ag View Solutions team spent a few days building an online app. The best part? We’ve made it completely free — with the help of AI tools like Claude and ChatGPT. We can see the real value continues to be in the consulting relationship and the decisions it drives, not just the software. So we spent a few hundred dollars on something that would have cost tens of thousands — or even hundreds of thousands — with a traditional development team. Amazing, when you think about it.&lt;br&gt;
    
        &lt;hr/&gt;
    
        &lt;div class="cms-textAlign-center"&gt;&lt;b&gt;Free Management Tool: &lt;/b&gt;Farm Profit Manager is now completely free! 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.farmprofitmanager.com/" target="_blank" rel="noopener"&gt;&lt;b&gt;&lt;u&gt;Click here&lt;/u&gt;&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
         for the online tool or spreadsheet.&lt;/div&gt;
    
        &lt;hr/&gt;
    
        &lt;br&gt;
    
        &lt;h2&gt;2. The $20-a-Month Software Developer&lt;/h2&gt;
    
        A wide range of tools are available to make this happen — Claude, ChatGPT, Grok and Copilot are some of the major ones. Upload a spreadsheet and give it a prompt like: “I want you to build an amazing UI (user interface) and UX (user experience) for this tool. Make it a web-based app I can run on my phone or computer. Fix any errors and make sure it is polished.” Give it a few minutes and watch as it writes code and builds the app right in front of you. You may need a few tweaks, but the results will be remarkably good.&lt;br&gt;&lt;br&gt;&lt;br&gt;
    
        &lt;h2&gt;3. Automate the Mundane&lt;/h2&gt;
    
        Think of every mundane paperwork task you do and ask yourself if AI can do it better. I scanned all of my corn load tickets into a single file, uploaded it to Claude and told it to build me a spreadsheet of all loads to reconcile against my payouts. I proofread, made a few minor adjustments and reconciled 100 loads in 30 minutes — with a clean document to reference in the future. That would’ve taken me half a day in the office before.&lt;br&gt;
    
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        &lt;h2&gt;4. Your Instant Digital Assistant&lt;/h2&gt;
    
        Connect Claude Cowork or Microsoft Copilot to your documents. Connect your documents into a smart filing system that can learn your operation and serve as your instant assistant.&lt;br&gt;&lt;br&gt;A few other practical applications:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-b18946c2-2dcf-11f1-9a2e-4b6d4876eebc"&gt;&lt;li&gt;Build your own board of advisers&lt;/li&gt;&lt;li&gt;Finally build that farm website&lt;/li&gt;&lt;li&gt;Create a strategic plan for your farm (email me for the tool)&lt;/li&gt;&lt;/ul&gt;Pro Tip: Download a tool like Wispr Flow — just push a button, speak to your phone or computer, and it transcribes your prompt perfectly. Hit ‘go’ and watch Claude or any of these tools build amazing things.&lt;br&gt;&lt;br&gt;The future is now — learn these tools, or your operation will get left behind.
    
&lt;/div&gt;</description>
      <pubDate>Fri, 10 Apr 2026 11:01:00 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/4-ways-use-artificial-intelligence-give-your-farm-new-edge</guid>
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      <title>Inside The Tax Return of Your Farm's Future</title>
      <link>https://www.agweb.com/news/business/inside-tax-return-your-farms-future</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        The traditional process of preparing agricultural tax returns has long been defined by manual data entry and the complex reconciliation of income. However, the integration of artificial intelligence into financial systems is ushering in a more sophisticated era of tax management. For the modern farm, the future of filing lies in a seamless pipeline where software handles the heavy lifting of data organization, leaving the high-level strategy to human experts.&lt;br&gt;
    
        &lt;h2&gt;Comprehensive Data Integration&lt;/h2&gt;
    
        The foundation of a modern tax return is the accounting system. Platforms like QuickBooks, Xero or specialized farm management software are becoming increasingly autonomous. In the near future, these AI agents will do more than simply record expenses; they will analyze them in real-time.&lt;br&gt;&lt;br&gt;With direct links to bank feeds and digital invoices, AI can categorize expenditures with precision. It can distinguish between capital investments, such as machinery or land improvements, and standard operating costs like seed and fuel. This continuous synchronization means by the end of the fiscal year, the financial records are already in a format that mirrors the requirements of a tax return.&lt;br&gt;
    
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        &lt;h2&gt;Automated Document Reconciliation&lt;/h2&gt;
    
        A significant portion of tax preparation involves matching — ensuring the farm’s internal records align with the documents issued by third parties. A preparer of a farm tax return may spend more time making sure all of the income is in the right box then planning to optimize the income tax level.&lt;br&gt;&lt;br&gt;AI is uniquely suited to handle this high-volume verification. The system can automatically ingest Form 1099-PATR (cooperative distributions), 1099-G (government subsidies) and other Form 1099s and W-2s and verify them against recorded deposits.&lt;br&gt;&lt;br&gt;If a document is missing or a figure does not match the ledger, AI identifies the specific discrepancy immediately, allowing for a targeted correction rather than a manual search through months of records.&lt;br&gt;
    
        &lt;h2&gt;The Role of Human Oversight&lt;/h2&gt;
    
        While AI provides the technical framework for the return, the final stage remains firmly in human hands. Once the software has mapped the data to the appropriate tax schedules, it produces a comprehensive draft for professional review.&lt;br&gt;&lt;br&gt;This allows the farmer or a tax consultant to transition from a data entry role to a strategic advisory role. Instead of spending hours verifying line items, the human reviewer can focus on critical tax planning decisions including accelerated depreciation choices or income averaging that require professional judgment and an understanding of the farm’s long-term goals.&lt;br&gt;&lt;br&gt;The result is a more accurate, defensible and efficient tax filing process. By automating the clerical aspects of the return, AI allows agricultural producers to maintain focus on their operations while ensuring full compliance with the evolving tax laws.
    
