Statistics, lies, and the virus: five lessons the pandemic has taught us about data and how we use it.
My #LongRead for the @FTMag ft.com/content/92f64e…
Lesson One: the numbers matter.
We've become used to numbers being spun, distorted, used for slippery targets, lied about - and we easily become cynical. But statistics aren't just a vector for bullshit: they're the only hope we have of understanding the pandemic.
Lesson Two: don't take the numbers for granted.
Even nerds like me can easily lapse into thinking that statistics just come from some big database somewhere. But first they have to be gathered, measured, collated etc. This 'statistical bedrock' is essential, and under-rated.
Lesson Three: even the experts see what they expect to see.
(I discuss the "gourmet cheese vs stinky armpits" phenomenon... and also interview @Kit_Yates_Maths about model callibration and the timing of lockdown.)
Lesson Four: the best insights come from combining personal experience with statistics.
People who have most impressed me - such as the late great @HansRosling and Dr Nathalie MacDermott (both of whom have front-line experience of Ebola) manage to do this...
...I call it "statistics, fast and slow" with apologies to Danny Kahneman: combining the rich, vivid detail of personal experience with the thinner but broader and more representative insights of the spreadsheet. Ideally, we need both.
Lesson Five: Everything can be polarised.
For all the sorrows of this pandemic it has been comforting to cover an issue where people actually want to learn the truth rather than (as with eg Brexit) to win a fight. But even life or death gets polarised in time...
...so a reminder to all of us to be curious and open minded. Ask questions, try to understand the world rather than trying to signal membership of a political tribe.
That's very hard, but such is life.
(Thanks to my editors @AliceFishburn @neilos49 , to @d_spiegel @Kit_Yates_Maths and Nathalie MacDemott, to my @BBCMoreOrLess colleagues @richardvadon and @katelamble for their work on the timing-of-lockdown question.)
Oh, and if you're interested in this sort of thing I have written an entire book, "How To Make The World Add Up". Please go and tell your local @Waterstones to order some copies because they haven't quite understood why a book about numbers might appeal - and....
...you can pre-order copies, including SIGNED copies, here: timharford.com/books/worldadd…
Those splendid people at The @guardian have published an extract of my book this morning. Enjoy!
theguardian.com/science/2020/s…

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More from @TimHarford

3 Sep
1/ Time for an apology and a correction. Seems that every newspaper in the UK is (correctly) reporting that I said the risk of catching a fatal case of Covid-19 is about the same as the risk of having a bath. I did say that, but I was wrong. Details below.
2/ What’s true is that for a typical 60 year old, running the sort of infection risks the current UK citizen is currently running, the chance of catching a fatal case of Covid-19 is currently about 1 in 2 million per day, perhaps a bit lower.
3/ Now according to this piece – the author of which should be held blameless – the risk of taking a bath is about 1 in 3 million (0.3 micromorts). But that can’t be right. theconversation.com/whats-most-lik…
Read 16 tweets
28 Aug
A friend of mine thinks it's too risky to go out, and asked me to do the maths for him. I did: ft.com/content/176b9b…
You need to make a lot of assumptions and guesstimates - too many. I wish the data were better (@amymaxmen has a great recent piece on this in @NatureNews). But there is enough information to make educated estimates.
In the UK, according to last week's ONS population survey, there were 22-76 infections per million people per day in England, with a best guess of 44. If you behave like a typical English resident for one day (no, I don't know what that means either) then...
Read 8 tweets
17 Jul
NEW BOOK KLAXON

I am very excited to tell you that "How To Make The World Add up" will be published in two months' time - 17 September.

It's my attempt to distill what I've learned in over a decade working on @ftopinion @FTMag and of course @BBCMoreOrLess
1/
My aim is to help you think clearly about the numbers that swirl all around us. I've come to realise that means finding ways to overcome biases and emotional responses just as much as any technical skill. If they want to, the smartest people can believe the stupidest things.
2/
I loved writing the book, exploring tales of the heroes and villians of statistics, from Florence Nightingale to John Maynard Keynes. Also some intriguing cameos: an art forger, an erotic dancer, and a phalanx of storks.
3/
Read 6 tweets
9 Jun
STORYTIME.
There may be times and places where it’s a good idea to talk back to a military officer — but Germany in 1906 wasn’t one of them. So the young corporal didn’t.
1/
The corporal — let’s call him Muller — had been leading his squad of four down Sylterstrasse in Berlin, only to be challenged by Captain Voigt: in his fifties, a slim fellow with sunken cheeks, the outline of his skull prominent above a large, white moustache.
2/
Like any man in uniform, Captain Voigt appeared taller and broader thanks to his boots, smart grey overcoat and Prussian-blue officer’s cap. His white-gloved hand rested casually on the hilt of his rapier.
3/
Read 10 tweets
5 Jun
Just going to re-up this lovely and uplifting tale about Kind of Blue.
Less uplifting is my story below on a related topic. This is all from Miles Davis's autobiography....
1/
Miles: "I had just walked this pretty white girl named Judy out to get a cab. She got in the cab, and I’m standing there in front of Birdland wringing wet because it’s a hot, steaming, muggy night in August."
2/
Miles: "This white policeman comes up to me and tells me to move on. At the time I was doing a lot of boxing and so I thought to myself, I ought to hit this motherfucker because I knew what he was doing. But..."
3/
Read 9 tweets
3 Jun
STORYTIME
It was 1843, and Robert Fortune was 'much annoyed' when his Chinese servant returned to his ship with a pathetically small collection of plants. The man claimed to fear being 'robbbed or murdered' by the locals; Fortune blamed the Chinese 'propensity' to laziness.
1/
As Fortune explains in his book, 'Three Years Wandering in China', he resolved to explore this part of south-east China, waving away the ship's captain's offer of sending men for protection. No need, said Fortune.
gutenberg.org/files/54720/54…
2/
Fortune filled his specimen boxes with local plants, but soon sound himself surrounded by 'three or four hundred of the Chinese' some of them armed. Oh well. 'I was determined to put a bold face on the matter and proceed.'
He was, of course, robbed.
3/
Read 12 tweets

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