Which Group Is Smarter?

Guest Post by Willis Eschenbach

Anthony has discussed a paywalled study in the new reality-based Nature Magazine production, Nature Climate Change magazine. Unlike Anthony, they approved my application for a free subscription … go figure. The study is called “Nonlinear heat effects on African maize (corn) as evidenced by historical yield trials”, Lobell et al. (hereinafter L2011). The study looked at the effect of heat on corn production. Here’s their Figure 1:

Figure 1. The opening figure in the L2011 study of maize production in southern Africa. I always enjoy rich visual presentation of data, note that this contains elevation information as well.

Their conclusion? When it gets above a certain temperature, maize growth quickly slows, and it’s worse when it’s dry. Of course with the obligatory links to global warming and the danger of large drops in corn production. Shocking news, I know. They provided a citation to other scientists saying the same thing, in case you doubted it — too much heat is bad for plants. I bet the farmers of the world were as amazed as I was.

Or as they put it in their abstract:

Each degree day spent above 30° C [86°F] reduced the final yield by 1% under optimal rain-fed conditions, and by 1.7% under drought conditions. These results are consistent with studies of temperate maize germplasm in other regions, and indicate the key role of moisture in maize’s ability to cope with heat.

Now, we need to be careful here. They are not talking about the number of days where the temperature goes above 30°C. They are discussing “degree days”. That is the sum of the average daily temperature (C) less 30 degrees, for all the days where the average temperature [defined as (daily max + min)/2] is above 30°C. The figure is written as “GDD30+”, for “growing season degree days over 30°C”. They figure the growing season as 150 days, which agrees with the Texas figures given below.

Are their numbers accurate? Is there a drop in yield of 1% for every degree day as they claim? I don’t know. Haven’t done my homework yet, just dug up the paper, gimme a minute. Where do they grow corn? Iowa? Let me look it up. OK, I find:

Figure 2. Major (dark green) and minor (light green) corn growing areas in the US, by county. Texas is the large state numbered “2”. Between 60-70% of Texas corn is irrigated.

Fascinating. I love doing this, I get to learn so much. Well, at first glance I’d say the following:

1. The major corn-growing areas are from about 37°N to 47°N. So clearly, corn prefers temperate weather.

2. Corn is only a minor crop in many regions within that general preferred temperature band. So obviously, there’s other factors. The usual suspect would be water, second would be soil.

3. Corn is grown in the California Central Valley, one county in Arizona (irrigated, no doubt), a number of counties in southern Texas (mostly irrigated), and one county in Florida. I looked at the temperature record for Hidalgo County, the left one of the counties at the south tip of Texas in Figure 2. I looked at the daily temperature record for Edinburgh, in the middle of the county.

Here’s the curious thing. During the corn-growing season of 1999, the total number of “degree day[s] spent above 30° C” (GDD30+) in the Texas corn-growing area was 136 … so if yield dropped by 1% for each degree-day over 30°C, we’re down below zero to a quarter of the original yield. Hmmm. Figure 3 shows the degree day analysis, from the excellent online calculator from Wolfram Alpha here:

Figure 3. Degree days over 30°C for 150-day 1999 corn-growing season, Edinburgh, Texas.

I got to thinking about what was happening. How could they be growing corn in that kind of heat, with a GDD30+ over a hundred and thirty? I thought about it a while, and looked around on the web a bit. Figure 4 shows part of the answer:

Figure 4. Corn planting and harvesting dates in Texas. The “Panhandle” is the most northerly square section of the state (see Figure 2). SOURCE.

I’m sure you see the pattern. In the south, like Hidalgo County above, they plant and harvest early. Their crop is three-quarters harvested before the rest of the state has even begun.

