


Predicting corn, soybean and cotton yields and production based on NASS-USDA crop condition data. Please, no wagering!




The uncorrected model stands at 159.3 bushels an acre while the corrected comes in one bushel lower at 158.3. To reiterate the difference between the two models for anybody joining just, the uncorrected model is the estimate if we finish the year with current conditions while the corrected model takes into account the average decline we see in conditions throughout the season. That is to say conditions normally decline as we go through the year. However, although perhaps obvious, it is worth noting that in the really exceptional yields, conditions are flat and don't show this decline. These two models will converge as we approach mid-September and the adjustment shrinks quickly from this point. In the corrected model I'm predicting record yields in some minor states but also a record yield in Iowa of 182.9 bushels an acre. I think this is very plausible given growing conditions in the state, but I'm also predicting a
record yield in Ohio at 172.7 bushels an acre, this would be a full 8% above the previous record and seems to be a stretch despite the reported crop conditions, if someone wants to give some anonymous feedback it would be most appreciated. I'm also carrying near records in Wisconsin and Nebraska. For production, I take the USDA planted acreage as given and I'm running just above a 92% harvesting rate nation wide. This gives me production numbers, but corrected and uncorrected that are at the high end or even above the range I've seen floated by industry. The USDA can of course resurvey area and I'll take those numbers into consideration, so while I'm comfortable with the yield, the production number can be adjusted by any change you feel that may be forthcoming from the USDA.

and planted area (not harvested area) is taken as given. The models are re-estimated at the end of each year to make use of the additional year of historical data. The first year where condition data in five categories was available nation-wide was 1986 so each additional observation remains quite valuable. In 2007 you can see that the the crop size grew through September in the USDA's estimates and the model tracked this but was at a lower level and kept growing through October, where conditions usually end as harvest is well underway. The November and January USDA numbers showed a decline. The model estimates were competitive through October, showing a good estimate. I've examined the model and will share some additional look at model errors, but the conclusion is the model is very competitive against USDA estimates up to the October estimate, at which point no new information from the model is available but the USDA continues to collect information and the November USDA estimate usually shows only modest revisions in January. We can see that in 2008 the corrected model showed a good estimate of the final production estimate while the uncorrected model tracked USDA estimates quite well. I wouldn't draw a broad conclusion from this as I expect that the USDA estimates would be by their nature a corrected model but perhaps somebody with more insight into their procedure can comment. you can also see the nature of convergence of the two models where estimates in September, where the equations are estimated are identical.
Modest changes from last week but as the season continues, the correction shrinks and the corrected model estimate rises. For soybeans, my current estimate of less than 43 bu/ac is at the lower end of the estimates I've been seeing. However, the existing record of 43 bu/ac occurred in 2005 under what would probably be considered excellent growing conditions. We have had a few years to improve yields since then. I'm running an Iowa soybean estimate of 52.3 bu/ac in the uncorrected model as well as 47.6 bu/ac in Illinois and 40.3 bu/ac in Missouri. Those are all respectable yields. My Indiana yield, at 44.4 bu/ac would show some weakness in the state. For Corn, there was some modest improvement in conditions. The uncorrected model gives a yield of 159.3 bu/ac while the corrected model result is 157.8 bu/ac. Once again, the uncorrected model gives the result if we finish the year with current conditions, while the corrected model takes account of the 'average' change in conditions. Given the adequate moisture this year across the corn belt, I think it is harder to make the case for a 'normal' decline. You can download the detailed spreadsheet at the link below. New Mexico has not reported conditions yet this week so results reflect carrying forward last week's conditions for cotton.