Why you should love statistics | Alan Smith

545,605 views ・ 2017-02-22

TED


Please double-click on the English subtitles below to play the video.

00:12
Back in 2003,
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the UK government carried out a survey.
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And it was a survey that measured levels of numeracy
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in the population.
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And they were shocked to find out
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that for every 100 working age adults in the country,
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47 of them lacked Level 1 numeracy skills.
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Now, Level 1 numeracy skills -- that's low-end GCSE score.
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It's the ability to deal with fractions, percentages and decimals.
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So this figure prompted a lot of hand-wringing in Whitehall.
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Policies were changed,
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investments were made,
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and then they ran the survey again in 2011.
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So can you guess what happened to this number?
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It went up to 49.
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(Laughter)
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And in fact, when I reported this figure in the FT,
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one of our readers joked and said,
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"This figure is only shocking to 51 percent of the population."
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(Laughter)
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But I preferred, actually, the reaction of a schoolchild
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when I presented at a school this information,
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who raised their hand and said,
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"How do we know that the person who made that number
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isn't one of the 49 percent either?"
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(Laughter)
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So clearly, there's a numeracy issue,
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because these are important skills for life,
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and a lot of the changes that we want to introduce in this century
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involve us becoming more comfortable with numbers.
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Now, it's not just an English problem.
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OECD this year released some figures looking at numeracy in young people,
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and leading the way, the USA --
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nearly 40 percent of young people in the US have low numeracy.
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Now, England is there too,
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but there are seven OECD countries with figures above 20 percent.
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That is a problem, because it doesn't have to be that way.
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If you look at the far end of this graph,
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you can see the Netherlands and Korea are in single figures.
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So there's definitely a numeracy problem that we want to address.
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Now, as useful as studies like these are,
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I think we risk herding people inadvertently into one of two categories;
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that there are two kinds of people:
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those people that are comfortable with numbers, that can do numbers,
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and the people who can't.
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And what I'm trying to talk about here today
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is to say that I believe that is a false dichotomy.
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It's not an immutable pairing.
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I think you don't have to have tremendously high levels of numeracy
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to be inspired by numbers,
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and that should be the starting point to the journey ahead.
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And one of the ways in which we can begin that journey, for me,
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is looking at statistics.
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Now, I am the first to acknowledge that statistics has got somewhat
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of an image problem.
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(Laughter)
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It's the part of mathematics
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that even mathematicians don't particularly like,
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because whereas the rest of maths is all about precision and certainty,
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statistics is almost the reverse of that.
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But actually, I was a late convert to the world of statistics myself.
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If you'd asked my undergraduate professors
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what two subjects would I be least likely to excel in after university,
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they'd have told you statistics and computer programming,
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and yet here I am, about to show you some statistical graphics
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that I programmed.
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So what inspired that change in me?
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What made me think that statistics was actually an interesting thing?
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It's really because statistics are about us.
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If you look at the etymology of the word statistics,
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it's the science of dealing with data
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about the state or the community that we live in.
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So statistics are about us as a group,
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not us as individuals.
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And I think as social animals,
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we share this fascination about how we as individuals relate to our groups,
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to our peers.
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And statistics in this way are at their most powerful
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when they surprise us.
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And there's been some really wonderful surveys carried out recently
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by Ipsos MORI in the last few years.
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They did a survey of over 1,000 adults in the UK,
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and said, for every 100 people in England and Wales,
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how many of them are Muslim?
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Now the average answer from this survey,
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which was supposed to be representative of the total population, was 24.
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That's what people thought.
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British people think 24 out of every 100 people in the country are Muslim.
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Now, official figures reveal that figure to be about five.
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So there's this big variation between what we think, our perception,
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and the reality as given by statistics.
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And I think that's interesting.
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What could possibly be causing that misperception?
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And I was so thrilled with this study,
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I started to take questions out in presentations. I was referring to it.
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Now, I did a presentation
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at St. Paul's School for Girls in Hammersmith,
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and I had an audience rather like this,
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except it was comprised entirely of sixth-form girls.
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And I said, "Girls,
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how many teenage girls do you think the British public think
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get pregnant every year?"
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And the girls were apoplectic when I said
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the British public think that 15 out of every 100 teenage girls
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get pregnant in the year.
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And they had every right to be angry,
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because in fact, I'd have to have closer to 200 dots
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before I could color one in,
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in terms of what the official figures tell us.
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And rather like numeracy, this is not just an English problem.
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Ipsos MORI expanded the survey in recent years to go across the world.
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And so, they asked Saudi Arabians,
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for every 100 adults in your country,
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how many of them are overweight or obese?
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And the average answer from the Saudis was just over a quarter.
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That's what they thought.
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Just over a quarter of adults are overweight or obese.
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The official figures show, actually, it's nearer to three-quarters.
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(Laughter)
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So again, a big variation.
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And I love this one: they asked in Japan, they asked the Japanese,
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for every 100 Japanese people,
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how many of them live in rural areas?
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The average was about a 50-50 split, just over halfway.
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They thought 56 out of every 100 Japanese people lived in rural areas.
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The official figure is seven.
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So extraordinary variations, and surprising to some,
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but not surprising to people who have read the work
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of Daniel Kahneman, for example, the Nobel-winning economist.
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He and his colleague, Amos Tversky, spent years researching this disjoint
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between what people perceive and the reality,
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the fact that people are actually pretty poor intuitive statisticians.
