Duke University : Inference for Comparing Two Paired Means

yozzum·2025년 1월 27일
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Statistics

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(much like the ‘inference of a mean’ with a new column of difference)

Paired Data

  • When two sets of observations have this special correspondence (not independent), they are said to be paired.
  • To analyze paired data, it is often useful to look at the difference in outcomes of each pair of observations
  • The parameter of interest is the average difference between the two events of the population(μ_diff)
  • The point estimate would be the average difference between the two events of the sample(x̄_diff)

INSTRUCTIONS

  1. Create a new column named ‘difference’ by subtracting event A from B or vice versa.
  • Difference = event A – event B
  1. Set the hypothesis
  • H0 : μdiff = 0 ; There is no difference between the average of the two events
  • H1 : μdiff != 0 ; There is difference between the average of the two events
  1. Check conditions
  2. Calculate the point estimate x̄, standard deviation for this new column. Then we have ; x̄_diff, s_diff, n_diff.
  3. Draw sampling distribution, shade p-value,
  4. Make a decision, and interpret it in context of the research question:
    See ‘Inference_for_comparing_two_paired_means.pdf’ for an example
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