Ed Conway Profile picture
Jan 10, 2022 16 tweets 7 min read Read on X
How many people have died in this country since the beginning of the pandemic?
How does the toll compare with history?
And was 2021 any “better” for mortality than 2020?
Now that we have nearly all the data from 2021 it’s time for an update🧵
Let’s begin with the official death toll, as portrayed on the @UKHSA gov.uk dashboard.
This recently passed 150k and while the numbers are much lower day-by-day than in previous periods, the seven day avg hasn’t dropped below 100 since August. Ugh
But the official toll (150k) is not the only one.
There’s also the ONS toll, based on the no of death certificates where Covid is mentioned: 175k
This overstates it since 10%ish are primarily from other causes.
Then there’s excess deaths (deaths from all causes vs 5yr avg): 151k
Finally there’s age-adjusted excess deaths. This adjusts for the fact that the population is ageing (which all else equal would mean more deaths each year).
As you can see when you adjust for this you get excess deaths of 120k.
But however you skin it these are big numbers.
Next question: how did 2021 compare with 2020?
Depends on which dataset you use. The official death toll (left) implies 2021 wasn’t much better than 2020.
But age-adjusted excess deaths tells a v different story: 2021 bad but not quite as bad.
Why the disparity? In short excess deaths picked up a lot of care home deaths which didn’t get counted in the official toll in 2020. In 2021 official covid deaths were high but deaths from other causes eg flu were a bit lower than normal. Useful chart from @actuarynews here:
But how does the past year (and the one before) compare with previous episodes of mortality?
Was it bad or BAD?
Perhaps the best way of measuring this is by looking at age (and population)-adjusted excess mortality over time. That’s what you see in this chart…
Anything above the line shows an increase in mortality vs the preceding 5yr avg.
Anything below the line is mortality going down: fewer dying vs previous years.
As you can see, most years it improves (eg goes down). We’re living longer.
But 2020/21 stick out like a sore thumb.
In fact you have to go a long way back, to 1963, to find another year when mortality increased as much vs the 5yr avg as it did in 2021 (1.8%).
1963 was the worst winter in 200 years. It was terrible for mortality (2.5%).
But actually 2021 might have been even worse than that…
…because comparing 2021 to the previous 5yrs includes 2020, one of the worst years for mortality changes ever.
If you compare 2021 with a more “normal” period (eg 2015-19) you get a mortality increase of 2.7%.
In which case it was the worst year since 1951 (v v bad flu epidemic)
The point is that even though 2021 looks a lot less bad than 2020 it was still pretty awful by historic standards. You have to go back to 1940 to find another period when the 2yr avg change in mortality was as bad as this. And back to WWI to find another multi-year period was bad
Of course no numbers can do justice to the thousands of families who have lost loved ones.
But hopefully these might help provide historical context about what we’re living through.
It really is a historic pandemic, worse in mortality terms than nearly anything in living memory
The good news is with any luck 2022 might be an end to this miserable period. Deaths are running at far, far lower levels now than last year thanks in large part to the 💉.
In fact the official figs may end up overstating the toll in the coming months. We’ll keep an eye on that.
Many thanks to @actuarynews for providing us with their age-adjusted figures and a dataset allowing us to peer back through time and @ActuaryByDay for his help guiding us through them. Hopefully it’s the last time we have to do this exercise (no offence!)
More on this on @skynews
Here's my long read running through the numbers on #covid mortality: Four different death tolls, but the scale of the tragedy depends on which numbers you choose news.sky.com/story/four-dif…
One more chart, but this is an important one.
The longer the bars, the bigger the increase in mortality (age and population-adjusted) vs the previous 5yr average.
These are the very worst years for mortality in modern history.
In red you can see 2020 & 2021 and how they compare.

