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Typically, to standardize variables, you calculate the mean and standard deviation for a variable. Then, for each observed value of the variable, you subtract the mean and divide by the standard deviation.
We subtract off the mean of X, which is, and divide through by the standard deviation of X, which is n, to obtain a standardized version of the sample mean: X/n.
Typically, to standardize variables, you calculate the mean and standard deviation for a variable. Then, for each observed value of the variable, you subtract the mean and divide by the standard deviation.
Distribution of the Sample Mean. The statistic used to estimate the mean of a population,, is the sample mean, If X has a distribution with mean, and standard deviation, and is approximately normally distributed or n is large, then is approximately normally distributed with mean and standard error .
The black line indicates the values your sample should adhere to if the distribution was normal. The dots are your actual data. If the dots fall exactly on the black line, then your data are normal. If they deviate from the black line, your data are non-normal.
The Sampling Distribution of the Sample Mean. If repeated random samples of a given size n are taken from a population of values for a quantitative variable, where the population mean is (mu) and the population standard deviation is (sigma) then the mean of all sample means (x-bars) is population mean (mu).
When the distribution of the population is normal, then the distribution of the sample mean is also normal. For a normal population distribution with mean and standard deviation, the distribution of the sample mean is normal, with mean and standard deviation.
Step 1: Calculate the mean of the data this is in the formula. Step 2: Subtract the mean from each data point. Step 3: Square each deviation to make it positive. Step 4: Add the squared deviations together. Step 5: Divide the sum by the number of data points in the population.
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