&lt;/div&gt;</description>
      <pubDate>Thu, 09 Apr 2026 12:59:16 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/inside-tax-return-your-farms-future</guid>
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      <title>How One Mississippi Farmer Turned Data Into $330K in Fertilizer Savings</title>
      <link>https://www.agweb.com/news/business/technology/how-one-mississippi-farmer-turned-data-330k-fertilizer-savings</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        As the planter rolls across a Mississippi Delta field, row by row, it’s making split-second decisions on how much fertilizer to apply, where to apply it and where to apply nothing at all — a task that’s doesn’t require any second-guessing.&lt;br&gt;&lt;br&gt;The decisions aren’t happening by instinct nor by habit. The planting and fertilizer decisions on this farm are all driven by data.&lt;br&gt;&lt;br&gt;For Adron Belk, who farms in the Delta’s rich soils of Sunflower County, that shift — from gut feel to data-driven execution — isn’t just about efficiency. It’s about survival in a tight-margin environment, and ultimately, about profitability.&lt;br&gt;&lt;br&gt;“This whole field, see how it’s calling for 8 gallons right there? It tells it the target. We’re looking for 8 gallons of fertilizer, and it’s putting out real close to 8 gallons,” Belk says as he’s making a planting pass through the field. “There’s areas in the field where it calls for none. So where it calls for none, it actually cuts it off on its own.”&lt;br&gt;&lt;br&gt;On this farm, data doesn’t sit in a spreadsheet. It moves. It acts. It makes decisions in real time as equipment moves across the field.&lt;br&gt;That level of precision means decisions aren’t just guided by data, but automated with every pass.&lt;br&gt;&lt;br&gt;“Where our phosphorus and zinc levels are low, the starter system turns on and it applies it. And where the phosphorus and zinc levels are adequate, it cuts it all and don’t put anything,” he says.&lt;br&gt;
    
        &lt;h2&gt;A Farm That Functions Like a Test Plot&lt;/h2&gt;
    
        Every acre Belk farms doubles as a testing ground. Every pass is an experiment. Every season is another opportunity to learn something new.&lt;br&gt;&lt;br&gt;That mindset even extends to what he plants.&lt;br&gt;&lt;br&gt;“I have never planted cotton on my own. My dad was a cotton farmer until 2007, when he quit growing cotton. We’re going to plant just a little bit this year though, about 130 acres. We’re going to get it custom picked. We’re just really planting the cotton to get a little bit of experience with it on a very, very small amount of acres. I believe it’s the tool I need to have in my toolbox for the future. And right now, I don’t have that tool,” he says.&lt;br&gt;&lt;br&gt;At a time when many farmers are moving away from cotton, Belk is moving toward it.&lt;br&gt;&lt;br&gt;“Some would say I’m just a glutton for punishment, I guess,” Belk says as he laughs. &lt;br&gt;
    
        &lt;h2&gt;A First Generation Farmer&lt;/h2&gt;
    
        Belk’s approach to farming didn’t come from following a playbook. In fact, it started with the opposite.&lt;br&gt;&lt;br&gt;“I’m a first generation/second generation farmer,” he says. “My dad does farm, but we do not farm together.”&lt;br&gt;&lt;br&gt;That decision for Belk to farm on his own was intentional from the start.&lt;br&gt;&lt;br&gt;“My dad came through the 1980s. He just had a passion for it — worked really hard, started off with with almost nothing,” Belk explains. “And he did really well, and he knew all the lessons that he had to learn from being on his own, and mainly from messing stuff up on his own and learning. He knew how valuable that was. And he just really wanted us to always enjoy each other’s company and never have work come in between us or our family.”&lt;br&gt;&lt;br&gt;So when Belk wanted to farm, his father gave him guidance — but not a safety net.&lt;br&gt;&lt;br&gt;“He said, ‘I’ll give you all the advice you want,’ but he said it’s going to be beneficial if you do it on your own,” Belk remembers. &lt;br&gt;&lt;br&gt;Belk took that to heart, starting his own farming operation by renting a few hundred acres while still in college. And like many young farmers, he learned by trial and error.&lt;br&gt;&lt;br&gt;“I have made a lot of mistakes, and if I would have been farming with my dad, I probably wouldn’t have learned from those mistakes. I probably wouldn’t have had the opportunity to make them to learn on my own,” Belk says. “The mistakes I’ve made have taught me more than the things that I’ve done right, for sure.”&lt;br&gt;
    
        &lt;h2&gt;No Silver Bullet — Just Small Gains&lt;/h2&gt;
    
        While Belk admits he’s learned the hard way and made plenty of mistakes, in an industry often searching for big breakthroughs, Belk focuses on incremental wins.&lt;br&gt;&lt;br&gt;“I think in farming, we’re all looking for that silver bullet that is going to get you 15, 20 bushels more per acre. But most of those big yield gains like that have already been discovered or have already been done, and so it’s very hard to find those silver bullets,” Belk says. “So, we are really tailoring our farm to finding the 2-, the 3-, the 5-bushel [per acre] differences,” he says.&lt;br&gt;
    
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        That mindset is what led him deeper into data.&lt;br&gt;&lt;br&gt;“We started really trying to look at data. And when we first started, I thought we were doing it right. I thought were interpreting things the right way. And then realized that we really needed to be going a little deeper,” he says.&lt;br&gt;
    
        &lt;h2&gt;Data Into Decisions&lt;/h2&gt;
    
