Year 11 Extended · Unit 5 · Lesson 2 · teacher page

Teaching: covariance

Students have read r from technology in Year 9 without knowing where it comes from. Covariance is the first brick: the mean of the products of each dot's two deviations. The point to leave with is what its sign and its size can and cannot say.

Statistics and ProbabilityNo calculator

At a glance. One lesson of about 60 minutes. It assumes means and scatter graphs. Students find deviations from the mean point, multiply them, average the products, read the sign by quadrant, and see that the size depends on units, which prepares the correlation coefficient.

Calculator: no calculator. No calculator: five small dots, whole-number deviations and one division. The structure of the products is the point, and technology would hide it.

What students will learn

Know

  • The mean of x and the mean of y of a data set.
  • Multiplying negative numbers.
  • What a scatter graph shows.

Understand

  • A dot's product dx × dy is positive in two quadrants and negative in the other two.
  • Covariance is the mean of those products: positive, negative or near zero.
  • Its size depends on the units, so it cannot say how strong a link is.

Do

  • Find deviations and products for each dot.
  • Find a covariance from a small data set.
  • Say what the sign shows and why the size cannot be compared.

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 sort the quadrants before they look. In the first figure, ask each pair to predict the sign of the product for a dot in each quadrant, then step through the five dots and check.

In the second figure, ask for the new covariance before pressing the button. Then ask what has not changed (the picture, the pattern) and what that means for reading the number. To compare strength, the units have to come out of the number; Lesson 3 does that by dividing by the two spreads.

A possible order

5 minWarm-up from the student page, in silence, then answers.
7 minHook: signs of products by quadrant. Collect predictions on the board.
10 minFirst figure and key idea: step through the dots and switch patterns.
10 minSecond figure, the warning card and the worked examples; pairs finish the faded example.
5 minThe check. If many choose A, ask whether covariance counts dots or adds products.
18 minYour turn, Levels 1 to 3, at each student's own pace.
5 minSomething to think about, then the exit ticket, question 7.

The answers

Warm-up6; positive and strong; more values are averaged and extremes are diluted.
HookTop right and bottom left give positive products; top left and bottom right give negative. For the five stalls the products are 16, 2, 0, 2 and 20, so the covariance is 8.
Worked examples5.5 and −20 (negative because y falls as x rises).
Faded example3.5.
1. Adding products, not counting dotsC. A counts dots; B expects any mix to cancel; D thinks the coordinates are still needed.
2. Product of deviations, same side18. (15 − 12) × (46 − 40).
3. Product of deviations, opposite sides−36. (9 − 12) × (52 − 40).
4. Covariance from four dots5. Products 9, 0, −1, 12; total 20; 20 ÷ 4.
5. Changing the unit18. 6 × 3.
6. A missing value from the covariance6. k − 34 = 4 × (−7).
7. Comparing covariancesB. A reads size as strength; C reverses it; D uses the sign only.

What each wrong answer tells you

They giveWhat it usually meansWhat to do
A, B or D in question 1Counts dots instead of adding products, expects any mix to cancel, or thinks the coordinates are needed.Add the five products on the board.
9 or 690 in question 2Adds the deviations, or multiplies the coordinates.Mark the mean point on the graph and measure from it.
36, 9 or 468 in question 3Drops the sign, adds the deviations, or multiplies the coordinates.Ask: is the dot left or right of the mean x, above or below the mean y?
20 or 5.5 in question 4Forgets to divide by 4, or gets the sign of one product wrong.Make a table with columns dx, dy and dx × dy.
9, 2 or 54 in question 5Adds the factor, divides by it, or applies it twice.Write one product before and after the change.
27 or 62 in question 6Uses the covariance as the total, or loses its sign.Write: total of products = 4 × (−7).
A, C or D in question 7Reads size as strength, reverses it, or uses the sign only.Ask: if height were in metres, what would happen to the number?

Questions worth asking

Differentiation

A way in for anyone stuck

Stretch

Students learning in English as an additional language

“Deviation” means how far a value is from the mean, with a sign. “Product” means the result of multiplying. “Covariance” combines “co” (together) and “variance” (how much values vary): it says how two variables vary together. “Quadrant” means one of the four parts the two dashed lines make.

WordPlain meaningExample
mean pointthe point whose coordinates are the mean of x and the mean of ythe point where the two dashed lines cross
deviationhow far a value is from its mean, with a signa stall that is open 2 hours less than the mean has dx = −2
productthe result of multiplying two numbersdx multiplied by dy for one dot
covariancethe mean of the products dx × dy over all the dotsthe number that is positive when the dots rise
quadrantone of four regions made by the lines through the mean pointthe top-left region

Sentence starters for explaining aloud or in writing:

Two things not to say

“The bigger the covariance, the stronger the relationship.” Size depends on units. Strength needs the units removed.

“A covariance of zero means the variables are unrelated.” It means no straight-line trend; a curve can have covariance zero.

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. ProductThe mean point is (8, 20). A dot is at (11, 17). Find dx × dy.
    3 × (−3) = −9.
  2. SignA dot is below the mean y and to the right of the mean x. Is its product positive or negative?
    Negative.

2In context

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

  1. ContextDots (1, 9), (2, 7), (4, 5) and (5, 3). Find the covariance and say what it shows.
    Mean point (3, 6); products −6, −1, −1, −6; total −14; covariance −3.5. Negative: y falls as x rises.
  2. Earlier work (Lesson 1)A population is 2, 6 and 10. What is the highest mean of a sample of 2?
    8.

3Challenge

Reasoning, generalizing and working backwards.

  1. UnitsA covariance is 15 with x in minutes. What is it with x in seconds?
    900.
  2. ReasoningExplain why adding 100 to every y value does not change the covariance.
    Every dy is unchanged because the mean of y also rises by 100.

Practicalities

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

Both figures work with the keyboard (tab to a slider or a button, then the arrow keys or the space bar) and by touch. Under each one, “Show me the steps” gives the same states in words.

No device? Give each pair a printed grid with the mean point and dashed lines drawn, and five dots to sort by quadrant.