Crop Yield Data Strategies: Data-Driven Farming for More Efficient Analysis

Yield data is only useful when it’s accurate. Learn how to ensure your data is spot on.

Image of man in a field of soybean field with a tablet
Clean up field records, consider which management practices are in use in which field zones and evaluate change over multiple seasons to develop stronger management and to illustrate how your productivity is changing over time.
(Nexa)

Your harvest data can be a treasure trove of information about crop yield. Yet without the proper approach, all that data isn’t very useful. Whether you are reviewing corn yield data or soybean yield data, data-driven farming can help you better manage fields, invest in the right practices and inputs and make adjustments to optimize next year’s yields.

Here are six practices you can use to analyze your crop yield data and pinpoint areas needing intervention:

1. Collect, clean and layer crop yield data

First, get a clear understanding of what’s influencing your crop yield data. Sort through your data with the help of crop yield mapping software and clean up errors and anomalies.

Pair your yield data with soil maps, elevation data and seeding data to better identify site-specific variables that might give you insights into your crop yield data. Use a Geographic Information System (GIS) software package to visualize yield in each location.

2. Normalize and analyze crop yield data history

Standardize your data to compare zones or fields over multiple years. Start by ensuring your crop yield data are accurate, calibrated and consistent. Each season, make sure your yield monitor is properly calibrated for yield monitoring and mapping. Calibration errors as small as 5% can distort long-term trends.

Ensure that file formats are standardized and that you address anomalies caused by changes in grain flow, moisture or GPS signal. Once all factors are normalized, your historical yield maps can reveal consistent problem areas or areas for improvement.¹

3. Scout, investigate and set yield goals

Use those same yield maps to inspect and scout problem areas. Conduct site-specific soil testing to determine what’s affecting or limiting your yields. Determine whether the culprit might be too much moisture, excessive dryness, a nutrient problem, a pest issue or a combination of those factors. Once you know what’s causing yield loss, you can set more realistic yield goals tailored to each management zone.

4. Correlate crop yield data analysis with practices

Link your yield outcomes and scouting with decisions you’ve made in the field. Consider planting population, fertility rates, fungicide timing, seed traits and any other management practices you used.

If you trialed a new product or changed management practices in one zone, compare the results with those of your standard program.³ BASF’s Real Results Yield Challenge offers a structured way to run side-by-side comparisons. It can strengthen your confidence as you use data to evaluate which BASF fungicides can deliver the best results.

You can also view interactive crop yield mapping tools for crops such as soybeans, canola and cotton to see how their performance compares across regions.

These tools make it easier to validate decisions and refine inputs for higher returns. This can also be beneficial when evaluating new hybrids and fertility levels. If something is working well for you, expanding that management technique to more areas can be effective and profitable.²

5. Implement site-specific management based on crop yield data

Use variable-rate technology and zone management to apply inputs where they’re needed most. Tailor your practices by zone to improve input efficiency and close yield gaps across your acres.

6. Leverage decision support tools

Turn your crop yield data into actionable strategies using platforms such as Xarvio. These tools can help you interpret complex datasets, forecast disease risk, determine input timing and streamline decision-making across your operation.

Experts are available to help you keep your crops yielding strong results. Reach out to your seed retailer, a nearby extension office agent or a seed company professional like your regional BASF representative.

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Endnotes

  1. University of Nebraska–Lincoln. “Yield Monitoring and Mapping.” CropWatch, University of Nebraska–Lincoln, n.d., cropwatch.unl.edu/yield-monitoring-and-mapping/. Accessed 17 Aug. 2026.
  2. Howard, Jennifer. “Interpreting the Growing Field of On-Farm Data.” Crop and Soil Sciences, North Carolina State University, 21 Oct. 2019, cals.ncsu.edu/crop-and-soil-sciences/news/interpreting-the-growing-field-of-on-farm-data/. Accessed 17 Aug. 2026.
  3. Kness, Andrew A., and Nicole M. Fiorellino. “What Do the Numbers Really Mean? Interpreting Variety Trial Results (FS-1119).” University of Maryland Extension, June 2020, https://extension.umd.edu/resource/what-do-numbers-really-mean-interpreting-variety-trial-results-fs-1119/. Accessed 17 Aug. 2026.
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