        That realization led Belk to work with Chad Swindoll, founder of J19 Agriculture, to bring a more advanced level of analysis to the farm.&lt;br&gt;&lt;br&gt;“He is very honed in on how to analyze data. And working with him has really brought a whole new perspective to ‘Not only now that we have this data, how do we analyze it? And then once we analyze, what do we do with it?’” he says.&lt;br&gt;&lt;br&gt;For Swindoll, that last question — What do you do with it? — is where many farms fall short.&lt;br&gt;&lt;br&gt;“There’s lack of implementation on the farm,” Swindoll explains. “There’s a lot of technology that’s available. I mean, we’re with the United States. We’re a very sophisticated production agriculture, but the execution and implementation piece on taking the information that the technology will provide — and then using it to really make a decision beyond just something that looks cool or sounds cool — but really driving change on the farm, that’s very lacking,” he says.&lt;br&gt;
    
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        When Swindoll started working with Belk, he quickly realized Belk is different in not only the way he farms, but how he thinks about farming. What sets Belk apart, Swindoll says, is his willingness to act.&lt;br&gt;&lt;br&gt;“He does a very good job of collecting the things that we need to make those decisions, and then if if the information is telling us we need this or that, he does,” Swindoll says.&lt;br&gt;&lt;br&gt;Swindoll says Belk is a good executive, and that ability to not only know what needs to be done, but then implement it, is something that’s fueling Belk’s success. &lt;br&gt;&lt;br&gt;“That’s something that I try to emphasize and talk about a lot in our industry and with my customers and non-customers. The farmer is the CEO, and an executive’s job is to make decisions,” Swindoll says. “And so we can get hung on a fence and make no progress. At some point, you have to move. And to be a good executive, it goes back to having the right pieces of information and the willingness to act.”&lt;br&gt;&lt;br&gt;Swindoll says it also takes courage to do something different than what everybody else is doing.&lt;br&gt;&lt;br&gt;“It’s not easy, because some of the things that we’ve found over the years are contrary to what we have been taught or told,” he says.&lt;br&gt;
    
        &lt;h2&gt;A $330,000 Turning Point&lt;/h2&gt;
    
        That willingness to trust the data — and act on it — led to one of the biggest financial shifts on the farm.&lt;br&gt;&lt;br&gt;“About three or four years ago, we started really letting the data, we started analyzing the data and looking at it. And what we started seeing is, we were spending a lot of this money on fertilizer, and we didn’t really know if we’re getting a return out of it,” Belk says.&lt;br&gt;&lt;br&gt;The result was a major change in how fertilizer was applied and how much was used.&lt;br&gt;&lt;br&gt;“Three years ago, we cut about $330,000 out of our fertilizer budget that I would not have done without good sound data that we trusted,” Belk says. “Now, it took me a little while to get to that, to understand it. Then having J19 really run statistical data and showing us what was real and what was not. When you realize you cut $330,000 out of a fertilizer budget, and you still made the equivalent yields, that’s pretty eye-opening,” he says.&lt;br&gt;
    
        &lt;h2&gt;Finding Yield in the Details&lt;/h2&gt;
    
        While something like fertilizer savings have added major cost-savings to their farm, sometimes, the biggest gains come from the smallest adjustments. That includes what the data told them about tire pressure. &lt;br&gt;&lt;br&gt;“Because we grow everything in the Delta on a raised bed, in between the tires it really pinches that row. We started noticing where we would run 20 lb. of air where the tire would kind of squat, it was pinching the row more, and we were getting more compaction under the tractor,” Belk says. “In some cases, it was costing anywhere from 10 to 17 bushels of yield on the rows just up under the tractor,” he says.&lt;br&gt;&lt;br&gt;That prompted Belk to boost tire pressure to 30 lb. or air. &lt;br&gt;
    
        &lt;h2&gt;Rethinking the Playbook&lt;/h2&gt;
    
        On Belk’s farm, the field itself has become the ultimate teacher.&lt;br&gt;&lt;br&gt;“That field is our textbook,” Swindoll says. “That’s kind of how we do this. If you read something in a book and it doesn’t line up, I think it was William Albrecht who said, ‘If you observe nature, and the textbook doesn’t agree, then you throw the textbook away.’ And we’ve had to do that in some cases.”&lt;br&gt;&lt;br&gt;That philosophy carries through every decision Belk makes.&lt;br&gt;&lt;br&gt;“Actually, my dad always told me, ‘Never tell somebody who asks you why you’re doing something, to tell them because your daddy did it.’ You know times change. I mean, we’re in a whole different world right now than we were even 5 years ago, especially 10 years ago. And so I feel like agriculture is changing very fast. I feel like we’ve got to learn to adapt and adopt really fast. Doing all this stuff has allowed us to stay kind of current with the changes in agriculture. It’s allowed us stay current with new products, with new things,” he says.&lt;br&gt;
    
        &lt;h2&gt;The New Equation for Farming&lt;/h2&gt;
    
        Farming has always involved risk. Whether it’s weather, markets or input costs, none of it is guaranteed.&lt;br&gt;&lt;br&gt;But on this Mississippi Delta farm, the approach to risk is changing. It’s no longer just about taking chances. It’s about measuring them. Testing them. Understanding them. And ultimately, deciding which ones are worth it.&lt;br&gt;&lt;br&gt;Because in today’s agriculture, that difference between guessing and knowing, may be what separates farmers who keep up from those who get ahead.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 01 Apr 2026 20:19:18 GMT</pubDate>
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      <title>Cultivating Trust: How the Agriculture Industry is Bridging the AI Adoption Gap</title>
      <link>https://www.agweb.com/news/machinery/cultivating-trust-how-agriculture-industry-bridging-ai-adoption-gap</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        For California farmer Joe Del Bosque 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/topics/artificial-intelligence" target="_blank" rel="noopener"&gt;&lt;u&gt;artificial intelligence&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         was once a foreign concept. Today, he uses AI for autonomous weed control and water management.&lt;br&gt;&lt;br&gt;According to 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.mckinsey.com/industries/agriculture/our-insights/from-bytes-to-bushels-how-gen-ai-can-shape-the-future-of-agriculture" target="_blank" rel="noopener"&gt;&lt;u&gt;McKinsey &amp;amp; Company analysis&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , AI can create economic value by improving labor and input costs as well as yield to the tune of $100 billion and by increasing sales and productivity by as much as $150 billion across the agriculture industry. However, most farmers continue to approach AI with a mixture of cautious optimism and skepticism.&lt;br&gt;&lt;br&gt;“We have increasing costs all the time, we have challenges with pests and with the climate, so we’re looking for AI to help us,” says Del Bosque, who grows cantaloupe, watermelon, honeydew and Galia melons on 2,000 acres.&lt;br&gt;&lt;br&gt;It’s crucial for farmers and technology companies to come together to find solutions for some of agriculture’s most pressing concerns with AI, he adds.&lt;br&gt;&lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-df0000" name="html-embed-module-df0000"&gt;&lt;/a&gt;


