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12. According to the Central Limit Theorem, the sample standard deviation (𝑠) may be used as an estimate of the population standard deviation (𝜎) when the value of 𝜎 is unknown. Which of the following is the correct test statistic to be used for Central Limit Theorem?                  *A. p-testB. z-testC. t-testD. Pearson r

Question

  1. According to the Central Limit Theorem, the sample standard deviation (𝑠) may be used as an estimate of the population standard deviation (𝜎) when the value of 𝜎 is unknown. Which of the following is the correct test statistic to be used for Central Limit Theorem?                  *A. p-testB. z-testC. t-testD. Pearson r
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Solution

The correct test statistic to be used for Central Limit Theorem is B. z-test. The z-test is used when the population standard deviation (𝜎) is unknown and the sample standard deviation (s) is used as an estimate. This is in line with the Central Limit Theorem which states that the distribution of sample means approximates a normal distribution as the sample size gets larger, regardless of the shape of the population distribution.

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Similar Questions

Central Limit Theorem for sampling distribution is valid only when:Select one:a. Large samples drawn from any independent and identically distributed populationb. The population follows normal distributionc. Samples are drawn from any independent and identically distributed populationd. The population follows a normal distribution and the sample size should be at least 30

The central limit theorem states that:a.The mean of a population is equal to the mean of the sampleb.The sample mean will always be equal to the population meanc.The sampling distribution of the sample mean approaches a normal distribution as the sample size increasesd.The sample mean is always greater than the population mean

When conducting a hypothesis test about p we can assume the test statistic Z=P̂ −pp(1−p)n√𝑍=𝑃^−𝑝𝑝(1−𝑝)𝑛 approximately follows a standard normal distribution if:Question 5Select one:a.the data is normally distributedb.the data is continuousc.np≥5 or n(1−p)≥5𝑛𝑝≥5 or 𝑛(1−𝑝)≥5 d.np≥5 and n(1−p)≥5

The central limit theorem states that if a random sample of size n is drawn from a population, then the sampling distribution of the sample mean:Group of answer choicesis approximately normal if n ≥ 30.is approximately normal if the underlying population is normal.has the same variance as the population.is approximately normal if n < 30.

When is the z-statistic used to estimate the population mean?a.When the population standard deviation is knownb.When the population standard deviation is unknownc.When the sample size is smalld.When the sample size is large

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