Year 10 Mathematics · AC9M10ST04

Two-Way Tables and Categorical Relationships

Two-way tables cross-classify two categorical variables. Compare conditional percentages within groups, not just raw counts, before claiming an association

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Learning goalsSay it simply
  • explain the central idea: Construct two-way tables and use counts and proportions to investigate possible relationships between categorical variables.
  • choose and apply an appropriate method without relying on keyword matching
  • check results using units, substitution, estimation, a second representation or contextual reasonableness
  • justify a conclusion and communicate limitations where the context requires them
Key conceptTeach from the board

A two-way table shows counts for combinations of two categorical variables plus row/column totals. If group sizes differ, compare proportions/percentages using the appropriate group total as denominator.

Cell

Count satisfying both row and column categories.

Row percentage

cell ÷ row total ×100%.

Column percentage

cell ÷ column total ×100%.

Association clue

Conditional percentages differ meaningfully across groups; do not infer causation automatically.

Worked examplesWe do

Worked examples

AC9M10ST04 - Two-Way Tables and Categorical Relationships
Example 1

Cell Count satisfying both row and column categories.

Example 2

Row percentage cell ÷ row total ×100%.

Example 3

Column percentage cell ÷ column total ×100%.

Example 4

Association clue Conditional percentages differ meaningfully across groups; do not infer causation automatically.

Curriculum examplesCopied content

Australian Curriculum: AC9M10ST04 — Year 10 Statistics. Construct two-way tables and use counts and proportions to investigate possible relationships between categorical variables.

Victoria: VC2M10ST03 — Level 10 Statistics

NSW: Stage 5 Core — Data classification, visualisation and analysis; Path — Data analysis and statistical enquiry

Alignment explanation: The explicit teaching and worked examples address the Australian Curriculum concept directly. The Victorian mapping follows the current Version 2.0 descriptor structure; where Victoria combines or extends content, that difference is stated rather than hidden. NSW uses a Stage 5 Core–Paths structure, so this page maps to the relevant content group(s) and Working mathematically processes instead of inventing a Year 10 one-to-one code.

Lesson componentAustralian CurriculumVictoriaNSW
Explicit concept teaching and worked examplesAC9M10ST04VC2M10ST03 — Level 10 StatisticsStage 5 Core — Data classification, visualisation and analysis; Path — Data analysis and statistical enquiry
Guided and independent practiceBuilds fluency and application for AC9M10ST04Practises the mapped Level 10/10A knowledge as applicablePractises the mapped Stage 5 Core/Path content
Reasoning and assessment tasksApplies reasoning/problem solving in the descriptor contextSupports Victorian reasoning and modelling expectationsEmbeds Working mathematically: reasoning, problem solving and communication
Australian Curriculum elaborations

AC9M10ST04: construct two-way tables and discuss possible relationship between categorical variables.

  • E1: compare Likert responses across two respondent categories such as junior/senior. Examples 1,2,6.
  • E2: record data and use percentages/proportions to identify patterns/associations. Examples 2–5.
  • E3: conduct a school litter survey considering categorical relationships such as canteen specials/day or hot weather/litter type. Examples 7–8.
Questions and answersWith answers
If 24/40 juniors agree, find percentage.
60%.
If 45/75 seniors agree, compare with Q1.
45/75=60%; same.
Which denominator answers “given senior”?
Total number of seniors.
Practice and reviewReady for practice
  • Comparing raw counts when group sizes differ.
  • Using grand total instead of conditional row/column total.
  • Forgetting totals or producing inconsistent totals.
  • Changing category definitions after looking at results.
  • Claiming a two-way association proves causation.
Curriculum alignmentStart here
  • explain the central idea: Construct two-way tables and use counts and proportions to investigate possible relationships between categorical variables.
  • choose and apply an appropriate method without relying on keyword matching
  • check results using units, substitution, estimation, a second representation or contextual reasonableness
  • justify a conclusion and communicate limitations where the context requires them
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