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        &lt;h2&gt;&lt;b&gt;Building Trust Through In-Field Results&lt;/b&gt;&lt;/h2&gt;
    
        In her work as chief product officer for 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.avalo.ai/" target="_blank" rel="noopener"&gt;&lt;u&gt;Avalo, Inc&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , a crop development company creating climate-resilient crops, Rebecca White recognizes the investment price tag for technology is a significant barrier for producers. For example, autonomous and robotic systems can cost hundreds of thousands to a million dollars per unit, she says.&lt;br&gt;&lt;br&gt;That financial scope can heighten caution around new technology – a point addressed at the recent 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://worldagritechusa.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;World Agri-Tech&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         event. As industry leaders emphasize, for trust to form, the technology must first prove its reliability in the field.&lt;br&gt;&lt;br&gt;
    
        &lt;h2&gt;&lt;b&gt;Bridging the Gap Between Data and Action&lt;/b&gt;&lt;/h2&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.fastcompany.com/91508274/why-the-industry-that-feeds-8-billion-people-still-cant-read-its-own-data" target="_blank" rel="noopener"&gt;&lt;u&gt;AI requires data&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         – and lots of it. The council for 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://publications.cast-science.org/CAST/en/article/view/4/6" target="_blank" rel="noopener"&gt;&lt;u&gt;Agricultural Science and Technology&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         explains data is, “commonly fragmented, distributed, heterogeneous and incompatible,” which makes it challenging to use in a way that can be readily analyzed with AI.&lt;br&gt;&lt;br&gt;The real value in data lies in how it’s returned to the producer, says Ryan Gilbert, a consultant with 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.deeprootstrategies.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;Deep Root Strategies LLC&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , a company that drives innovation in agriculture through adopting new forms of technology.&lt;br&gt;&lt;br&gt;“The foundation [of success] is the data being generated by the companies selling the products and how they deliver that data to farmers to be able to use” Gilbert says. “The question is: What can AI do to actually increase the quality of the information and deliver it when the farmer wants it and in the format they want to achieve the outcomes they need to remain profitable?”&lt;br&gt;&lt;br&gt;
    
        &lt;h2&gt;Unlocking AI’s Potential Through Teamwork&lt;/h2&gt;
    
        &lt;br&gt;The next generation could play a role in building trust. At the 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://digitalag.illinois.edu/" target="_blank" rel="noopener"&gt;&lt;u&gt;Center for Digital Agriculture at the University of Illinois&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , Jessica Wedow says students are working on several projects that connect AI and agriculture. She says having one foot in each discipline could help form a stronger sense of trust.&lt;br&gt;&lt;br&gt;If you’re able to involve students who have an understanding of the problems in agriculture and the need for the end users – the farmers and the growers – when building AI-enabled tools that’s a win-win, Wedow explains.&lt;br&gt;&lt;br&gt;Fredy Diaz, deputy chief data officer for USDA, also believes collaboration, sharing research and insights, will strengthen the role of AI on the farm.&lt;br&gt;&lt;br&gt;“It is all about teamwork; we’re really big on a partnership between government, industry and academia. It’s something we practice almost every day in my office,” Diaz says.&lt;br&gt;&lt;br&gt;For example, USDA is working with students from various universities and Amazon Web Services to create technology that solves problems in real-world agriculture.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 19 Mar 2026 19:58:51 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/cultivating-trust-how-agriculture-industry-bridging-ai-adoption-gap</guid>
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      <title>Closing the Transparency Gap: Ag Data Group Updates Its Model Agreement</title>
      <link>https://www.agweb.com/news/business/closing-transparency-gap-ag-data-group-updates-its-model-agreement</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Technology moves fast. For example, five years ago, we were just seeing commercially available selective spraying machines in the U.S., now a handful of companies have hundreds of machines across the country.&lt;br&gt;&lt;br&gt;Changes in the industry were recognized by Ag Data Transparent, an industry group founded 10 years ago with the goal of bringing greater transparency for farmers and the industry in how data is used, collected and stored.&lt;br&gt;&lt;br&gt;As such, five years after ADT wrote and distributed its first Model Ag Data Use Agreement, they updated it late in 2025. 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agdatatransparent.com/model-agreement" target="_blank" rel="noopener"&gt;It’s now available on their website&lt;/a&gt;&lt;/span&gt;
    
