2 appalling aspects of discourse:

1. Deaths statistic is being treated as factual even when we know it's a WILD undercount. This is deeply irresponsible. EVERY sentence referencing the stats MUST include the fact it is SERIOUSLY too low.

2. MANY "models" project only 1 wave.
Why does this matter? By underplaying the human cost of our irresponsibly delayed social distancing, "stats based" people are facilitating a premature return to normalcy.

Statistics *seem objective,* and so limitations must be highlighted.
(btw, we were last in office physically 3/10 at @revolvingdoorDC/ @ceprdc)
One sports context: Utilizing "deaths due to COVID-19" without adjusting for the undercount is like reporting "home runs hit by the 1990s Colorado Rockies" without noting Coors Field's unique impact on baseball.

It's tendentiously correct and wildly wrong at the same time!
As I keep yelling about... there is major variability in how many COVID-19 deaths are being undercounted and the right wing UK government is behaving as expected. https://www.politico.com/newsletters/politico-nightly-coronavirus-special-edition/2020/04/13/open-and-shut-488897
cc: @mattyglesias @NateSilver538
https://twitter.com/jeffhauser/status/1250161809702760448
https://twitter.com/jeffhauser/status/1249874378227167232
Good that New York City is belatedly *beginning* the incomplete process of updating their statistics; crazy that just recently death certificates would mention "COVID" & yet the deaths had been excluded from the stats "data analysts" trumpet.
https://www.politico.com/states/new-york/albany/story/2020/04/14/new-york-city-coronavirus-death-toll-jumps-by-3-700-after-uncounted-fatalities-are-added-1275931
I bet Florida under criminally negligent Governor @GovRonDeSantis is VASTLY worse in undercounts. If you see a stat analyst taking Florida stats literally or seriously... adjust your priors on their analysis.
NYC -->> https://twitter.com/MarkLevineNYC/status/1250443107491028992
Here's @propublica on the unattributed death issue. By failing to account for deaths accurately we're encouraging unwise public policy and distorting public opinion.

Too many striking visual representations with far too little humility about data quality. https://www.propublica.org/article/theres-been-a-spike-in-people-dying-at-home-in-several-cities-that-suggests-coronavirus-deaths-are-higher-than-reported
Yeah, between penal incarceration and the incarceration of migrants... I bet thousands of human beings are dying without being counted. https://twitter.com/TomJawetz/status/1250518674689097731
WHEN WILL THESE HANDLES AND WEBSITES quit misleading people? https://twitter.com/jeffhauser/status/1251123746624151553
Do I think that nursing home TRAGEDIES like this are limited to NYC? https://twitter.com/rontkim/status/1251121549643522048

Do we think the situation in Florida is going okay???? https://www.miamiherald.com/news/state/florida/article241966186.html
Here I was on April 1st telling everyone that the leaders of the "narrative" were pretending statistics that were being juked were being objective.

I bet a ton of the pushback on social distancing is due to the stat juking understating COVID-19's impact: https://twitter.com/jeffhauser/status/1245347547880796161
I mean, how can you justify limiting "statistics" purported to be complete on COVID-19 deaths to positive tests when American testing capacity is tragically inadequate?
My 3+ weeks of obsession on this point is because we're going to see premature re-openings (and inadequate provision of free food, shelter, and health care to the vulnerable) due to the sense the pandemic is overrated... because of juked "statistics."
That Boris Johnson's United Kingdom is juking the stats is... unsurprising, although there may be hopes for improvement there. https://www.telegraph.co.uk/news/2020/04/17/number-coronavirus-deaths-care-homes-could-high-7500-according/
GREAT TO HAVE The Economist on the case: https://twitter.com/J_CD_T/status/1250815341044924425
The "re-open fast" case is basically based on juked stats, and everyone who navel gazes about stats on Twitter without emphasizing the omissions is encouraging reliance on inherently unreliable analysis. https://www.thedailybeast.com/the-covid-19-death-undercount-is-scarier-than-you-think?ref=home
All of America is Puerto Rico now, and #COVIDー19 is #HurricaneMaria, as many of us have suggested it would be from the jump.
https://twitter.com/jeffhauser/status/1252945246025105408
Important! Also: Every reason to fear "immunity" may not last that long, so people who fended off COVID-19 last winter might be susceptible to re-infection as soon as next winter or spring. https://www.sfchronicle.com/health/article/First-known-U-S-coronavirus-death-occurred-on-15217316.php
Sadly influential with me, but I have seen all of these claims elsewhere as well: https://twitter.com/statesdj/status/1252698777296797698

If COVID-19 not going away anytime soon, then clear-eyed truth about known and LIKELY deaths is better than false objectivity via clear undercount "statistics."
United Kingdom is likely underestimating fatalities by more than a factor of 2, per the Financial Times: https://www.ft.com/content/67e6a4ee-3d05-43bc-ba03-e239799fa6ab
As Washington Post notes, the miscommunication about undercounting has been deleterious to discussing policy options/cost-benefit analysis.

Statistics tends to be perceived as "objective," & so all good faith analysts should YELL repeatedly about systemic biases within numbers.
BTW, for all the ghoulish anti-mass transit people out there... not only has Seoul South Korea proven an early hit from an epidemic isn't inherently bad for mass transit... cars, which are A MASSIVE public health scourge, being off the road is a huge positive. #CarsKill #climate
Enormous stat juking going on with respect to the imprisoned. Here's a key thread on Texas -- but I wouldn't be surprised if the same is going on in FL, AL, MS, GA, AZ, and many other states. https://twitter.com/TexasObserver/status/1258512836101206016
Yup, the Trump Administration is still trying to hide nursing home deaths. https://www.nbcnews.com/health/health-news/government-still-doesn-t-know-how-many-nursing-homes-have-n1202281

I am totally curious about Florida, where SOME @GovRonDeSantis scams are known publicly -- how many are still hidden???
Here @FAIRmediawatch provides analysis of "undercounts" -- basically, a ton of states don't provide enough data to analyze undercounts yet.

Which makes them look artificially good.

But the NYT persisted, nonetheless. https://fair.org/home/nyts-real-coronavirus-death-toll-is-anything-but/ by @JNaureckas
Here's @FiveThirtyEight's take on a topic I have been obsessed with: Undercounting COVID-19 death. (I'm also obsessed with the fact that COVID-19 outcomes < death can often be much worser than from a normal "flu"). https://fivethirtyeight.com/features/coronavirus-deaths/
You can follow @jeffhauser.
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