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Statistics Foundation · Lesson 4.6

Choosing the right inference method.

Lesson 4.5 explained sample size and study design. This final inference lesson turns that design thinking into method choice. Students learn to identify the outcome, comparison structure, pairing, assumptions and estimand before choosing a statistical method.

145 minutes
No coding
Method choice
Research design

Lesson route

Move from study design to method choice.

This lesson is the bridge between inference concepts and applied statistical judgement. A good method choice can be explained in words before it is calculated.

0–15 min

Start from the research question

Learn why inference method choice begins with what the study is trying to estimate, compare, test or model.

15–35 min

Identify the outcome type

Separate numerical, binary, categorical, ordinal and time-to-event outcomes before choosing any method.

35–55 min

Identify the comparison structure

Distinguish one-sample, two independent groups, paired measurements, several groups and association questions.

55–80 min

Check the design

Use what Lesson 4.5 taught about study design: independence, pairing, clustering, repeated measurement and allocation matter.

80–110 min

Match assumptions to methods

Connect normality, sample size, expected counts, variance, linearity and independence to responsible method choice.

110–145 min

Choose, justify and interpret

Practise writing a clear method justification rather than simply naming a test.