Warm-up
5 minStatistics
Answer each question with 2–3 sentences.
- Do you trust the numbers in news reports?
- Have you ever been misled by a graph?
- Are you good at maths?
- Which statistic has surprised you recently?
- Do you check where figures come from?
- Do you think numbers are more convincing than stories?
Words and phrases
12 minNew words
Read each word and the example. Then say a sentence about numbers.
Which word?
Choose the word that fits.
- A small, unrepresentative can give a false picture of a whole population.
- A link between two things that change together is a .
- Showing that one thing makes another happen needs evidence of , not only of a link.
- One extreme value that is very different from the rest is an .
- The of women in the group rose from 30 to 45 per cent.
- Every person who answers a questionnaire is a .
- Readers may the figures, taking them to mean something the authors never intended.
- Some headlines small risks to attract more readers.
Opposites and pairs
Choose the right answer, then press Check answers.
- a sample is a small group chosen to
- an outlier is a value that is very
- a proportion is a
- a respondent is someone who
- to exaggerate = to make something seem
- a margin of error is the range in which the true value probably
Useful phrases
Use these phrases to describe figures and to question them.
- A third of the respondents...Третина респондентів...A third of the respondents said they had changed jobs.
- The vast majority of...Переважна більшість...The vast majority of people trust their doctor.
- Just under half of...Трохи менше половини...Just under half of the sample refused to answer.
- They were twice as likely as... to...Вони були вдвічі ймовірніше, ніж..., щоб...They were twice as likely as others to vote.
- ... accounted for 60 per cent of...... становили 60 відсотків...Women accounted for 60 per cent of respondents.
- The number of... has risenКількість... зрослаThe number of applicants has risen sharply.
- A number of people...Чимало людей...A number of people were undecided.
- Correlation does not prove causation.Кореляція не доводить причинності.As the saying goes, correlation does not prove causation.
Read and react
8 minNumbers that mislead
Read the text. Hover over the dotted words for help.
Why is it so hard to trust statistics?
Why is it so hard to trust statistics? We are told that numbers do not lie, but they can certainly mislead. A famous saying, often attributed to Mark Twain although the source is disputed, claims that there are "lies, damned lies and statistics".
One common problem is the sample. If an online poll reaches only a small and unusual group, the vast majority of people are not represented. Even a good poll has a margin of error: a poll of about a thousand people typically has a margin of around three percentage points, so a lead of one point may mean nothing.
Another problem is confusing correlation with causation. It is often pointed out that ice-cream sales and drownings both rise in summer, but nobody believes that ice cream causes drowning. Hot weather affects both. A number of researchers warn that headlines frequently exaggerate such links.
A third problem is survivorship bias. According to a well-known story, during the Second World War the statistician Abraham Wald was asked where to add armour to returning bombers. Instead of reinforcing the places with the most bullet holes, he is said to have suggested protecting the places with none, because planes hit there had not returned.
Does this mean we should ignore numbers? Not at all. The number of ways to misuse them is large, but the solution is to ask questions: who was asked, how many, compared with what, and what is missing?
Which statistic would you like to check?
True or false?
- A good poll can still have a margin of error.
- The text says that ice cream causes drowning.
- Wald is said to have suggested protecting the places with no bullet holes.
- The text recommends ignoring all statistics.
- The origin of the "lies, damned lies" saying is certain.
What do you think?
- Which numbers do you tend to believe, and why?
- Who should check statistics in the news?
- Is it fair to say that numbers can lie?
- How can schools teach statistical thinking?
Grammar for speaking
10 minGrammar for speaking
Describing proportions
Use fractions and approximate expressions: a third of, two thirds of, the vast majority of, a small minority of, just under half of, well over a quarter of, roughly, approximately. Use accounted for to say which part something makes up, and by far the largest to stress the biggest.
A third of the respondents were unemployed. The vast majority of people agreed. Women accounted for 60 per cent of the sample. Housing was by far the biggest cost.
Comparing and counting
Use twice / three times as likely as, as many as, three times as many... as. Use the number of + singular verb to talk about the figure, and a number of + plural verb to mean several.
Smokers were twice as likely as non-smokers to fall ill. There were three times as many women as men. The number of respondents was 1,000. A number of respondents were undecided.
Block 3 review
Use the grammar from this block.
advanced passives (L11) · reporting verbs and patterns (L12) · nominalisation (L13)
Common mistakes: the number of takes a singular verb, a number of takes a plural verb; use twice as likely as, three times as many as, accounted for, just under. ✗ The number of respondents were 1,000 → was. ✗ A number of respondents was undecided → were. ✗ twice likely as → twice as likely as. ✗ accounted to 60% → accounted for 60%.