         for no fee.&lt;br&gt;&lt;br&gt;“A lot of companies would come to us and say: ‘We want to do things right, how do we do it? What’s the best way to go about collecting data from farmers?’” says Todd Janzen, administrator for the Ag Data Transparent project. “We created this model agreement that they could use as their primary contract with farmers.”&lt;br&gt;&lt;br&gt;He says in the past five years, it’s been downloaded hundreds of times.&lt;br&gt;&lt;br&gt;The committee that recently worked to update it included:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-d3344f82-f194-11f0-b107-6beeef11c33c"&gt;&lt;li&gt;a new category for sustainability data (carbon, conservation programs, and climate data)&lt;/li&gt;&lt;li&gt;a new category for usage data and how a farmer is using a platform&lt;/li&gt;&lt;li&gt;addressing artificial intelligence, adding derived data, which would be new data sets that are created based upon use of the ag data itself&lt;/li&gt;&lt;/ul&gt;“The agreement tries to be much more specific than others you see outside our industry,” Janzen says. “Also, it starts with a basic framework that a farmer owns the data.”&lt;br&gt;&lt;br&gt;Reflecting on the origin of the model agreement, Janzen remembers a time with many ag startups all collecting data individually. Since then, there’s been a shift, mostly due to consolidation but also businesses closing, where there are fewer players today.&lt;br&gt;&lt;br&gt;“Ag Data Transparent was created to first establish a set of core principles around what are the best practices for how data should be collected from farms,” Janzen says. “And then secondly, to do a certification or verification of which companies were adhering to those principles, by going through this voluntary certification process.”&lt;br&gt;&lt;br&gt;Nevertheless, tools to help farmers ensure transparency are important, he says.&lt;br&gt;&lt;br&gt;“What I understand, there still is a great deal of concern from farmers about what happens to all this data, and with advent of AI it started to reinvigorate a lot of these discussions about data and what does it mean for these AI models to use data, to train themselves,” Janzen explains.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 14 Jan 2026 22:20:43 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/closing-transparency-gap-ag-data-group-updates-its-model-agreement</guid>
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      <title>Maximize Yields and Savings with Proven Nutrient Strategies</title>
      <link>https://www.agweb.com/news/crops/crop-production/maximize-yields-and-savings-proven-nutrient-strategies</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        The outlook for fertilizer costs versus commodity prices for next season is a tough one for corn and soybean growers across the country.&lt;br&gt;With that fact in mind, we have compiled a number of our “best of” nutrient stories from 2025 for your consideration.&lt;br&gt;&lt;br&gt;Our hope is one or more of the following five articles will help you reduce expenses, reallocate resources and build a solid fertility program for the 2026 that works well for your crops and gives you some peace of mind in the process.&lt;br&gt;&lt;br&gt;&lt;b&gt;26 Ways To Cut Costs Without Sacrificing Yields&lt;/b&gt;&lt;br&gt;If you made deep cuts to your fertility program this season, are you considering whether you can cut even deeper next year?&lt;br&gt;&lt;br&gt;If so, be sure to check out this article:
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/26-ideas-cut-fertilizer-costs-2026" target="_blank" rel="noopener"&gt;&lt;b&gt; &lt;/b&gt;26 Ideas To Cut Fertilizer Costs In 2026&lt;/a&gt;&lt;/span&gt;
    
        .&lt;b&gt; &lt;/b&gt;It offers a variety of suggestions from agronomists and other farmers on where you might be able to reduce product use and reallocate resources.&lt;br&gt;&lt;br&gt;While there are no easy answers to address the cost of fertilizer and other inputs, having conversations with your suppliers and financial providers now can help you leverage your buying power and minimize potential impacts from marketplace uncertainties. For more insights, check out this article:&lt;b&gt; &lt;/b&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/navigate-2026-input-costs-proactive-strategy" target="_blank" rel="noopener"&gt;Navigate 2026 Input Costs with A Proactive Strategy&lt;/a&gt;&lt;/span&gt;
    
        .&lt;br&gt;&lt;br&gt;&lt;b&gt;Reallocate Nutrients And Still Support Yields&lt;/b&gt;&lt;br&gt;Farmers know that nitrogen is the main gas that fuels corn yields. Other macronutrients and micronutrients such as zinc, iron, and manganese also contribute to yield performance. Be sure to check out our article 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/corn/300-bushel-corn-has-big-appetite-n-p-and-k" target="_blank" rel="noopener"&gt;300-Bu. Corn Has a Big Appetite for N, P and K &lt;/a&gt;&lt;/span&gt;
    
        to learn more.&lt;br&gt;&lt;br&gt;If you’re looking specifically at how to make phosphorus more efficient, be sure to check out our Farm Journal Test Plot article on the topic: 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/7-tips-make-your-phosphorus-work-you" target="_blank" rel="noopener"&gt;7 Tips To Make Your Phosphorus Work For You&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;Every agronomist says to soil test your fields to make sure they are up to the challenge of delivering profitable yields in the most cost-effective way possible. While you’ve probably heard that advice a thousand times, it’s still valuable.That’s where this article comes into play, which features national corn yield champions’ perspective:&lt;b&gt; &lt;/b&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/corn/high-stakes-farming-economy-some-practices-still-deliver-roi" target="_blank" rel="noopener"&gt;In This High-Stakes Farming Economy, Some Practices Still Deliver ROI&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;For even more ideas on how to create a fertility plan best-suited to your needs, check out: &lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/4-rs-fertility" target="_blank" rel="noopener"&gt;&lt;b&gt;The 4Rs of Fertility&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;Focus on fertility to prevent pollution and boost profits.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/challenge-nitrogen" target="_blank" rel="noopener"&gt;&lt;b&gt;The Challenge of Nitrogen&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;In your quest for high yields, nothing is more crucial, or more difficult, than managing corn’s most important nutrient.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/moving-target" target="_blank" rel="noopener"&gt;&lt;b&gt;A Moving Target&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;Preventing corn from going hungry requires balancing nitrogen and other factors, from year to year and field to field.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/great-escape" target="_blank" rel="noopener"&gt;&lt;b&gt;The Great Escape&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;Stabilizers and controlled-release products help keep the Houdini of nutrients where your crop needs it.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/lime-light" target="_blank" rel="noopener"&gt;&lt;b&gt;In the “Lime” Light&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;Correct acidity to create diverse microbial populations, which decompose residue and release soil nutrients.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/potassium-insight" target="_blank" rel="noopener"&gt;&lt;b&gt;Potassium Insight&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;Drought emphasizes the value of this vital nutrient.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Tue, 23 Dec 2025 15:08:37 GMT</pubDate>
      <guid>https://www.agweb.com/news/crops/crop-production/maximize-yields-and-savings-proven-nutrient-strategies</guid>
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      <title>Don't End Up In The Ditch! Update Your GPS Guidance Lines For 2026</title>
      <link>https://www.agweb.com/news/business/technology/dont-end-ditch-update-your-gps-guidance-lines-2026</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Farmers who use a local RTK network or state-run Real Time Network (RTN) — 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://iowadot.gov/consultants-contractors/design/iowa-real-time-network" target="_blank" rel="noopener"&gt;Iowa&lt;/a&gt;&lt;/span&gt;
    
