A bootstrap estimate is obtained by repeatedly drawing samples from the original sample. These repeated draws are usually made:

Correct answer: A. With replacement from the observed sample

  • A. With replacement from the observed sample
  • B. Without replacement from the population
  • C. From every population unit exactly once
  • D. Only from units with missing responses

Explanation

Bootstrap resampling repeatedly draws, with replacement, from the observed sample to approximate the sampling distribution of a statistic. It does not require direct access to the full population.

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Sampling covers population and sample, sampling frames, simple random, systematic, stratified, cluster and convenience methods, along with sampling and non-sampling errors. Estimation includes sample statistics, population parameters, point estimates, confidence intervals and margins of error, with attention to how sample size affects precision.

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