Picture a seaside town across one summer. In July, ice cream sales go up. In July, more people get into trouble in the water. In September both fall. Month after month the two lines rise and fall together. Somebody writes a headline: ice cream linked to drowning.
A hot day→More swimmers, and more ice cream sold→More rescues, and more sales
When two things rise together, there are four stories, not one. The first causes the second. The second causes the first. A third thing causes both. Or the count is small and it is chance. Rising together is the fact; the story is a guess until something tests it.
A hot day
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Ice cream
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Rescues
Ice cream sales and sea rescues rise together every July. Does eating ice cream cause people to get into trouble in the water?
No. A hot day sends people to buy ice cream and to swim, so both rise together.
Right. The third story fits: a hot day causes both. Ice cream and rescues have no line between them; each has a line to the sun.
Yes. They rise and fall together every month, which is what cause looks like.
Not yet. Rising together is what cause looks like, and also what a shared cause looks like, and also what chance looks like. The pattern alone cannot tell the four stories apart.
No. The rescues cause the ice cream sales.
Not yet. That is the second story, and it has the same weakness as the first: nothing has tested it. The third story, a hot day, explains both without either causing the other.
A hot day
↓→
More ice cream
↓→
More swimmers
The third thing has a name: a common cause. It is one thing that pushes two others, so the two move together without touching. Hot days push ice cream and swimming. Age pushes shoe size and reading. A rich country has more Nobel prizes and more chocolate.
Set the hours of sun and the price of an ice cream. The numbers are made up and round: sales follow the sun and the price; swimmers follow the sun only, and one swimmer in a hundred needs rescuing.
Ice creams sold160
People swimming200
Hours of sun: 4 · Ice cream price: £1
4 hours of sun, ice cream at £1. 160 ice creams sold, 200 people swimming, 2 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold80
People swimming200
Hours of sun: 4 · Ice cream price: £2
4 hours of sun, ice cream at £2. 80 ice creams sold, 200 people swimming, 2 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold40
People swimming200
Hours of sun: 4 · Ice cream price: £4
4 hours of sun, ice cream at £4. 40 ice creams sold, 200 people swimming, 2 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold280
People swimming350
Hours of sun: 7 · Ice cream price: £1
7 hours of sun, ice cream at £1. 280 ice creams sold, 350 people swimming, 3 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold140
People swimming350
Hours of sun: 7 · Ice cream price: £2
7 hours of sun, ice cream at £2. 140 ice creams sold, 350 people swimming, 3 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold70
People swimming350
Hours of sun: 7 · Ice cream price: £4
7 hours of sun, ice cream at £4. 70 ice creams sold, 350 people swimming, 3 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold400
People swimming500
Hours of sun: 10 · Ice cream price: £1
10 hours of sun, ice cream at £1. 400 ice creams sold, 500 people swimming, 5 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold200
People swimming500
Hours of sun: 10 · Ice cream price: £2
10 hours of sun, ice cream at £2. 200 ice creams sold, 500 people swimming, 5 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold100
People swimming500
Hours of sun: 10 · Ice cream price: £4
10 hours of sun, ice cream at £4. 100 ice creams sold, 500 people swimming, 5 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold520
People swimming650
Hours of sun: 13 · Ice cream price: £1
13 hours of sun, ice cream at £1. 520 ice creams sold, 650 people swimming, 6 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold260
People swimming650
Hours of sun: 13 · Ice cream price: £2
13 hours of sun, ice cream at £2. 260 ice creams sold, 650 people swimming, 6 rescued from the water. Move the price and watch which bar follows it.
Ice creams sold130
People swimming650
Hours of sun: 13 · Ice cream price: £4
13 hours of sun, ice cream at £4. 130 ice creams sold, 650 people swimming, 6 rescued from the water. Move the price and watch which bar follows it.
On a thirteen-hour day the price goes from £1 to £4 and sales fall to a quarter. What happens to the rescues?
They rise, because people who skip ice cream swim instead.
Not yet. The frames show the rescue bar fixed at every price on a given day. Nothing in the rule sends people from the ice cream van into the sea.
Nothing. The swimmers never looked at the ice cream price.
Right. Sales fell by three quarters and rescues did not move, because rescues follow the sun and the sun did not change. That is the test for a common cause: move one thing on its own and watch the other.
They fall too, because the two always move together.
Not yet. They moved together when the sun moved both. Move the price alone and only sales follow, which shows the line never ran between them.
Move both controls.
Change the ice creamyourself
↓→
Watch the rescues
That move is what a test is. If ice cream causes rescues, changing ice cream on its own changes rescues. If a hot day causes both, changing ice cream alone leaves rescues where they were. Rising together cannot tell the two apart. Changing one thing yourself can.
Put the test in order.
Tap them in the order they happen, first to last. Each tap gets a number.
Pick→Change one thing→Watch→Compare
Right. Pick, change, watch, compare. The second step is the whole test: if anything else changes at the same time, a third thing can slip in and you are back to rising together.
Each is a pair that goes together. Does one cause the other, or does a third thing push both?
One card at a time. Tap the pile it belongs to.
Card 1 of 6
Children with bigger feet read better.
Countries that eat more chocolate win more Nobel prizes.
Pressing the brake pedal slows the car.
People who carry a lighter get lung cancer more often.
Watering a dry plant makes it grow.
Streets with more fire engines have more fire damage.
Children with bigger feet read better. → A third thing
Not yet. A third thing: age. Older children have bigger feet and have had more years of reading.
Countries that eat more chocolate win more Nobel prizes. → A third thing
Not yet. A third thing: a rich country buys chocolate and funds laboratories. The chocolate never reaches the lab.
Pressing the brake pedal slows the car. → One causes the other
Not yet. One causes the other. Press the pedal on its own, on any road, and the car slows; nothing else needs to change.
People who carry a lighter get lung cancer more often. → A third thing
Not yet. A third thing: smoking. Smokers carry lighters and smokers get lung cancer; the lighter does nothing on its own.
Watering a dry plant makes it grow. → One causes the other
Not yet. One causes the other. Water one plant and not its neighbour, and only the watered one grows.
Streets with more fire engines have more fire damage. → A third thing
Not yet. A third thing: the size of the fire. A big fire calls more engines and does more damage, and the engines are not the cause of either.
2One causes the other
vsvs
4A third thing
Right. Two of the six are causes you can test by changing one thing. Four are pairs pushed by something standing behind both, and in every one of the four the headline writes itself the wrong way round.
Split at random
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Change one thing for half
↓→
Compare the halves
Scientists have a way to do the test on people. Split a big group in two at random, change one thing for one half only, and compare. The random split matters: it spreads every third thing, age, wealth, habits, evenly across both halves, so none of them can be the hidden cause.
Phone in the bedroom
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Lower grades
A study finds teenagers who sleep with a phone in the bedroom get lower grades. By this lesson, what can you say so far?
The phone causes the lower grades. That is what the study found.
Not yet. The study found two things together. Together is the fact, and cause is one of four stories about it. The step that would pick the cause story is changing the phone alone.
They go together. The phone might cause it, or a third thing might push both. Nobody has changed one thing yet.
Right. Nothing was changed on its own, so the four stories are all still open. A busy home or late nights could push both the phone and the grades, and only a test would tell.
Low grades cause teenagers to take phones to bed.
Not yet. That is the second story, and it is as untested as the first. Choosing it over the others is a guess with the arrow pointed the other way.
Lesson complete
Two things rising together is one fact with four possible stories. A test is changing one thing yourself and watching.