Maryland Sea Grants Offices will be closed January 26th—30th, 2026, due to forecasted inclement weather.

For the Farmer in Nebraska and the Lonely Buoy in the Middle of the Ocean

When I started my Knauss Marine Policy Fellowship, I found myself fixated on a single, somewhat specific question: How can we convince a farmer in Nebraska to care about a buoy floating in the middle of the Pacific Ocean?

On the surface, they seem worlds apart. One is standing on the edge of a cornfield in the Midwest, thinking about planting dates and fertilizer. The other is a piece of hardware thousands of miles away, beaten by freezing waves and completely alone in the middle of the ocean. It feels like a riddle, but as I dug into my research this year, I realized the answer wasn't a stretch at all. In fact, that farmer’s livelihood often depends entirely on that buoy.

One concept that really stuck with me this year is the “value chain.” It sounds like boring business jargon, but in the world of weather, it basically asks: How do we get from a single observation in the middle of the ocean to the application on your phone? We often think weather is local. We look out the window to see what’s happening here. But the atmosphere is a giant, chaotic fluid that wraps around the globe. The storm system that might flood a basement in Texas or water a field in Nebraska often starts its life days earlier, as a swirl of moisture and pressure over the ocean.

This is where the buoy comes in. My project this year was to look at the National Oceanic and Atmospheric Administration’s (NOAA) “Precipitation Prediction Grand Challenge." It’s a fancy name for a very urgent goal: figuring out how to stop getting surprised by extreme floods and droughts. To do that, I looked at the machinery behind our weather forecasts, specifically the Global Forecast System (GFS). 

A graphic illustrating the components of a standard NOAA buoy used to monitor ocean conditions. The graphic shows the buoy's anatomy above and below the water
The anatomy of a buoy. This illustration shows the complex array of sensors on a standard NOAA buoy. The instruments labeled wind speed, air pressure, and water temperature collect the raw data "ingredients" that are beamed via the antenna to supercomputers to power the Global Forecast System. Credit: Great Lakes Observing System (GLOS) / https://glos.org/observing/buoys/ (Visit link to enlarge graphic.)

You can think of the Global Forecast System as the "engine" that powers weather predictions worldwide. I found that this engine is hungry. It needs massive amounts of data to run correctly. If you feed it bad ingredients (poor data), you bake a bad cake (a bad forecast). My research found that one of the most critical "ingredients" for the GFS comes from ocean buoys. These floating sentinels measure things satellites sometimes miss—like the exact air pressure at the water’s surface or the heat rising off waves. 

The connection is surprisingly direct: The buoy in the ocean measures a drop in pressure or a spike in wind speed. That data is beamed to NOAA supercomputers, helping to correct the "initial conditions" of the GFS model. That model output then feeds into the "Excessive Rainfall Outlook," the map that tells emergency managers and farmers if extreme rain is coming. If that buoy isn't there, or if it’s broken, the model guesses. And when the model guesses about conditions in the Pacific, it might get the forecast wrong for the Great Plains three days later.

A graphic showing the journey of a data point from an ocean buoy to the global forecast system model to the excessive rainfall outlook forecast
This figure visualizes the journey of a data point: from the ocean buoy, into the Global Forecast System model, and finally to the forecast map used by farmers. Credit, left to right: Isabel Butler Viruet, 2016; Pivotal Weather GFS Model, https://www.pivotalweather.com/model.php?m=gfs&fh=loop&dpdt=&mc=; NOAA National Weather Service ERO forecast, https://www.wpc.ncep.noaa.gov/archives/web_pages/ero/ero.shtml 

This isn’t just about data points or computer servers; it’s about people. The ultimate goal of this "value chain" is to promote social and economic safety. When we talk about improving data, we are really talking about buying time. For a family in a flood zone, better data means an evacuation warning arrives hours earlier, giving them time to secure their home and get their children to safety. For the farmer in Nebraska, accurate data means knowing exactly when to harvest before a storm hits, securing the food supply and their family's income. We often focus on technology, but the real impact is human. It is the difference between a community that is caught off guard and a community that is prepared.

Coming into this fellowship, I was a biogeochemist with a very specific set of loves: baking, searching for antiques, tending to my chickens, and getting my hands dirty studying nitrogen and mud. I didn't spend my days thinking about weather models or the hardware floating in the deep ocean.

However, this experience has given me a profound new perspective. I have gone from focusing on the mud beneath my feet to having a deep appreciation for the vast, often invisible network of ocean observing systems that watch over us. I now understand that those lonely buoys are not just distant scientific instruments. They are the “guardians” that keep us safe, ensuring that a family on the coast has time to prepare for a storm, and that the farmer in Nebraska is well equipped to bring in a successful harvest.

Monitors at the NOAA Center for Weather and Climate Prediction “Ops Floor.”
Monitors at the NOAA Center for Weather and Climate Prediction “Ops Floor.” The monitor on the left displays GOES-East Air Mass Red-Green-Blue satellite imagery of a storm system off the US East Coast. The monitor on the right displays the morning nowcast for the Northeast on January 5, 2026. Credit: Isabel Butler Viruet

 

About Isabel Butler Viruet

Isabel Butler Viruet is a Knauss Marine Policy Fellow working with the Ocean Prediction Center and Office of Observations within the National Weather Service. She earned her PhD in January 2025, focusing her dissertation on floating wetlands and their potential for nitrogen removal in tidal waters. Butler Viruet is passionate about applied science, science communication, nitrogen, and baking, as well as her newfound appreciation for weather buoys.

Learn more about this student: /fellows/2025/isabel-butler-viruet

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