A reliable method
- Identify the population and sample.
- Check how participants were selected and whether important groups were missed.
- Distinguish an observational study from a randomized experiment.
- 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.
- The numerator counts sampled supporters, not all residents.
- Divide 84 by the sample size 200.
- 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.
- Subtract 4 percentage points from 54%.
- Add 4 percentage points to 54%.
- 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
- 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.
- A sample mean is 72 with a reported margin of error 3. Give the interval on the same measurement scale.
- A sample has 45 successes in 180 trials. Estimate the success percentage.
Answers and step-by-step explanations
Practice 1
- Compute the sample proportion 36/150=0.24.
- Apply that estimated proportion to 2,000.
- 0.24 times 2,000 is 480. This is an estimate whose quality depends on sampling.
Answer: \(480\) residents
Practice 2
- Keep the mean and margin in the same units.
- Subtract and add the margin: 72-3 and 72+3.
- The interval is 69 to 75; it is not a statement that all observations fall in that range.
Answer: \([69,75]\)
Practice 3
- Use observed successes divided by observed trials.
- 45/180=1/4.
- 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.

