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AP® Statistics · Unit 4 · Topic 4.1

Sampling Distributions for Sample Means: Topic Checklist (Statistics 4.1)

Specific “I can…” statements for the sampling distribution of a sample mean, each linked to the guide section and practice question that shows whether you can do it.

Work through the list without notes. If you cannot do a statement, follow its link, then come back. Guide = study guide; Practice = practice questions.

Understanding

  • I can tell apart the population distribution, the distribution of one sample and the sampling distribution of x̄. (Guide: “From proportions to means”)
  • I can explain why x̄ is an unbiased estimator of μ and why sample means vary less than individual values. (Guide: “Mean and standard deviation of x̄”; Practice Q4)
  • I can explain what each condition is for: randomization for independence and no bias, 10% for the standard deviation formula, and population shape or n ≥ 30 for a normal model. (Guide: “The conditions”; Practice Q2, Q6)
  • I can explain why a strongly skewed population may need a sample much larger than 30. (Guide: “The conditions”)

Calculation

  • I can calculate μx̄ and σx̄ = σ/√n for a given population and sample size. (Guide: Worked example 1; Practice Q1)
  • I can find how the sample size must change to reach a target σx̄, and round the answer up. (Guide: Worked example 2(d); Practice Q3)
  • I can calculate a normal probability for x̄ by standardising with σ/√n. (Guide: Worked examples 1 and 2; Practice Q4, Q5)
  • I can find a cut-off value for x̄ from a probability with invNorm. (Practice Q7(d))

Reasoning

  • I can decide, with numbers and context, whether a normal model for x̄ is appropriate, and name the condition that fails if it is not. (Guide: Worked example 2(e); Practice Q6)
  • I can interpret μx̄, σx̄ and a probability about x̄ for the specific population and sample size. (Guide: “Interpreting results in context”; Practice Q5(c))
  • I can use a small probability about x̄ to explain why a claimed population mean is doubtful, without calling it proof. (Practice Q7(c))

All ticked? Move on to Topic 4.2, Constructing a Confidence Interval for a Population Mean or Population Mean Difference, or return to the course roadmap.

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