         and 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.transportation.ohio.gov/working/engineering/cadd-mapping/survey/cors-rtn" target="_blank" rel="noopener"&gt;Ohio&lt;/a&gt;&lt;/span&gt;
    
         both offer these signals — for auto steer and GPS guidance systems will need to recapture new GPS coordinates for field boundaries and A-B lines before spring planting.&lt;br&gt;&lt;br&gt;That’s because The National Geodetic Survey (NGS) will soon replace two outdated reference frames, NAD 83 and NAVD 88, with a new corrections datum. The shift could knock your current A-B lines and GPS field boundaries off by anywhere from 1 to 4 meters, according to a pair of Iowa State University Extension precision ag specialists. &lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-5c0000" name="html-embed-module-5c0000"&gt;&lt;/a&gt;


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        The Ohio State University Extension and FABE professor Dr. John Fulton 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/technology/new-gps-datum-coming-what-it-means-farmers" target="_blank" rel="noopener"&gt;issued a similar warning last fall at the Ohio Farm Science Review.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://crops.extension.iastate.edu/post/what-you-need-know-about-2026-datum-shift-gps" target="_blank" rel="noopener"&gt;Iowa State University precision ag engineer Luke Fuhrer and digital Extension specialist Doug Houser say&lt;/a&gt;&lt;/span&gt;
    
         farmers using a major commercial satellite RTK network, such as those offered by John Deere and Trimble, should be OK for 2026.&lt;br&gt;&lt;br&gt;Farmers who need to make quick updates to field boundaries or A-B lines, or check on the potential impact to existing telematics data this winter, are being told to use the 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://geodesy.noaa.gov/NCAT/" target="_blank" rel="noopener"&gt;free NGS Coordinate Conversion and Transformation Tool (NCAT)&lt;/a&gt;&lt;/span&gt;
    
         to shift their GPS coordinates from NAD 83/NAVD 88 to NATRF2022.&lt;br&gt;&lt;br&gt;Fuhrer and Houser also want you to consider:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;Physically recollecting GPS coordinates for field boundaries, control points or benchmarks using a system aligned to the new datum.&lt;/li&gt;&lt;li&gt;Recalculating your historical data using updated reference points or transformation software.&lt;/li&gt;&lt;/ul&gt;
    
        &lt;h3&gt;&lt;b&gt;Example Scenario&lt;/b&gt;&lt;/h3&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(John Deere/Mel Koltai)&lt;/div&gt;&lt;/div&gt;
    
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        The Iowa State researchers share the following scenario as an example of a farmer who will need to make updates before spring planting:&lt;br&gt;&lt;br&gt;“A farmer in eastern Iowa has been using a local RTK base station tied to NAD 83 to map field boundaries with sub-inch accuracy to avoid a neighbor’s fence line.&lt;br&gt;&lt;br&gt;“After 2026, the new NATRF2022 datum will shift those GPS-defined boundaries by several feet. While the fence hasn’t moved, the guidance lines will now show up partially in the neighbor’s field. Without correction, auto-steer will drift across actual property lines.”&lt;br&gt;&lt;br&gt;Before spring 2026, Fuhrer and Houser want this farmer to:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;Back up all current GPS files and data.&lt;/li&gt;&lt;li&gt;Talk to his/her equipment dealer about firmware updates or new coordinate system support.&lt;/li&gt;&lt;li&gt;Use NCAT or dealer-provided tools to test a few key points and see how much they move.&lt;/li&gt;&lt;li&gt;Consider a quick resurvey for high-value areas.&lt;/li&gt;&lt;/ul&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-f30000" name="html-embed-module-f30000"&gt;&lt;/a&gt;


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        For more info, check out the 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://geodesy.noaa.gov/datums/newdatums/GetPrepared.shtml" target="_blank" rel="noopener"&gt;NGS “Get Prepared” resource here&lt;/a&gt;&lt;/span&gt;
    
        .
    
&lt;/div&gt;</description>
      <pubDate>Fri, 10 Oct 2025 16:53:33 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/dont-end-ditch-update-your-gps-guidance-lines-2026</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/9afaf35/2147483647/strip/true/crop/1200x857+0+0/resize/1440x1028!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F42%2Fb5%2F6c55433340ea84e0c51384409b16%2Fsatellites-gps-signals-space.jpg" />
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      <title>Tips And Tech Tools To Take The Sting Out Of Harvesting A Highly Variable Corn Crop</title>
      <link>https://www.agweb.com/news/crops/harvest/tips-and-tech-tools-take-sting-out-harvesting-highly-variable-corn-crop</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Are you harvesting high-moisture corn this fall, and did that same corn experience significant foliar disease pressure? If the 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/indiana-and-nebraska-crop-tour-numbers-reveal-variable-crops-due-weath" target="_blank" rel="noopener"&gt;variable conditions crop scouts noted&lt;/a&gt;&lt;/span&gt;
    
         on Farm Journal’s Pro Farmer Crop Tour 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/corn/west-central-illinois-farmer-says-corn-yields-are-down-20-30-bu-acre-last-year" target="_blank" rel="noopener"&gt;hold true for most of the Corn Belt&lt;/a&gt;&lt;/span&gt;
    