As for the other part of the answer, I don’t know. I don’t know why even with their early growing season (March 1 – August 1) the Texas farmers are still able to grow corn in that heat. The L2011 study says that’s impossible, but perhaps the Texas guys and gals didn’t get the memo, they’re a cactus-tough bunch down there, hard to get hold of. Thinking on it, though, it’s more likely they got the memo and shot it full of holes for target practice. In any case, during their growing season, the Texas farmers have no less than a hundred and thirty-six degree days over 30°C, which according to the L2011 results should reduce yield by 136% 75%  … which means that either I or Wolfram or the climate scientists did something wrong. I’m open to any suggestions, I’ve been wrong before.

Now, if there were to be a general warming, say a degree on average over some long time, what do you think will happen to the planting and harvesting dates in Figure 4? Do you think those farmers would keep planting at the same time of year, year after year, in the face of increasing hot days summer and decreasing yield? Do we really face a 1% drop in yield for every degree day over 30°C?

Naw … in answer to the question in the title of this post, farmers are smarter than the L2011 climate scientists. If temperatures change, the farmers change their planting times … what do you do?

My best to everyone.

w.

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Jeff Alberts
March 14, 2011 6:47 pm

2. Corn is only a minor crop in many regions within that general preferred temperature band. So obviously, there’s other factors.

For those who speak English, that would be “there are other factors”. 😉

Ed Caryl
March 14, 2011 6:51 pm

Lesson one: Farmers are not stupid!

March 14, 2011 6:54 pm

Theory vs Reality.
Corn is grown widely in Australia though not as intensively as USA, but in our summer daytime maximum temperatures in corn growing areas rarely get below 30C. Corn still grows.

Barry B.
March 14, 2011 6:59 pm

Don’t forget about irrigation. Texas has a lot of it and will play havoc with your conclusions.

Curiousgeorge
March 14, 2011 7:00 pm

You asked: “what do I do”? Well, I pay attention to the Farmers Almanac, DTN, my local co-op, the local critters, and my farmer neighbors. And I spend a lot of time outside. I don’t pay attention to know-it-all busybodies on safari in Africa.

Mike
March 14, 2011 7:06 pm

There are different varieties of corn. So, it may be that the types of corn grown in the U.S. are different from the types grown in Africa. I know a lot of our corn is grown for livestock feed and for products like high fructose corn syrup and of course ethanol. Maybe this accounts for some of the differences in temperature sensitivity. But I am just speculating.

Pamela Gray
March 14, 2011 7:12 pm

I’ve never known corn to bolt. But other types of cool weather plants bolt like crazy in warm weather. The problem with cool weather (or temperature loving) water-sucking plants is the habit of bolting in extended warm weather, doesn’t matter when it’s planted. An unusual run of warmth and your plants go to flower and seed overnight. Bolting pretty much kills the crop if the crop depends on harvesting intact buds and not full blown flowers.

Theo Goodwin
March 14, 2011 7:15 pm

Wonderful post. Yep, farmers are smarter. They can vary planting and harvesting times. They have a million tricks up their sleeves.

paulID
March 14, 2011 7:15 pm

Yet again another amazing bit of detective work Willis keep it up.

March 14, 2011 7:15 pm

Great article as always Willis. “When it gets above a certain temperature, maize growth quickly slows, and it’s worse when it’s dry”
LOL I seen a book once.
I know of only one other Willis; he is a character in a Phil Dick novel story called “Our Friends from Frolix 8”. In chapter 4 we meet Willis Gram, Council Chairman of the Extraordinary Committee For Public Safety. He too is a clever devil. 😎
Cheers!

Herbie
March 14, 2011 7:17 pm

The abstract says “Each degree day spent above 30° C [86°F] reduced the final yield by 1% under optimal rain-fed conditions…”. Later you say ” Texas farmers have no less than a hundred and thirty-six degree days over 30°C, which according to the L2011 results should reduce yield by 136% … ” It seems to me that, if each GDD30+ day equates to a 1% decrease, then shouldn’t it be, for example, 100-1%=99; 99-1%=98.01, 98.01-1%=97.03; etc. 136 repeats of this and you still have ~25 of your original 100 left. Or a total decrease of ~75%. I haven’t read the paper, so can you clarify this for me? TIA.
Herbie

March 14, 2011 7:18 pm

I done left a werd! Novel story? Hnuk

grayman
March 14, 2011 7:18 pm

Good catch Willis, its what is known as a aaaha moment, or as we say here in Texas an No Shit moment. I am sure if the scientist had actually talk to farmers and got some advice and instruction on the subject they would have had a different outcome. But then they would not have been published because of no AGW angle. A Farmers Almanac goes a long way to knowing when to plant what crops, i find it a big help. Look forward to your write up after you read the paper and give your anaylisis.

