← Back to course
1/6
Week 05 · Correlation and Causation

Monday

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

Monday: Tight Cloud, Loose Cloud

Dusk on the loop. Wren holds up two sketches from the Run Log.

"Same eight runners," he says. "Left: weeks of practice against laps. Right: warm-up minutes against laps."

"Both climb," Comet says. "But the left one is tight. The right one is a loose cloud. What do you notice?"

"The left line fits well, the right one barely," Wren says. "I want one number that says how tight."

Nova hovers between the sketches and glows two numbers, one near 1 and one near a half. "Would you like a hint? The number is called r."

"r is 0.98 for practice," Wren reads. "And 0.54 for warm-up. Closer to 1 means tighter."

"So practice and laps go together strongly," Comet says. "Warm-up and laps, only a little."

"Together," Wren says. "Not because of. We will get to that."

At dusk Wren compares a tight scatter sketch with a loose one while Nova glows a question mark.

One number for tightness

The correlation coefficient r measures how tightly the dots follow a straight line. It always lands between -1 and 1.

The sign of r matches the slope: positive for a rising cloud, negative for a falling one.

The size of r is the strength. Near 1 or -1, the dots hug the line. Near 0, they form no line at all.

The crew's rule: a size of 0.7 or more is strong, under 0.3 is little or none, and between is weak.

r has no units. Weeks and laps, minutes and seconds, it is the same kind of number for every scatter plot.

Weeks of practice against laps run: eight dots hugging a rising line, r about 0.98.
Warm-up minutes against laps run: eight dots in a loose rising cloud, r about 0.54.
ChartrSignStrength
Weeks of practice and laps0.98positivestrong positive
Warm-up minutes and laps0.54positiveweak positive
Warm-up minutes and lap time-0.98negativestrong negative

A solved problem to study

Here is how Wren reads r for the practice chart in three steps.

  1. Read the sign: r = 0.98 is positive, so laps rise with weeks of practice. The slope is positive too.
  2. Read the size: 0.98 is at least 0.7, so the relationship is strong. The dots stay close to the line.
  3. Say it in words: a strong positive linear relationship between weeks of practice and laps, in the crew's log.

Every number here is the crew's own made-up Run Log reading. Technology finds r; the crew reads it.

READ R
  • Read the question.
  • Tap your answer.
A scatter plot, Weeks of practice and laps, weeks of practice across and laps run up, with 8 points and a fitted line of slope about 0.94.For weeks of practice against laps, r = 0.98. How would you describe the linear relationship?
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.For warm-up minutes against laps, r = 0.54. How would you describe the linear relationship?
A scatter plot, Warm-up and lap time, warm-up minutes across and lap time in minutes up, with 7 points and a fitted line of slope about -0.38.For warm-up minutes against lap time, r = -0.98. How would you describe the linear relationship?
Which value of r is impossible?
Which chart has the tighter cloud, practice or warm-up? Type practice or warm-up.
WHY THIS EXERCISEr turns the look of a cloud into one number, so two charts can be compared fairly.
StatementTrue or false?
r is always between -1 and 1.?
A negative r means the dots fall from left to right.?
r has units, such as laps per week.?
An r of 0.54 is strong by the crew's rule.?
WHY THIS EXERCISEKnowing what r can and cannot be stops a lot of wrong readings later.
Try it
Sketch three clouds of eight dots: one tight and rising, one loose and rising, one tight and falling.
Guess an r for each. Write your guesses in the Run Log and check them later this week.
Draw the tight practice cloud and the loose warm-up cloud side by side. Write each r under its cloud.

Two clouds, two numbers. Tomorrow you see where r comes from and read it two ways.