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And there are many reasons for this.
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Individual experiences, certainly, can influence our perceptions,
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but so, too, can things like the media reporting things by exception,
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rather than what's normal.
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Kahneman had a nice way of referring to that.
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He said, "We can be blind to the obvious" --
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so we've got the numbers wrong --
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"but we can be blind to our blindness about it."
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And that has enormous repercussions for decision making.
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So at the statistics office while this was all going on,
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I thought this was really interesting.
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I said, this is clearly a global problem,
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but maybe geography is the issue here.
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These were questions that were all about, how well do you know your country?
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So in this case, it's how well do you know 64 million people?
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Not very well, it turns out. I can't do that.
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So I had an idea,
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which was to think about this same sort of approach
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but to think about it in a very local sense.
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Is this a local?
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If we reframe the questions and say,
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how well do you know your local area,
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would your answers be any more accurate?
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So I devised a quiz:
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How well do you know your area?
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It's a simple Web app.
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You put in a post code
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and then it will ask you questions based on census data
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for your local area.
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And I was very conscious in designing this.
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I wanted to make it open to the widest possible range of people,
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not just the 49 percent who can get the numbers.
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I wanted everyone to engage with it.
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So for the design of the quiz,
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I was inspired by the isotypes
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of Otto Neurath from the 1920s and '30s.
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Now, these are methods for representing numbers
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using repeating icons.
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And the numbers are there, but they sit in the background.
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So it's a great way of representing quantity
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without resorting to using terms like "percentage,"
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"fractions" and "ratios."
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So here's the quiz.
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The layout of the quiz is,
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you have your repeating icons on the left-hand side there,
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and a map showing you the area we're asking you questions about
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on the right-hand side.
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There are seven questions.
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Each question, there's a possible answer between zero and a hundred,
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and at the end of the quiz,
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you get an overall score between zero and a hundred.
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And so because this is TEDxExeter,
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I thought we would have a quick look at the quiz
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for the first few questions of Exeter.
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And so the first question is:
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For every 100 people, how many are aged under 16?
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Now, I don't know Exeter very well at all, so I had a guess at this,
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but it gives you an idea of how this quiz works.
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You drag the slider to highlight your icons,
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and then just click "Submit" to answer,
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and we animate away the difference between your answer and reality.
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And it turns out, I was a pretty terrible guess: five.
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How about the next question?
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This is asking about what the average age is,
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so the age at which half the population are younger
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and half the population are older.
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And I thought 35 -- that sounds middle-aged to me.
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(Laughter)
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Actually, in Exeter, it's incredibly young,
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and I had underestimated the impact of the university in this area.
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The questions get harder as you go through.
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So this one's now asking about homeownership:
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For every 100 households, how many are owned with a mortgage or loan?
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And I hedged my bets here,
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because I didn't want to be more than 50 out on the answer.
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(Laughter)
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And actually, these get harder, these questions,
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because when you're in an area, when you're in a community,
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things like age -- there are clues to whether a population is old or young.
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Just by looking around the area, you can see it.
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Something like homeownership is much more difficult to see,
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so we revert to our own heuristics,
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our own biases about how many people we think own their own homes.
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Now the truth is, when we published this quiz,
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the census data that it's based on was already a few years old.
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We've had online applications that allow you to put in a post code
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and get statistics back for years.
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So in some senses,
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this was all a little bit old and not necessarily new.
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But I was interested to see what reaction we might get
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by gamifying the data in the way that we have,
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by using animation
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and playing on the fact that people have their own preconceptions.
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It turns out, the reaction was, um ...
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was more than I could have hoped for.
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It was a long-held ambition of mine to bring down a statistics website
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due to public demand.
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(Laughter)
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This URL contains the words "statistics," "gov" and "UK,"
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which are three of people's least favorite words in a URL.
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And the amazing thing about this was that the website came down
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at quarter to 10 at night,
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because people were actually engaging with this data
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of their own free will,
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using their own personal time.
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I was very interested to see
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that we got something like a quarter of a million people
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playing the quiz within the space of 48 hours of launching it.
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And it sparked an enormous discussion online, on social media,
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which was largely dominated
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by people having fun with their misconceptions,
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which is something that I couldn't have hoped for any better,
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in some respects.
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I also liked the fact that people started sending it to politicians.
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How well do you know the area you claim to represent?
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(Laughter)
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And then just to finish,
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going back to the two kinds of people,
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I thought it would be really interesting to see
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how people who are good with numbers would do on this quiz.
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The national statistician of England and Wales, John Pullinger,
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you would expect he would be pretty good.
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He got 44 for his own area.
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(Laughter)
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Jeremy Paxman -- admittedly, after a glass of wine -- 36.
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Even worse.
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It just shows you that the numbers can inspire us all.
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They can surprise us all.
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So very often, we talk about statistics
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as being the science of uncertainty.
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My parting thought for today is:
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actually, statistics is the science of us.
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And that's why we should be fascinated by numbers.
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Thank you very much.
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(Applause)
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