March 14, 2011 7:19 pm

gee, I wonder if the continent with the most starvation might, just might have horrible soil for growing crops. Or just rotten farmers …

etudiant
March 14, 2011 7:23 pm

Excellent post.
It also highlights the perils of casual extrapolation.
The paper may have been correct about the 1% decline per day above 30 *C, but their data probably did not cover more than a 10-20% fluctuation.
They should have put limit bars on their numbers.
That said, one wonders whether the Texas farmers are getting yields comparable to those in Iowa. That might give some better sense of corns higher temperature sensitivity.

J. Knight
March 14, 2011 7:24 pm

“…farmers are smarter than climate scientists..”
Duh!

Doug in Seattle
March 14, 2011 7:24 pm

Who funded the study? From what I understand NSF requires that the conclusions for the study be part of the proposal. I wonder if that, and the requirement that NSF funded studies must also show it’s “worse than we thought”, might have something to do with the results. I too could be wrong.

Norm in Calgary
March 14, 2011 7:25 pm

Could the answer be that the farmers in Texas use irrigation whereas their is no irrigation in Africa?

jaypan
March 14, 2011 7:38 pm

Maybe the math approach is wrong.
It may mean that each hot day reduces the resulting amount by 1%.
With 136 hot days, the result will be 25.75% compared with optimum conditions.

March 14, 2011 7:38 pm

LOL, Farmer Willis!
It is good some climate scientist are cross training. I glanced at a few papers this morning. Night temperatures, lows, are an important factor in corn setting when it is in silk. You might want to send the author a neat plot of Tmin to supplement his corrigendum.

Policyguy
March 14, 2011 7:39 pm

W,
I’m with you. Any amateur gardener or professional farmer knows to watch the seasons and plant when the temperatures favor the crop. As a matter, every packet of seeds tells when the optimal time for planting is in any given area of the country. It looks like this is another case of “scientists” who never leave the classroom, misinterpret data that the doers of this world have long ago figured out.

Al Gored
March 14, 2011 7:43 pm

I’m thinking there must be a lot of ‘scientists’ who will sooner or later be getting a voodoo doll of you Willis. Way too much common sense and perceptive logic.
If those African examples are what you hint they are, I would guess that there must be NGOs involved, to “help” them time their planting. Maybe somebody from Ohio, or Ontario, who knows the best date to plant corn?
Anyone, this is critical. We must have more ethanol! (sarc)

phlogiston
March 14, 2011 7:45 pm

Having a journal named “Nature Climate Change” – as if there were something unusual and noteworthy about climate not being static – will hang like an intellectual albatross around the neck of this once-proud journal of science.
Great exposee Willis of another ham-fisted and failed attempt to reduce a complex interaction of climate and biosphere to a simplistc back of envelope calculation.

Warren
March 14, 2011 7:45 pm

Willis, Thanks for putting into clearer words than I can the farce this study is
I spent 2 years as a Hort Advisor in Kenya, then 2 years in the Solomons, the main concern in Kenya, is replenishing the soil to build up the water holding capacity, and nutrient retention
There isn’t a source of fertiliser in Kenya, the cattle dung is used for fuel to cook over, the forests near any reasonable village have long gone, trying to change farming practises can be and is, a lesson in futility unless you are prepared to spend time living alongside the people.
I read this study and shook my head.

juanslayton
March 14, 2011 7:47 pm

Willis: Could you give a link to that US corn map? My mom lives in Cochise County, so I get over to that SE corner of Arizona frequently. I’d sure like to know where all those cornfields are.

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