🇺🇸 CCSS Math · Grade 8

8.SP.A.4: Two-way tables and relative frequency

8.SP.A.4 explained: building two-way tables, row and column relative frequencies, and spotting associations in categorical data. Free practice.

Common Core standard CCSS.Math.Content.8.SP.A.4

Understand that patterns of association can also be seen in bivariate categorical data by displaying frequencies and relative frequencies in a two-way table. Construct and interpret a two-way table summarizing data on two categorical variables collected from the same subjects. Use relative frequencies calculated for rows or columns to describe possible association between the two variables. For example, collect data from students in your class on whether or not they have a curfew on school nights and whether or not they have assigned chores at home. Is there evidence that those who have a curfew also tend to have chores?

Grade
Grade 8
Domain
Statistics & Probability (SP)
Cluster
Investigate patterns of association in bivariate data

Official wording from the Common Core State Standards for Mathematics (© 2010 National Governors Association Center for Best Practices and Council of Chief State School Officers). View on thecorestandards.org

What 8.SP.A.4 means

Scatter plots work for numbers, but many interesting questions involve categories: do students who play a team sport prefer cats or dogs? Does owning a phone go with walking to school? A two-way table organizes this kind of bivariate categorical data, with one variable across the top, the other down the side, and counts in each cell plus row and column totals.

Raw counts can mislead when the groups are different sizes, so students compute relative frequencies. Dividing each cell by its row total answers questions like 'of the students who play a sport, what fraction prefer dogs?', and comparing that with the non-sport row reveals whether the two variables are associated. If 70% of sport players prefer dogs but only 40% of non-players do, there is evidence of an association; if the percentages are close, there is little. Choosing whether to divide by row or column totals depends on the question being asked, and students must be able to explain that choice.

Students should be able to

  • Construct a two-way table from survey data on two categorical variables.
  • Complete missing entries in a two-way table using row and column totals.
  • Calculate row and column relative frequencies as fractions, decimals or percentages.
  • Use relative frequencies to decide whether there is evidence of an association.
  • Explain which total to divide by for a given question.

Common misconceptions

Comparing raw counts across unequal groups

If 30 of 100 seventh graders and 20 of 40 eighth graders like a club, the eighth graders are more keen (50% versus 30%), even though 20 is less than 30.

Dividing by the grand total by default

To compare groups, divide by the group's row or column total. The grand total answers a different question about the whole sample.

Mixing up rows and columns

Students compute 'of the dog lovers, what fraction play sport' when the question asked the reverse. Underline the group named after 'of the'.

Calling any difference an association

Percentages of 52% and 49% are very close, which suggests little or no association. A clear gap is needed before claiming a link.

Worked example: is there an association?

A survey of 80 students: of 50 who have a curfew, 35 do chores at home; of 30 with no curfew, 9 do chores. Is there evidence that students with a curfew are more likely to do chores?

  1. Find the row relative frequency for students with a curfew: 35 ÷ 50 = 0.7, or 70%.
  2. Find it for students without a curfew: 9 ÷ 30 = 0.3, or 30%.
  3. Compare: 70% versus 30% is a large difference.
  4. So there is evidence of an association: students with a curfew in this survey are more likely to do chores. This does not prove the curfew causes it.

Answer: Yes. 70% of students with a curfew do chores compared with 30% of those without, which suggests an association.

Teaching 8.SP.A.4

Survey the class on two yes-or-no questions that students choose, then build the two-way table together on the board. Seeing their own data in the table, and then converting rows to percentages, shows why relative frequencies are fairer than counts when groups differ in size.

Assessment items often give a partially completed table to fill in, then ask for a relative frequency and whether the data suggest an association. Train students to write the fraction first, with the right total in the denominator, before converting to a percentage.

5 practice questions

Original questions written for this standard. Choose an option or type your answer, then press Check. Every question has a worked explanation.

Score: 0 / 5(0 of 5 checked)
  1. 1.

    Of 40 students who play an instrument, 28 also sing in a choir. What is the relative frequency as a percentage?

    Answer and explanation

    Answer: 70 (also accepted: 70%)

    28 ÷ 40 = 0.7, which is 70%.

  2. 2.

    A two-way table has a row total of 60. Two of the cells in that row are 25 and 17. What is the third cell?

    Answer and explanation

    Answer: 18

    The cells in a row add to the row total: 60 - 25 - 17 = 18.

  3. 3.

    Of 50 bus riders, 20 eat breakfast at school. Of 30 car riders, 6 eat breakfast at school. Which statement is supported by the data?

    Question 3 options
    Answer and explanation

    Answer: C) Bus riders are more likely to eat breakfast at school (40% versus 20%)

    20 ÷ 50 = 40% of bus riders and 6 ÷ 30 = 20% of car riders eat breakfast at school, so bus riders are more likely.

  4. 4.

    To find what fraction of 8th graders prefer soccer, which number should be the denominator?

    Question 4 options
    Answer and explanation

    Answer: B) The total number of 8th graders

    The question is about 8th graders, so divide the number of 8th graders who prefer soccer by the total number of 8th graders.

  5. 5.

    Row relative frequencies show 51% of group A and 49% of group B like a new menu. What can you conclude?

    Question 5 options
    Answer and explanation

    Answer: A) Little or no association

    51% and 49% are almost the same, so the data show little or no association between group and opinion.

Builds on

Leads to

  • HSS-ID.B.5

Teach 8.SP.A.4

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FAQ

What is a relative frequency in a two-way table?

A count divided by a total, such as a row total or column total, written as a fraction, decimal or percentage. It lets you compare groups of different sizes fairly.

How do you know if two categorical variables are associated?

Compare the relative frequencies across groups. A clear difference, such as 70% versus 30%, suggests an association; similar values suggest none.

More grade 8 Statistics & Probability standards

8.SP.A.1: Scatter plots and association8.SP.A.2: Fitting a line to scatter plot data8.SP.A.3: Using linear models with data
All Grade 8 math standards →Standards home →