What are the advantages and disadvantages of cluster sampling?
Question
What are the advantages and disadvantages of cluster sampling?
Solution
Advantages of Cluster Sampling:
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Cost-Effective: Cluster sampling can be cost-effective, especially when the population is spread over a large area. It reduces travel and administrative costs.
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Convenience: It is easier to implement as compared to other sampling methods. It does not require a complete list of all members of the population.
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High Quality Data: Since the clusters are often naturally occurring groups, the data collected can often be of high quality and representative of the population.
Disadvantages of Cluster Sampling:
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High Sampling Error: Cluster sampling can have a higher sampling error compared to other methods if each cluster is not representative of the population.
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Bias: There can be a risk of bias if clusters are chosen based on convenience rather than random selection.
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Less Precision: It may provide less precision than other sampling methods if the characteristics within each cluster vary widely.
Similar Questions
Explain why cluster sampling is a probability sampling design.
Describe a situation where you would consider the use of cluster sampling.
What is the primary advantage of utilizing big data clusters?
What is cluster sampling?a.A sampling technique that divides the population into groups and randomly selects entire groupsb.A sampling technique that involves selecting every nth item from a listc.A sampling technique that focuses on a specific group within a populationd.A sampling technique that involves selecting individuals who are readily available
Which of the following is a disadvantage of clustering?Answer areaIt can handle only numerical dataThe results can be highly sensitive to the choice of distance metricIt requires a lot of labeled training dataIt is always computationally expensive
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