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Question

The standard deviation of population P is two times the standard deviation of population Q. The size of a random sample from population P is four times the size of a random sample from population Q. If $e_P$ and $e_Q$ denote the standard error of means of the samples from P and Q, respectively, then the ratio of $e_P$ to $e_Q$ is________.

Calculating Standard Error Ratio ($e_P / e_Q$)

The standard error of the mean ($e$) measures the variability of sample means around the population mean. It is calculated using the population standard deviation ($\sigma$) and the sample size ($n$) with the formula:

$ e = \frac{\sigma}{\sqrt{n}} $

Defining Variables and Relationships

  • Let $\sigma_P$ and $\sigma_Q$ be the population standard deviations for P and Q.
  • Let $n_P$ and $n_Q$ be the sample sizes for P and Q.
  • Given: $\sigma_P = 2 \times \sigma_Q$
  • Given: $n_P = 4 \times n_Q$
  • Let $e_P$ and $e_Q$ be the standard errors of the means for samples from P and Q.

Step-by-Step Calculation

  1. Express the standard error for population P:

    $ e_P = \frac{\sigma_P}{\sqrt{n_P}} $

  2. Express the standard error for population Q:

    $ e_Q = \frac{\sigma_Q}{\sqrt{n_Q}} $

  3. Calculate the ratio $ e_P / e_Q $:

    $ \frac{e_P}{e_Q} = \frac{\sigma_P / \sqrt{n_P}}{\sigma_Q / \sqrt{n_Q}} $

  4. Rearrange the terms:

    $ \frac{e_P}{e_Q} = \left( \frac{\sigma_P}{\sigma_Q} \right) \times \left( \frac{\sqrt{n_Q}}{\sqrt{n_P}} \right) $

  5. Substitute the given relationships ($\sigma_P = 2\sigma_Q$ and $n_P = 4n_Q$):

    $ \frac{e_P}{e_Q} = \left( \frac{2\sigma_Q}{\sigma_Q} \right) \times \left( \frac{\sqrt{n_Q}}{\sqrt{4n_Q}} \right) $

  6. Simplify the expression:

    $ \frac{e_P}{e_Q} = (2) \times \left( \frac{\sqrt{n_Q}}{2\sqrt{n_Q}} \right) $

    $ \frac{e_P}{e_Q} = 2 \times \frac{1}{2} $

  7. Final Result:

    $ \frac{e_P}{e_Q} = 1 $

The ratio of $e_P$ to $e_Q$ is 1.

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Important Questions from Sampling Theorems

  1. In the construction of cost of living index, commodities are selected by:

  2. If 4, 5, 6, 6, 6, 6, 6, 6, 6, 7 be a random sample from a Poisson population with parameter λ, then an unbiased estimate of λ is:

  3. The data taken from the publication "sankhya" will be considered as:

  4. A completely randomised design is based on the principles of ______ and randomisation only.

  5. A sample of 30 latest returns on UTI stock reveals a mean return of $4 with a sample standard deviation of $0.13. The estimated standard error of the sample mean is:

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