        , then the answer to both of those questions is likely “yes” — and that means you will need to adjust your harvest workflow.&lt;br&gt;&lt;br&gt;Here are some tips and technologies to help get this crop off as efficiently and stress-free as possible, and then keep it in good condition until you’re ready to sell it:&lt;br&gt;&lt;br&gt;&lt;b&gt;Plan For Success&lt;/b&gt;&lt;br&gt;The first shift you need to consider is the sequence in which you harvest your fields. If you have a field that was inundated with higher disease pressure than others, and the crop is still standing, you want to prioritize that one over fields where the visual symptoms of disease pressure are not as widespread.&lt;br&gt;
    
        &lt;hr/&gt;
    
        &lt;div class="cms-textAlign-center"&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/soybeans/maximize-soybean-yields-harvesting-week-could-be-key" target="_blank" rel="noopener"&gt;&lt;b&gt;&lt;i&gt;Related: Maximize Soybean Yields — Harvesting This Week Could Be Key&lt;/i&gt;&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;/div&gt;&lt;div class="cms-textAlign-center"&gt;&lt;/div&gt;“It’s just [a matter of] expediting the process and getting that infected field harvested quicker than what you had anticipated, which a lot of times comes with higher moisture corn,” says Tyler Kilfoil, digital bin manager, AGI.&lt;br&gt;&lt;br&gt;&lt;b&gt;Calibrate Yield Monitors&lt;/b&gt;&lt;br&gt;
    
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    &lt;img class="Image" alt="Yield monitor by Darrell Smith" srcset="https://assets.farmjournal.com/dims4/default/81a3a83/2147483647/strip/true/crop/840x600+0+0/resize/568x406!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2022-10%2FCombine-2021-DarrellSmith.jpg 568w,https://assets.farmjournal.com/dims4/default/a59a197/2147483647/strip/true/crop/840x600+0+0/resize/768x549!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2022-10%2FCombine-2021-DarrellSmith.jpg 768w,https://assets.farmjournal.com/dims4/default/49d638c/2147483647/strip/true/crop/840x600+0+0/resize/1024x732!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2022-10%2FCombine-2021-DarrellSmith.jpg 1024w,https://assets.farmjournal.com/dims4/default/31d14a7/2147483647/strip/true/crop/840x600+0+0/resize/1440x1029!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2022-10%2FCombine-2021-DarrellSmith.jpg 1440w" width="1440" height="1029" src="https://assets.farmjournal.com/dims4/default/31d14a7/2147483647/strip/true/crop/840x600+0+0/resize/1440x1029!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2022-10%2FCombine-2021-DarrellSmith.jpg" loading="lazy"
    &gt;


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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Yield monitor by Darrell Smith&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Darrell Smith)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
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        Farm Journal Field Agronomist Ken Ferrie is worried some farmers might “get into depressed mode” and skip over yield monitor calibrations this fall. Even if yields appear to be below your expectations, Ferrie says these yield maps will be valuable in the years to come. So, get that yield monitor calibrated.&lt;br&gt;&lt;br&gt;“Even if the yield [data] is depressing, get a good spatial calibration on that yield monitor for both beans and corn,” Ferrie says. “So, when we sit back and the combine is in the shed, we can go through all this data, and it’ll help us make some decisions.”&lt;br&gt;&lt;br&gt;This year’s data could be particularly useful because it has been such a difficult year, agronomically speaking.&lt;br&gt;&lt;br&gt;“There’ll be things that show up [in the data] that you don’t see every year, and those yield maps are going to be key,” he says. “That’s the data we need. [It’s] going to help you make decisions not only next year, but for years after.”&lt;br&gt;&lt;br&gt;&lt;b&gt;Combine Automation Can Help&lt;/b&gt;&lt;br&gt;
    
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    &lt;img class="Image" alt="Two men with a tablet in front of a John Deere vehicle." srcset="https://assets.farmjournal.com/dims4/default/774917d/2147483647/strip/true/crop/840x600+0+0/resize/568x406!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-04%2FPremiercrop2021_840x600%20%282%29.png 568w,https://assets.farmjournal.com/dims4/default/7aff472/2147483647/strip/true/crop/840x600+0+0/resize/768x549!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-04%2FPremiercrop2021_840x600%20%282%29.png 768w,https://assets.farmjournal.com/dims4/default/aff2e93/2147483647/strip/true/crop/840x600+0+0/resize/1024x732!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-04%2FPremiercrop2021_840x600%20%282%29.png 1024w,https://assets.farmjournal.com/dims4/default/bc04fb0/2147483647/strip/true/crop/840x600+0+0/resize/1440x1029!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-04%2FPremiercrop2021_840x600%20%282%29.png 1440w" width="1440" height="1029" src="https://assets.farmjournal.com/dims4/default/bc04fb0/2147483647/strip/true/crop/840x600+0+0/resize/1440x1029!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-04%2FPremiercrop2021_840x600%20%282%29.png" loading="lazy"
    &gt;


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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Two men with a tablet in front of a John Deere vehicle.&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Premier Crop Systems)&lt;/div&gt;&lt;/div&gt;
    
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        &lt;/div&gt;
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        Once you have a game plan for attacking your fall harvest and your yield monitor is set, there are new tools within some combines that can help manage variability from field to field.&lt;br&gt;&lt;br&gt;If you’re running a new John Deere combine (model year 2025 and up), consider using Predictive Ground Speed Automation (PGSA) and Harvest Settings Automation this fall, says John Deere combine specialist Tim Ford.&lt;br&gt;
    
        &lt;hr/&gt;
    
        &lt;div class="cms-textAlign-center"&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/harvest/5-yield-saving-combine-adjustments-touch-and-go-fall-harvest" target="_blank" rel="noopener"&gt;&lt;b&gt;&lt;i&gt;Related: 5 Yield-Saving Combine Adjustments For Touch-And-Go Fall Harvest&lt;/i&gt;&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;/div&gt;
    
        &lt;hr/&gt;
    
