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Education
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Essay
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English (U.S.)
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Topic:
Why Is Sample Size So Important in Statistics?
Essay Instructions:
Sample size relative to the size of the target population is an important factor in determining which kinds of statistical procedures can be used to test hypotheses. Generally, larger populations with large enough sample sizes are more generalizable than smaller populations and relatively small sample sizes.
Conduct a Google search for a sample size calculator. Experiment with various population sizes and sample sizes at different confidence levels.
Then, imagine a scenario within a population you might want to research. Estimate the size of the population. Develop an original response by sharing your research scenario and your estimate of the population size. Apply the sample size calculator to answer these questions:
Based on the size your population, how big does your sample need to be to use parametric procedures at a 95% confidence level?
Why might a smaller sample size, or not a larger enough one, necessitate the use of nonparametric statistical procedures? What does nonparametric mean in this case?
Essay Sample Content Preview:
Importance of Sample Sizes
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July 23, 2024
Understanding how to analyze statistical samples from a sample population is essential for researchers and anyone. It allows him to derive meaningful insights from data and make informed decisions about how it applies to the real-world context. Accordingly, to establish the sample size that would be suitable for a study to explore the level of satisfaction rating among employees of a multinational corporation in the IT department of the firm's 10,000 workers, an online sample size calculator was used. The results of the sample size calculation for the present study using the statistical calculator for a 5% sample error and a 95% confidence level were around 370 employ...
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