Choose the right form
- The number of respondents 1,000.
- A number of respondents undecided.
- The vast majority of people they trust their doctor.
- Smokers were non-smokers to fall ill.
- half of the sample refused to answer.
- There were women as men.
- Women 60 per cent of respondents.
- The result is the most surprising.
Fix the mistake
Each sentence has one mistake. Type the correct words.
- The number of respondents were 1,000. →
- A number of respondents was undecided. →
- Smokers were twice likely as non-smokers. →
- Women accounted to 60 per cent. →
- There were three times more as many men. →
- Under just half refused to answer. →
Talk about it
Answer in detail. Use language for figures and the grammar of Block 3.
- Which statistic have you seen recently, and did you trust it?
- What proportion of your friends would answer an online survey?
- Why might the number of respondents matter?
- Can you give an example of correlation without causation?
- Who would you ask to check a statistic?
- Are people more likely to believe a number than a story?
Three views and a short talk
8 minThree views on statistics
Three people discuss statistics. Compare them. Who trusts numbers most? Who is the most suspicious? Whose view is closest to yours?
Dr Shah, 44
- Is a statistician
- Says a good sample matters most
- Warns about the margin of error
- Admits that most people misread graphs
Leo, 30
- Is a journalist
- Says editors want striking numbers
- Tries not to exaggerate
- Checks every source twice
Mrs Novak, 63
- Is a retired teacher
- Says she distrusts polls
- Believes that people were asked the wrong questions
- Prefers to talk to neighbours
Mini-talk: numbers and truth
Your teacher will time you.
- Plan for one minute, then speak for one or two minutes.
- Part 1: describe a statistic you have seen and where it came from.
- Part 2: say whether it can be trusted (use at least two proportion or comparison phrases).
- Part 3: say what questions we should ask about numbers.
Personal questions
10 minPart I: Me
- Do you read statistics in the news?
- Do you trust opinion polls?
- Have you ever answered a survey?
- Do you check where a number comes from?
- Do you find graphs easy to read?
- Which figures matter most to you in daily life?
- Have you ever been misled by a number?
- Do you use data in your work or studies?
Part II: Other people
- Who in your family is good with numbers?
- Who do you trust to explain statistics?
- Who in your life exaggerates?
- Who checks the facts in your circle?
- Who taught you how to read graphs?
- Who should pay for polls and surveys?
Part III: A bit deeper
- Should news reports always show the margin of error?
- Are polls bad for democracy?
- Is it ever right to exaggerate to make a point?
- Should schools teach more about statistics?
- Do numbers make an argument stronger?
Roleplay
12 minQuestioning a report
Journalist
You question a researcher (your teacher) about a surprising statistic:- ask how many people were asked
- ask about the margin of error
- ask about causation
- thank the researcher
Researcher
Says things like:- We asked a thousand people.
- The margin is three points.
- We cannot prove causation.
- Thank you for your questions.
Explaining a graph
Presenter
You present a graph to a group (your teacher):- describe the main trend
- give two proportions
- mention one limitation
- use the number of and a number of
Listener
Says things like:- What does the graph show?
- How big is the change?
- Can we trust it?
- So what is the conclusion?
Homework
at homeYour homework score
Do all four exercises, then press Check all homework. Correct answers will appear next to your mistakes.
Complete with a word
- A small, unrepresentative can give a false picture of a whole population.
- A link between two things that change together is a .
- Showing that one thing makes another happen needs evidence of , not only of a link.
- One extreme value that is very different from the rest is an .
- The of women in the group rose from 30 to 45 per cent.
- Every person who answers a questionnaire is a .
- Readers may the figures, taking them to mean something the authors never intended.
- Some headlines small risks to attract more readers.
Choose the correct form
- The number of students 200.
- A number of students absent.
- The vast majority of voters with the plan.
- Men were women to drop out.
- half the class passed.
- There were girls as boys.
- Girls most of the group.
- This is the best result.
Correct or incorrect?
Decide if each sentence is grammatically correct.
- The number of respondents was 1,000.
- The number of respondents were 1,000.
- A number of respondents were undecided.
- A number of respondents was undecided.
- Smokers were twice as likely as non-smokers to fall ill.
- Smokers were twice likely as non-smokers to fall ill.
- Women accounted for 60 per cent of respondents.
Match the two halves
- A third of the respondents
- The vast majority of people
- Just under half of the sample
- They were twice as likely as others
- Women accounted for
- The number of applicants
- A number of people
Finished the lesson?
Mark it as complete to keep track of your progress.