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More from @EdConwaySky

May 8
How big a deal is the new trade agreement unveiled between the US and the UK? Here are some initial thoughts.
Start with this: this is total UK exports to the US over the past 5yrs: £273bn. Right now most of this will face a 10% tariff. Some things (eg cars) face 25% extra Image
Let's break down that total. The biggest chunk is cars. Just under £30bn. That's covered under the agreement. So too are steel/aluminium exports. Much smaller at £2.7bn...
These sectors will benefit from special deals (though much of the detail still remains vague). Image
Image
Rolls Royce will apparently get tariff free access for its jet engines. That mostly helps Boeing, but also Rolls Royce. Jet engines comprise a surprisingly large chunk of UK exports to the US, about £17.3bn. So let's shade that red too... Image
Read 9 tweets
Mar 27
🚨
The Chinese owners of British Steel say they are now considering shutting their blast furnaces and end steelmaking at Scunthorpe in early June - only a few months away.
It would mean an end of virgin steelmaking in the country that invented it during the industrial revolution
British Steel say the main question now is timing: whether the operations will close in June, in September or later.
It says tariffs are one of the reasons the blast furnaces are "no longer financially sustainable".
Press release 👇 Image
The news means @jreynoldsMP faces two interlocking crises in the coming months:
1. The imposition of US tariffs on an ever growing segment of British exports
2. The end of virgin steelmaking (the UK would be the first G7 country to face this watershed moment).
This is big stuff
Read 5 tweets
Mar 25
Donald Trump just announced 25% tariffs on anyone importing oil from Venezuela.
This is odd.
Because the country importing the most crude from Venezuela is... the US.
Capital Economics chart of Ven oil exports by Capital Economics via @rbrtrmstrng
But it raises a bigger point
🧵 Image
Why does the US import so much oil from Venezuela?
Mainly for the same reason it imports so much oil from Canada.
And no it's not just because they're close.
It's because most US refineries are set up to refine the kind of oil they have in Venezuela and Canada.
To understand this it helps to recall that crude oil is actually a broad term. There are LOTS of different varieties of crude - a function of the geology of where the oil formed and the organic ingredients that went into it millions of years ago.
It's called "crude" for a reason
Read 14 tweets
Mar 23
🚨
Here's a thread about ALUMINIUM.
Why this commonplace metal is actually pretty extraordinary.
How the process of making it is a modern miracle...
... which also teaches you some profound lessons about the trade war being waged by Donald Trump. And why it might be doomed.
🧵
Aluminium is totally amazing.
It's strong but also very light, as metals go.
Essentially rust proof, highly electrically conductive. It is one of the foundations of modern civilisation.
No aluminium: no planes, no electricity grids.
A very different world. Image
Yet, commonplace as it is today, up until the 19th century no one had even set eyes on aluminium. Unlike most other major metals we didn't work out how to refine it until surprisingly recently.
The upshot is it used to be VERY precious. More than gold!
Read 36 tweets
Mar 21
🚨TARIFFS🚨
Here's a story that tells you lots about the reality of tariffs both for those paying them & those hoping to benefit from them.
A story of ships, storms, bad luck and bad policy.
It begins a week and a bit ago, with a man frantically refreshing his web browser...
🧵
That man is Liam Bates.
He runs the UK unit of a steel company called Marcegaglia. They make stainless steel - one of the most important varieties of this important alloy. The method of making it was invented in Sheffield. And this company traces its DNA back to that invention. Image
Watching the process is TOTALLY amazing.
They tip a massive amount of scrap: old car parts, sinks etc, into a kind of cauldron and then lower big glowing electrodes into it.
Then flip the switch.
⚡️Cue a massive thunder sound as a controlled lightning storm erupts inside it.
Read 15 tweets
Feb 24
🧵Three years ago, when Russia invaded Ukraine, EU, UK and other nations vowed to wage economic war, via the toughest sanctions in history.
So... how's that going?
We've spent months documenting what ACTUALLY happened. Here's a thread of threads on the REAL story on sanctions...
1. Flows of dual use items, including radar parts, drone components and other parts used by Russia to kill Ukrainians, carried on from the UK and Europe to Russia, via the backdoor (eg the Caucasus & Central Asia)
2. Of all the goods sent by the UK to Russian neighbours, few were as significant as luxury cars.
Having sanctioned Russia (the idea being to starve Putin's cronies of luxuries) Britain (and Europe more widely) began sending those sanctioned cars in via the backdoor instead
Read 9 tweets

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