WEDNESDAY, DECEMBER 9, 2020
South Dakota compared to New York state: Doggone it! We forgot to finish yesterday's post about the problem with the Covid statistic known as "positivity rate."
As we noted, Robin Lloyd has offered a critique of the funky statistic at New York magazine. Her essay appeared beneath a straightforward headline:
"The Problem With the Positivity Rate."
That's what the headline said. To our ear, Lloyd seemed to be doing a decent job until she came up with this:
LLOYD (12/7/20): [M]ost researchers avoid relying on any single number such as the positivity rate to understand the status of a community’s outbreak, preferring to examine it alongside other statistics, such as the number of and trend direction for positive coronavirus cases in a community...
For instance, it would be misleading to base policy on South Dakota’s 448 new infections reported on December 1 without also looking at its eye-popping positivity rate of 42.5 percent. Together, these numbers start to paint a picture of a runaway outbreak and insufficient testing. By contrast, New York state on the same day reported over 16 times more new infections (7,413). In the context of the state’s 3.7 percent positivity rate that day, it could suggest a more controlled outbreak and enough testing to inform efforts to control or respond to transmission.
We thought that passage was very strange—but we also thought it teaches us an anthropology lesson. First, though, what's the general problem with the use of the "positivity rate?" And what the heck is it, anyway?
When you record a state's positivity rate, you're recording what percentage of Covid tests come back positive. But that, of course, may be affected by the number of people being tested and by who those people are.
State A is testing a wide cross-section of its population. By way of contrast, State B is only testing people who arrive at an emergency room displaying very bad symptoms.
All things being equal, State B will record a much higher "positivity rate." That said, there's little to gain from a comparison between two states with such different testing regimens.
We thought Lloyd was doing a decent job explaining that point—but then, she presented that passage. Immediately, the analysts began to scream and cry. They pointed to some obvious problems:
How weird! Lloyd said that, on a certain day, New York state recorded 16 times more new infections (new cases) than South Dakota did. She didn't mention a basic fact:
New York state's population is roughly 22 times the size of South Dakota's.
Under the circumstances, it seemed strange to mention the one fact without mentioning the other. Meanwhile, Lloyd had cited the numbers from one particular day, rather than looking at the average numbers of new cases over the course of a given week.
Was New York's number of new cases 16 times the size of South Dakota's on that one particular day? Lloyd didn't say where her numbers came from, but yes, it basically was, according to New York Times numbers.
But over the course of the 7-day week which ended on December 6, the number of New York state's new cases was only 10.6 times as large as South Dakota's. It seemed weird to juxtapose numbers from those two states based upon one single day, and without making any attempt to cite the large difference between the two states' populations.
Whatever Lloyd was trying to do in that passage, it seemed to us that none of its made any obvious sense. This is why we say that:
President Trump's lunatic rantings on the topic to the side, the number of new cases a jurisdiction records will depend, in part, on the amount of testing that jurisdiction is conducting, and also on who's getting tested. Consider what Lloyd says about those numbers from South Dakota:
Is a 42.5% positivity rate really a sign of a "runaway outbreak?" Not necessarily, no. What if you're only testing people when they show up at the hospital with apparent symptoms?
In that case, wouldn't you expect to record a high positivity rate? The positivity rate, by itself, wouldn't necessarily mean that you had a large outbreak.
How about South Dakota's 448 new infections that day? Would a number like that, day after day, indicate a "runaway outbreak?"
Not necessarily, no. In the case of South Dakota, it might, due to the state's small population. In a much larger jurisdiction, that number of new infections would look very different.
In short, Lloyd's analyses didn't seem to make much sense. We were especially struck by the comparison in the number of new cases, without any mention of the fact that New York State has a much larger population than South Dakota. But no part of her presentations seemed to us to make any real sense.
Alas! Within the world of mainstream journalism, Covid statistics are still very hard. The worst part of the story is this:
By now, we're nine months in!
