When is it appropriate to make inferences about a population based upon data collected from a sample?

Inferences about a population are most appropriate when the sample is selected at random from that population. Random selection helps make the sample representative and reduces selection bias. Simply conducting an experiment or observational study, or choosing a nonrandom sample from the population, does not guarantee that population-wide conclusions are justified.

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