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5/6
Week 05 · Correlation and Causation

Friday

Careful words
// How tight is the cloud, and what it does not prove
⏱ about 20 min

Friday: Careful Words

"The poster," Comet says, holding a marker. "Practice and laps, r close to 1. What do we write?"

"Not 'practice makes you run more laps'," Wren says. "Write what we saw. Runners with more weeks of practice ran more laps."

"That is longer," Comet says. "But honest. And the warm-up line?"

"Runners who warmed up longer ran faster laps in our log," Wren says. "r = -0.98. Strong, together, not proven cause."

Nova projects three everyday claims, each with a lurking variable glowing beside it. "Would you like a hint? Ask who else could be behind the pattern."

"Together, not because of," Comet writes along the bottom of the poster. "Our motto for the week."

"And one more line," Wren says. "Only a fair-draw experiment can test a cause. Week nine."

Everyday claims, careful readings

Everyday talk turns "together" into "because of" all the time. The careful reader asks three questions.

How tight is the pattern? Read r for the strength. Could a third factor drive both? Name a lurking variable.

Could the direction be backwards? Then ask: what experiment, with a fair draw, could test the cause?

Everyday claimWhat the data showsCareful words
Practice makes runners run more laps.r = 0.98, strong positiveRunners with more practice ran more laps. Together, not proven cause.
Warming up makes laps faster.r = -0.98, strong negativeLonger warm-ups went with faster laps. A fair-draw experiment could test it.
New shoes make runners faster.r = -0.98, strong negativePractice weeks lurk behind shoe sessions. Not proven cause.
Warm-up minutes decide laps run.r = 0.54, weak positiveA loose cloud. Little to say at all.

Review: r in one list

  • r runs from -1 to 1. Sign gives direction. Size gives strength: 0.7 strong, under 0.3 little or none.
  • r measures straight-line tightness only. Look at the plot for curves.
  • r is the average of the products of the x and y z-scores. Technology computes it.
  • Chance alone makes small values of r. A large r is hard to get from a bag.
  • Correlation is not causation. Name the lurking variable. Only a randomized experiment shows a cause.
MIXED REVIEW
  • Read the question.
  • Tap your answer.
A scatter plot, New-shoe sessions and lap time, sessions in the new shoes across and lap time in minutes up, with 8 points and a fitted line of slope about -0.48.Shoe sessions against lap time: (1, 8), (2, 8), (3, 7), (4, 7), (5, 6), (6, 6), (7, 5), (8, 5). What is r? (Round to 2 places.)
A scatter plot, Warm-up minutes and laps, warm-up minutes across and laps run up, with 8 points and a fitted line of slope about 0.45.Warm-up minutes against laps gave r = 0.54. How would you describe the linear relationship?
Which r shows the tightest cloud: 0.54, -0.98 or -0.21?
A poster claims that runners who stretch longer finish faster, so stretching causes speed. Which statement is the careful one?
CAREFUL WORDS
  • Read the question.
  • Tap your answer.
Which sentence uses careful words for a strong positive r?
A claim says "runners who arrive at the park earlier run faster." What should the careful reader ask first?
What could show that a longer warm-up really causes faster laps?
What word names a third factor that could drive both x and y? Type one word.
WHY THIS EXERCISENaming the lurking variable is the habit that keeps "together" from becoming "because of".
StatementTrue or false?
"Together, not because of" is a fair summary of what r shows.?
An r of -0.98 is weaker than an r of 0.54.?
Only a randomized experiment can show a cause.?
A careful sentence about r never uses the word "makes".?
WHY THIS EXERCISEReading claims this way is a skill you will use far beyond the fun run.
Try it
Find one everyday claim that says x causes y. Write it down.
Rewrite it in careful words, name a lurking variable, and sketch the experiment that could test it.
Draw the fun run poster: two scatter sketches, their r values, and the motto "Together, not because of".

Careful words, well chosen. Tomorrow is Track Day: a family scatter plot, an r by eye, and a careful sentence.

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