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9th grade · Math · Unit 16 of 22

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.

New York State Learning Standards learning standard: AI-S.ID.5; AI-S.ID.9 · two-way tables, relative frequency, 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 New York

In the New York State Learning Standards, this is unit 16 of 22 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: New York State Education Department (NYSED)

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

    How many in the "Doesn't like reading" row are in the "No library card" column?

    Reading survey
    Has a library cardNo library cardTotal
    Likes reading34640
    Doesn't like reading31940
    Total651580
    • 31
    • 6
    • 40
    • 9
  2. Question 2

    Cities with more firefighters have more fires. What is the best conclusion?

    • They are linked, but this does not prove one causes the other. Bigger cities have both more firefighters and more fires.
    • One must cause the other
    • The data must be wrong
    • There is no link at all
  3. Question 3

    What percent of the "Ate breakfast" row are "Felt rested"?

    Morning survey
    Felt restedFelt tiredTotal
    Ate breakfast103040
    No breakfast19625
    Total293665
    • 25%
    • 34.5%
    • 35%
    • 15.4%
  4. Question 4

    Compare the percent of each row that is "Felt rested". Is there evidence of an association?

    Morning survey
    Felt restedFelt tiredTotal
    Ate breakfast193150
    No breakfast21425
    Total403575
    • Yes, the percents are very different
    • Not much, the percents are close
    • You can't tell from a two-way table
  5. Question 5

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

    Getting to school
    Walks to schoolRides to schoolTotal
    Grade 818725
    Grade 9202040
    Total382765
    • 7
    • 18
    • 40
    • 20
  6. Question 6

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

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