Samples, Surveys, and Statistical Claims

A sample can support a population claim only when its collection method and scope justify that claim. Random sampling and random assignment answer different questions: population representation and causal effects.

2 worked examples and 3 practice questions, with explained answers. No sign-in required.

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A reliable method

  1. Identify the population and sample.
  2. Check how participants were selected and whether important groups were missed.
  3. Distinguish an observational study from a randomized experiment.
  4. Report uncertainty and avoid claims stronger than the study design supports.

Example 1

A random sample of 200 town residents includes 84 who favor a proposal. Find the sample proportion.

  1. The numerator counts sampled supporters, not all residents.
  2. Divide 84 by the sample size 200.
  3. 84/200=0.42, or 42%. This is a sample estimate, not an exact population percentage.

Answer: \(21/50\) or 42%

Example 2

A survey reports 54% with a margin of error of 4 percentage points. Give its stated interval.

  1. Subtract 4 percentage points from 54%.
  2. Add 4 percentage points to 54%.
  3. The stated interval is 50% to 58%; the reported confidence level, if supplied, governs its statistical interpretation.

Answer: \([50,58]\) percent

Common mistakes

  • A large convenience sample can still be biased.
  • Association in an observational study is not, by itself, evidence of causation.

Practice without the answer first

  1. In a sample of 150 people, 36 use a bus. Estimate how many of 2,000 residents use a bus if that sample is representative.
  2. A sample mean is 72 with a reported margin of error 3. Give the interval on the same measurement scale.
  3. A sample has 45 successes in 180 trials. Estimate the success percentage.
Answers and step-by-step explanations

Practice 1

  1. Compute the sample proportion 36/150=0.24.
  2. Apply that estimated proportion to 2,000.
  3. 0.24 times 2,000 is 480. This is an estimate whose quality depends on sampling.

Answer: \(480\) residents

Practice 2

  1. Keep the mean and margin in the same units.
  2. Subtract and add the margin: 72-3 and 72+3.
  3. The interval is 69 to 75; it is not a statement that all observations fall in that range.

Answer: \([69,75]\)

Practice 3

  1. Use observed successes divided by observed trials.
  2. 45/180=1/4.
  3. Multiply by 100 to obtain 25%. Do not treat the estimate as a guaranteed future rate.

Answer: \(25\)%

These original skill exercises are not official exam questions or a score prediction. Use the coverage notes on your exam hub to choose relevant practice.

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This is shared skill instruction, not an official question set or a prediction of your exam score. Choose your exam for its coverage notes and provider requirements.

Original Testinar instructional content. Updated November 11, 2026. Editorial standards ยท Report a correction

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