Duke University : Estimating the difference between two proportions

yozzum·2025년 1월 27일
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Estimating the Difference Between Two Proportions

  • Parameter of Interest: pA - pB
  • Point Estimate: p̂A - p̂B
  • Difference between the proportions of sampled A and sampled B

Conditions for Inference for Comparing Two Independent Proportions

  1. Independence:
  • Within groups: sampled observations must be independent within each group
    o Random sample / assignment
    o If sampling without replacement, n < 10% of population
  • Between groups: the two groups must be independent of each other (non-paired)
  1. Sample size / skew: Each sample should meet the success-failure condition
  • n1p1 ≥ 10 and n1(1-p1) ≥ 10
  • n2p2 ≥ 10 and n2(1-p2) ≥ 10

INSTRUCTIONS

  1. Check the conditions
    • if we are not 100% sure about random sampling condition for one group, we need to be careful at making conclusions.
  2. Construct a confidence interval by Estimating the Difference Between Two Proportions
    • The order (subtracting one from another) does not matter. Both will give the same conclusion regarding the hypothesis.

(See example)


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