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The standard error of the mean for finite population is very close to the standard error of the mean for infinite population when the sampling fraction is
  • a)
    small
  • b)
    large
  • c)
    moderate
  • d)
    none
Correct answer is option 'A'. Can you explain this answer?
Most Upvoted Answer
The standard error of the mean for finite population is very close to ...
Standard Error of the Mean (SEM):
- The standard error of the mean (SEM) measures the variation or dispersion of the sample means around the population mean.
- It quantifies the precision or accuracy of the sample mean as an estimate of the population mean.
- The formula for SEM is given by SEM = standard deviation / √(sample size).

Standard Error of the Mean for Finite Population:
- When the population size is finite, the standard error of the mean for a finite population takes into account the effect of the population size on the sampling process.
- The formula for SEM for a finite population is given by SEM = standard deviation / √(sample size) * √(N - n) / √(N - 1), where N is the population size and n is the sample size.
- The term √(N - n) / √(N - 1) is known as the finite population correction factor.
- The finite population correction factor adjusts for the decrease in variability when sampling from a finite population compared to an infinite population.

Standard Error of the Mean for Infinite Population:
- When the population size is infinite, the standard error of the mean for an infinite population does not consider the effect of the population size on the sampling process.
- The formula for SEM for an infinite population is given by SEM = standard deviation / √(sample size).
- In this case, there is no need for a finite population correction factor since the population size is assumed to be infinite.

Effect of Sampling Fraction on Standard Error of the Mean:
- The sampling fraction is the ratio of the sample size to the population size (n / N).
- When the sampling fraction is small, it means that the sample size is small relative to the population size.
- In this case, the finite population correction factor (√(N - n) / √(N - 1)) becomes close to 1, as the difference between N and n becomes negligible compared to N.
- As a result, the standard error of the mean for a finite population becomes very close to the standard error of the mean for an infinite population.
- This is because the effect of the finite population correction factor diminishes as the sampling fraction decreases.
- Therefore, the correct answer is option 'A' - small sampling fraction.
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The standard error of the mean for finite population is very close to ...
While multi-stage sampling is cost-effective and less time-consuming, it can be less accurate because of the potential for cumulative errors at each stage.
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The standard error of the mean for finite population is very close to the standard error of the mean for infinite population when the sampling fraction isa)smallb)largec)moderated)noneCorrect answer is option 'A'. Can you explain this answer?
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