        PGSA is a sensing technology that serves as another set of eyes for the combine operator, scanning the crop continuously 28' ahead of the corn head. It reads crop height, biomass and can even detect downed crops. It will speed up where it sees lighter biomass and slow down and take its time in higher biomass.&lt;br&gt;&lt;br&gt;Harvest Settings Automation works in a similar fashion. The operator sets acceptable levels of grain loss in the combine controller, and then sensors within the machine will read the crop ahead and adjust things like header height and speed to make sure the combine harvests within your set parameters.&lt;br&gt;&lt;br&gt;“These two systems act as a teammate. We’re not taking the operator out of the cab. We’re using sensors, data and technology to take a heavy burden off the operator and put it on the automation,” Ford says.&lt;br&gt;&lt;br&gt;&lt;b&gt;Bin Ready? Set It And Forget It&lt;/b&gt;&lt;br&gt;
    
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            &lt;source type="image/webp"  width="1440" height="1028" srcset="https://assets.farmjournal.com/dims4/default/8948b5b/2147483647/strip/true/crop/4839x3456+0+0/resize/568x405!/format/webp/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 568w,https://assets.farmjournal.com/dims4/default/2222d67/2147483647/strip/true/crop/4839x3456+0+0/resize/768x548!/format/webp/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 768w,https://assets.farmjournal.com/dims4/default/0aa6780/2147483647/strip/true/crop/4839x3456+0+0/resize/1024x731!/format/webp/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 1024w,https://assets.farmjournal.com/dims4/default/10c8762/2147483647/strip/true/crop/4839x3456+0+0/resize/1440x1028!/format/webp/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 1440w"/&gt;

    

    
        &lt;source width="1440" height="1028" srcset="https://assets.farmjournal.com/dims4/default/6df5481/2147483647/strip/true/crop/4839x3456+0+0/resize/1440x1028!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg"/&gt;

    


    
    
    &lt;img class="Image" alt="Grain Bin By Lori Hays" srcset="https://assets.farmjournal.com/dims4/default/f0bb78c/2147483647/strip/true/crop/4839x3456+0+0/resize/568x405!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 568w,https://assets.farmjournal.com/dims4/default/a78f0c9/2147483647/strip/true/crop/4839x3456+0+0/resize/768x548!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 768w,https://assets.farmjournal.com/dims4/default/856bce9/2147483647/strip/true/crop/4839x3456+0+0/resize/1024x731!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 1024w,https://assets.farmjournal.com/dims4/default/6df5481/2147483647/strip/true/crop/4839x3456+0+0/resize/1440x1028!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg 1440w" width="1440" height="1028" src="https://assets.farmjournal.com/dims4/default/6df5481/2147483647/strip/true/crop/4839x3456+0+0/resize/1440x1028!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-05%2FGrain%20Bin%20Lori%20Hays.jpg" loading="lazy"
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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Grain Bin By Lori Hays&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(File Photo )&lt;/div&gt;&lt;/div&gt;
    
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        Once the crop is off, AGI’s Kilfoil says the next decision is figuring out what to do with it.&lt;br&gt;&lt;br&gt;“If it was high moisture when you picked it, that involves getting it down to a proper storage [moisture] level, maybe even running it through an eco-dryer to pull the moisture out of the corn,” he says. “From there, the final landing place is in the bin.”&lt;br&gt;&lt;br&gt;Once you have this highly variable crop dried down and nestled in the bin, you need visibility into how the grain itself takes to storage conditions, all while keeping a close eye on weather conditions outside the bin, too. That’s where a grain bin monitoring system with automation can pay off — freeing up your time and attention while the system does the checking for you. And it’s just 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/harvest/illinois-farmers-grain-bin-entrapment-turns-fatal-son-shares-tragic-story-save" target="_blank" rel="noopener"&gt;safer than manually checking bins.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;“Grain bin monitoring technology is your eyes inside your bank account,” Kilfoil says. “For guys who aren’t typically used to shelling higher moisture corn and storing higher moisture corn, a product like AGI’s Bin Manager lets you sleep in peace at night. It gives you eyes inside the bin, and it’s going to fully automate your system and help with that [storage] process and decision making.”&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/how-pro-farmer-2025-crop-estimates-compare-and-contrast-usda-expectati" target="_blank" rel="noopener"&gt;&lt;b&gt;Your next read:&lt;/b&gt; How Pro Farmer 2025 Crop Estimates Compare and Contrast With USDA Expectations&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;More harvest 2025 content:&lt;/b&gt; &lt;/h3&gt;
    
        &lt;ul class="rte2-style-ul"&gt;&lt;li&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/harvest/focus-corn-stalk-quality-maximize-harvest-results" target="_blank" rel="noopener"&gt;Focus On Stalk Quality To Maximize Harvest Results&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;li&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/harvest/ken-ferrie-scale-carts-are-important-backup-yield-monitors" target="_blank" rel="noopener"&gt;Ken Ferrie: Scale Carts Are An Important Backup For Yield Monitors&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;li&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/corn/last-ditch-fungicide-application-corn-could-save-yield-prevent-harvest-headaches" target="_blank" rel="noopener"&gt;Last-Ditch Fungicide Application In Corn Could Save Yield, Prevent Harvest Headaches&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;li&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/harvest/u-s-crop-getting-smaller" target="_blank" rel="noopener"&gt;Is the U.S. Corn and Soybean Crop Getting Smaller?&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;li&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/soybeans/8-soybeans-thats-reality-some-farmers-china-remains-absent-buying" target="_blank" rel="noopener"&gt;$8 Soybeans? That’s the Reality for Some Farmers as China Remains Absent From Buying&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;/ul&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 17 Sep 2025 18:19:16 GMT</pubDate>
      <guid>https://www.agweb.com/news/crops/harvest/tips-and-tech-tools-take-sting-out-harvesting-highly-variable-corn-crop</guid>
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