Year 11 Extended · Unit 5 · Lesson 3 · teacher page

Teaching: the correlation coefficient by formula

Students have read r from a calculator since Year 9. This lesson is where r is worked out by hand once, with small whole-number data, so that its range, its sign and its independence of units are consequences and not facts to memorize.

Statistics and ProbabilityScientific calculator

At a glance. One lesson of about 60 minutes. It assumes covariance from Lesson 2 and square roots. Students build the three sums from deviations, divide, read the sign and size, and see that r is unchanged by units and shifts but is blind to curves.

Calculator: scientific calculator. A scientific calculator is used for the square root in questions where it is not exact. All the main data are chosen so that the product under the root is a perfect square, so the arithmetic is by hand and the structure of the formula stays visible.

What students will learn

Know

  • Covariance as the mean of the products dx × dy.
  • How to square a deviation and add squares.
  • How to take a square root.

Understand

  • r is the sum of products divided by the square root of the two sums of squares multiplied.
  • The sign of r is the sign of the sum of products, and |r| ≤ 1.
  • r measures straight-line strength only and is unchanged by changes of unit.

Do

  • Build a table of dx, dy, products and squares.
  • Find r for a small data set, by hand.
  • Judge the direction and strength from the sign and size of r.

MYP assessment criteria

Wording paraphrased. What this lesson gives you evidence for, and what to look for:

The one thing to do with the figure

Make students predict r, then build it. Ask each pair to say close to 1, about a half or close to 0 before step 1. Then run the five steps without comment, and press “Flip to a falling pattern” at step 5.

Ask: which totals changed, and which did not? Students should see that the dy² column holds the same numbers in a new order, so both sums of squares are unchanged and only the numerator changes sign.

A possible order

5 minWarm-up from the student page, in silence, then answers.
7 minHook: close to 1, a half or 0? Vote by show of hands.
10 minThe figure and key idea: five columns, then flip.
10 minWarning card, the arch example and the faded example in pairs.
5 minThe check. If many choose A, ask which of the three sums can change sign.
18 minYour turn, Levels 1 to 3, at each student's own pace.
5 minSomething to think about, then the exit ticket, question 8.

The answers

Warm-up9, 0, 9 and 18; 5.5; 12 and 1.5.
Hookr is close to 1: 40 ÷ √1760 = 0.95 for the stalls.
Worked examples0.8; and 0 for the arch.
Faded example0.5.
1. What changes the sign of rB. A looks only at the denominator; C expects cancelling; D confuses the multiplier with r.
2. r from the three sums0.75. 36 ÷ √(64 × 36).
3. r from a small data set0.9. 18 ÷ √(40 × 10).
4. r from covariance and spreads0.6. 12 ÷ (4 × 5).
5. A negative r−0.9. −27 ÷ √(50 × 18).
6. The sum of products from r28. 0.7 × √(25 × 64).
7. What r does not depend onB. A lets the factor reach r; C adds the shift to r; D thinks unlike units break r.
8. The denominator and strengthC. A reads a bigger sum as stronger; B looks at the numerator only; D thinks r carries units.

What each wrong answer tells you

They giveWhat it usually meansWhat to do
A, C or D in question 1Looks only at the denominator, expects cancelling, or confuses the multiplier with r.Write one row of dx, dy and dx × dy before and after.
0.36, 4.5 or 0.5625 in question 2Adds the sums of squares, uses one sum only, or divides by the sum of dx² only.Write the denominator as one root: √(64 × 36).
0.45 or 1.8 in question 3Divides by one sum of squares only.Build the table and count three totals before dividing.
3 or 2.4 in question 4Divides by only one standard deviation.Write r = covariance ÷ (spread of x × spread of y).
0.9, −1.5 or −0.54 in question 5Loses the sign, or divides by one sum.Write the sign first, then the size.
1120, 9.1 or 44.8 in question 6Leaves out the root, adds the roots, or uses one sum.Work out √(25 × 64) = 40 first.
A, C or D in question 7Lets a factor reach r, adds the shift, or says unlike units break r.Rewrite r for x in grams and watch the 1000 cancel.
A, B or D in question 8Read a bigger sum as stronger, used the numerator only, or thought r carries units.Work out both values of r.

Questions worth asking

Differentiation

A way in for anyone stuck

Stretch

Students learning in English as an additional language

“Coefficient” means a number that measures something. “Correlation” means how two things change together. “Deviation” means the distance of a value from its mean. “Square root” means the number that multiplied by itself gives the number under the root.

WordPlain meaningExample
correlation coefficienta number between −1 and 1 that measures how closely dots follow a straight liner = 0.3 for dots in a loose, rising cloud
sum of squaresthe total of the squares of the deviations1 + 0 + 1 + 9 = 11
standard deviationthe typical size of a deviation: the square root of the mean of the squaresthe spread of x in hours
strengthhow closely the dots follow a straight line, the size of r without the sign0.8 is stronger than 0.3
directionwhether y tends to rise or fall as x rises, shown by the sign of rnegative: y falls as x rises

Sentence starters for explaining aloud or in writing:

Two things not to say

“r is the percentage of dots on the line.” r is a measure of straight-line closeness, not a count.

“r = 0 means the variables are unrelated.” It means no straight-line trend.

Questions to set

Extra practice in three tiers, including one question from earlier work for spacing. Every answer has been checked.

1Fluency

The idea on its own, with friendly numbers. Set these first.

  1. ComputeThe sums are: products 30, squares of dx 25 and squares of dy 36. Find r.
    30 ÷ √(25 × 36) = 30 ÷ 30 = 1: the dots lie exactly on a rising line.
  2. SignThe sum of products is −12 and the squares add to 16 and 9. Find r.
    −12 ÷ √(16 × 9) = −12 ÷ 12 = −1.

2In context

The same idea inside a situation, where the first job is deciding what to calculate.

  1. ContextDots (1, 1), (2, 3), (3, 4), (4, 5) and (5, 7). Find r to two decimal places.
    Means 3 and 4; dy = −3, −1, 0, 1, 3; products 6, 1, 0, 1, 6, total 14; squares 10 and 20; r = 14 ÷ √200 = 0.99.
  2. Earlier work (Lesson 2)Dots (0, 0), (2, 6) and (4, 6). Find the covariance.
    Means 2 and 4; products 8, 0 and 4; total 12; covariance 12 ÷ 3 = 4.

3Challenge

Reasoning, generalizing and working backwards.

  1. Reasoningx is in seconds and y in metres. Explain why r has no units.
    The units of the products cancel with the units under the root.
  2. Working backwardsr = −0.6, the sum of dx² is 16 and the sum of dy² is 9. Find the sum of products.
    −0.6 × 12 = −7.2.

Practicalities

Works on a phone or a shared screen. Nothing a student types is saved or sent anywhere.

The figure works with the keyboard (tab to the slider or the button, then the arrow keys or the space bar) and by touch. Under it, “Show me the steps” gives the same states in words.

No device? Give each pair the five-column table with five empty rows and a small data set to complete.