Which scenario demonstrates the use of stratified sampling?
A researcher wants to collect data on a sample of 200 homes in a county. The researcher obtains a sample of 20 homes from each of the 10 townships in the county.
This scenario exemplifies stratified sampling, where the population is divided into distinct subgroups (in this case, townships), and a sample is drawn from each subgroup to ensure representation across the entire population.
While this scenario involves sampling from distinct regions, it does not illustrate stratified sampling because the researcher is not taking samples from each of the regions; instead, they are selecting a few regions entirely. Stratified sampling requires obtaining samples from all identified subgroups, not just a random selection of them.
This represents systematic sampling rather than stratified sampling. In systematic sampling, a fixed interval is used to select participants from the population, rather than dividing the population into strata and sampling from each one, which is essential for stratified sampling.
This scenario clearly demonstrates stratified sampling because the researcher divides the population into townships (strata) and ensures that each township is represented equally by selecting a fixed number of homes from each, allowing for a more comprehensive and representative sample of the entire county.
This scenario describes simple random sampling, where every individual has an equal opportunity to be chosen, without any consideration for different strata within the population. Stratified sampling, on the other hand, necessitates dividing the population into subgroups and sampling from each one.
Stratified sampling is a method that enhances the representativeness of a sample by ensuring that all subgroups within a population are adequately represented. Scenario C exemplifies this approach by sampling equally from each township. In contrast, the other choices illustrate different sampling methods, underscoring the importance of selecting appropriate techniques based on research objectives.
Related Questions
View allConsider the four normal distributions shown. What is the distribution...
The regression equation y = 980 + 310x (x = team size, y = budget amou...
The table shows the number of votes by fans for contestants on a popul...
A completely randomized design is used to compare memory test performa...
A researcher measured the agricultural yields of two small groups of r...
Related Quizzes
View all0PC1 Planning Instructional Strategies for Meaningful Learning Version 1
AP01 Elementary Literacy Curriculum Version 1
AQ01 Applied Healthcare Statistics C784 Version 1
BJ01 Introduction to Business Finance Version 1
C172 Network and Security Foundations Version 1
C180 Introduction to Psychology Version 1
C180 Introduction to Psychology Version 2
CKC1 Introduction to Humanities Version 1
DZ01 Mathematics for Elementary Educators III MATH 1330 Version 1
FF01 Human Growth and Development Version 1
- ✓ 500+ Practice Questions
- ✓ Detailed Explanations
- ✓ Progress Analytics
- ✓ Exam Simulations