The most direct comparison: The number of Covid cases will be affected by the amount of testing. Almost surely, the number of Covid deaths, while imperfect, is a more reliable measure.
Lloyd wasn't exactly trying to compare the outbreaks in those two states. But just for the record, here are the two states' current numbers for Covid deaths, based on Financial Times numbers:
Covid deaths per day, per million population, as of December 7 (7-day averages):
South Dakota: 26.3
United States, nationwide: 6.4New York state: 3.6
Which state has the larger outbreak? Using Covid deaths, and adjusting for population, it seems fairly easy to tell.
Presumably, "Covid deaths" remains a more reliable measure than "Covid cases." But none of these numbers means a darn thing if you don't take the size of population into account.
Covid statistics remain very hard. According to experts, this is an anthropological fact about our upper-end press corps and about the jumbled state of our national discourse.
Bob, nobody cares about any of this. Americans never expected their government to be prepared for a virus or to be competent in response to any emergency. We're not Japan, Taiwan, South Korea, New Zealand, Australia, Canada, or Norway, where people demand competence. We don't believe in the possibility of competent group action or progress like those Commie societies. We're rugged individualists who believe bad things are a punishment from an angry God that we worship with cult-like devotion. It's obvious that you don't get out much and that you’ve never met the residents of "Their Town."ReplyDelete
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"Is a 42.5% positivity rate really a sign of a "runaway outbreak?" Not necessarily, no."ReplyDelete
This is why Lloyd uses words like "could" and "might" when talking about what the numbers represent. She has properly qualified her statements. Somerby wishes to use the fact that there might be circumstances that would make that 42% not represent a runaway outbreak as a reason to say that Lloyd should not suggest that possibility. Even when, given the circumstances in South Dakota, it is most likely that their numbers do indicates such a runaway outbreak.
As was pointed out yesterday, Lloyd is saying that multiple indicators are needed to fully understand what is going on. Somerby is saying that there need to be more than two such measures, but also info about who is being tested. Lloyd would not disagree with that. So what is Somerby's beef?
You can invent an explanation to account for any set of data that would be contrary to what is actually true, if you allow yourself enough imagination. There is an additional test of what is most likely given the patterns found in the data. Somerby raises his complaint about certainty again -- the existence of highly unlikely, even specious alternatives does not mean that you shouldn't draw conclusions based on broader contextual knowledge and what is most likely to be true given the statistics at hand.
Somerby may understand how to calculate a rolling average or a death rate, but he doesn't understand how to reason about statistics, how to interpret data, how to use data to inform policy decisions and planning.
Because Somerby is ignorant and also doesn't know how ignortant he is, he daily says stupid things as criticisms of people who are offering better information than he is giving them credit for. That is annoying, if not harmful, much like Trump and the Fox hosts he has become so fond of watching. And it isn't any better when he talks about NAEP scores or integration of school districts.
This comment has been removed by the author.ReplyDelete
Somerby’s idiocy, whether willful or not, is on full display here.ReplyDelete
It almost seems he is trying to explain why the positivity rate is problematical in order to criticize Lloyd, only for the TDH reader to discover that he is merely repeating what Lloyd has written.
But his one actual criticism falls completely apart. He thinks that Lloyd is being stupid by failing to note New York’s population vis-a-vis South Dakota’s as if that alone is a viable explanation for New York’s 7413 vs South Dakota’s 448 new infections. But in doing this, he completely fails to understand the argument Lloyd is making.
If South Dakota has 448 new cases with a positivity rate of 42.5 percent, that means South Dakota performed 1054 tests. New York’s 7413 new cases with a positivity rate of 3.7 percent means New York performed 200,351 tests.
That means New York performed 190 times more tests than South Dakota, and yet they only had 16.5 times the number of new cases.
Lloyd’s attempt at explaining the positivity rate went right by Somerby apparently.
I'm going to assume Somerby knew how math worked at one time, but had to give up that knowledge in order to become a Conservative.ReplyDelete
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