Estimated paddock yield

How much the paddock would have yielded each season, estimated from the district yield and the green the satellite measured on the paddock against other paddocks of the same crop.

Also: Paddock yield · Estimated yield · Historical paddock yield

The measured yield of a paddock comes from the combine’s yield monitor and belongs to the producer: nobody publishes it. What is public is the yield of each district, season by season, and how green the paddock was, measured by satellite. With those two things you can estimate whether the paddock yielded above or below its district, and by how much.

It is an estimate, not a measurement. It is useful to compare the paddock with its area and with itself across seasons; for an appraisal or a lease, the figure that counts is the one from the yield monitor or the sale tickets.

How it is calculated

Rinde del lote = Rinde del partido × (Verde del lote ÷ Verde de referencia) ^ Elasticidad

  • District yield: production over harvested area of that crop in that district and that season, according to the Ministry of Agriculture
  • Paddock green: the NDVI accumulated fortnight by fortnight from November to May, minus 0.20, which is what bare soil gives
  • Reference green: the same, measured on up to twelve plots of about 25 hectares in the same district that the National Crop Map shows with that crop in that season
  • Elasticity: how much the yield moves when the green moves; 1.35 for soybean and 1.7 for maize

First comes what was planted: if the National Crop Map does not show a summer crop on at least half of the paddock, that season is not estimated. A pasture is green all year and would give a very high soybean yield that never existed.

The comparison is against paddocks of the same crop, in the same district and the same year, not against a fixed value: that way a drought, a frost or a good year affects both sides equally, and what remains is the paddock’s own difference.

Only November to May is used because the winter green does not belong to this crop: a wheat before a second soybean would add to the soybean what grew in July.

Where the elasticity comes from

It was measured by comparing, in Carmen de Areco, Pergamino and Junín, the district yield with the reference green over four seasons, from 2020/21 to 2023/24, including the 2022/23 drought. For soybean, the green explains the yield well: the typical error was 11%. For maize it is weaker, 18%, because the index saturates earlier and an excellent maize looks almost the same as a good one.

CropElasticityMargin shown
Soybean1.35±15%
Maize1.7±20%
Sunflower and sorghumUncalibratedAre not estimated
An elasticity above 1 means that a paddock with 10% more green than its area yields somewhat more than 10% more.

What it does not see

It does not see what happens after the green: hail on the heads, grain filling cut short by a late frost, harvest losses. A paddock that looked very green and was harvested poorly will show an estimated yield higher than the real one.
However large the difference in green, the estimate never goes below 60% or above 140% of the district yield. Outside that range, the satellite or the crop map is most likely wrong, rather than the paddock having yielded twice as much as its area.
There are estimates from the 2018/19 season, the first one in the National Crop Map, up to the last one the Ministry of Agriculture published by district. The current season has no yield yet.

Where each figure comes from

  • District yield: Agricultural Estimates of the Ministry of Agriculture, Livestock and Fisheries.
  • What was planted: INTA’s National Crop Map, at 30 metres, one layer per summer season.
  • The green: Sentinel-2 images from the Copernicus program, at 10 meters, with clouds discarded pixel by pixel.

See also

  • Vegetation vigor (NDVI)

    How much green, active vegetation there is on the plot, measured by satellite every fortnight; the curve across the year shows when it was sown, how much it grew and when it was harvested.

  • Current use

    What was actually planted on the farmland last season, detected by satellite at 30 m resolution.

Sources

  • Ministerio de Agricultura, Ganadería y Pesca — Estimaciones Agrícolas · CC BY 4.0
  • INTA - de Abelleyra, Veron, Banchero et al. (CC BY 4.0) · CC BY 4.0
  • Copernicus Sentinel-2 (ESA) - Reglamento Delegado (UE) 1159/2013 · Copernicus - uso comercial y derivados permitidos