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Example of Defining a Population and Sample for Research
For a hypothetical experiment involving algebra students, the population of interest must first be defined. A broad population, such as 'all algebra students,' is often too large for a study. Therefore, it is narrowed to a more specific and manageable group, like 'all algebra students in a particular city.' To ensure the sample is representative, it should include students from diverse backgrounds, encompassing various income levels, family situations, races, ethnicities, religions, and geographic locations. From this more focused population, a random sample, for instance of 200 students, can be selected for the experiment.
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Ch.2 Psychological Research - Psychology @ OpenStax
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Increasing Generalizability of the Sample
Example of Defining a Population and Sample for Research
A team of researchers wants to determine the average screen time of all high school students in a large country. They conduct a detailed survey with 1,000 students from a single, affluent suburban high school known for its technology-rich classrooms. What is the most significant methodological challenge the researchers face when trying to draw a conclusion about the entire country's high school student population from their data?
Sampling Bias