8.SP.A.4 8th Grade Statistics & Probability

Two-Way Tables

Understand patterns of association between two variables in bivariate categorical data, using two-way tables and relative frequencies.

How to explain it

The anchor students hold onto: To classify a relative frequency, identify the denominator: grand total → Joint; row or column total → Marginal; one row or column total → Conditional.

Students extend two-way analysis to numeric data in Scatter Plots and Lines of Best Fit (8.SP.A.1–3), using relative frequency reasoning as a foundation for bivariate data interpretation.

Worked examples

Example 1 Joint
Find P(7th AND Bring): 8/50.
Step 1Denominator = grand total = 50.
Step 2Cell count = 8 (7th AND Bring Lunch).
Step 3Joint = 8/50 = 0.16 = 16%.
AnswerJoint = 0.16
Example 2 Marginal
Find P(Bring Lunch): 20/50.
Step 1Denominator = grand total = 50.
Step 2Row total = 20 (Bring Lunch overall).
Step 3Marginal = 20/50 = 0.40 = 40%.
AnswerMarginal = 0.40
Example 3 Conditional
P(Bring GIVEN 7th): 8/22.
Step 1Denominator = 7th grade total = 22.
Step 2Cell count = 8 (7th AND Bring).
Step 3Conditional = 8/22 ≈ 0.36 = 36%.
AnswerConditional ≈ 0.36

Common mistakes

What students write Using the grand total as denominator for a conditional frequency — this computes joint frequency instead of conditional.
The fix When a question restricts to one category ("given" or "of those"), use that row or column total as the denominator, not the grand total.
Try this A student computes P(7th GIVEN Walk) from a 100-student survey. There are 40 walkers, and 25 of them are in 7th grade. The student writes: P(7th GIVEN Walk) = 25/100 = 0.25. Identify the error. Write the correct calculation.
What students write Confusing P(A given B) with P(B given A) — reversing which category is the condition and which is the cell.
The fix The category named after "given" is always the denominator; the category named before "given" is the cell count numerator.

Teacher tip

Head off the two predictable errors before they happen. First: When a question restricts to one category ("given" or "of those"), use that row or column total as the denominator, not the grand total. Second: The category named after "given" is always the denominator; the category named before "given" is the cell count numerator.