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9th grade · Math · Unit 16 of 17

Two-Way Tables & Causation

Relative frequency and correlation

What your child practices

Reading two-way frequency tables, finding conditional relative frequencies, spotting associations, and knowing that correlation does not prove causation.

Minnesota K-12 Academic Standards benchmark: 9.1.2.5; 9.1.1.5 · two-way frequency tables, and correlation versus causation

How we explain it

Children can open this short lesson before they practice.

  1. A joint frequency is one cell. A row total is a marginal frequency.
  2. A conditional percent is a cell ÷ its row total.
  3. Two things changing together does not prove one causes the other.

Example: Of 40 students who ate breakfast, 30 felt rested. What percent is that? 30 ÷ 40 = 0.75. Answer: 75%

Two-Way Tables & Causation in Minnesota

In the Minnesota K-12 Academic Standards, this is unit 16 of 17 in 9th grade Math, after Rearranging Formulas and before Sequences.

Gradelings describes a child's practice on this unit as Beginning, Approaching, Meeting or Exceeding (Four practice steps). That reflects practice, not a report-card mark: the teacher decides the mark.

Source: Minnesota Department of Education (MDE)

Sample questions

A taste of this unit. In the app, questions change every time and get easier or harder to match your child.

  1. Question 1

    Compare the percent of each row that is "Has a library card". Is there evidence of an association?

    Reading survey
    Has a library cardNo library cardTotal
    Likes reading11920
    Doesn't like reading271340
    Total382260
    • Not much, the percents are close
    • You can't tell from a two-way table
    • Yes, the percents are very different
  2. Question 2

    Students who own more books tend to have higher reading scores. What is the best conclusion?

    • One must cause the other
    • The data must be wrong
    • They are linked, but this does not prove one causes the other. Something else, like time spent reading at home, could explain both.
    • There is no link at all
  3. Question 3

    What percent of the "Plays sports" row are "Has a pet"?

    Sports and pets
    Has a petNo petTotal
    Plays sports142640
    No sports43750
    Total573390
    • 24.6%
    • 35%
    • 45%
    • 15.6%
  4. Question 4

    How many in the "Grade 9" row are in the "Rides to school" column?

    Getting to school
    Walks to schoolRides to schoolTotal
    Grade 817320
    Grade 9101525
    Total271845
    • 3
    • 25
    • 10
    • 15
  5. Question 5

    How many in the "No sports" row are in the "No pet" column?

    Sports and pets
    Has a petNo petTotal
    Plays sports34640
    No sports91120
    Total431760
    • 11
    • 20
    • 9
    • 6
  6. Question 6

    People who carry umbrellas are more likely to have wet shoes. What is the best conclusion?

    • One must cause the other
    • There is no link at all
    • The data must be wrong
    • They are linked, but this does not prove one causes the other. Rainy weather could cause both.