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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.
When you standardize a random variable, its mean becomes zero and its standard deviation becomes one. Therefore, if the Z score of x is zero, then the value of x is equal to the mean. If the Z score of x is one, then the value of x is one standard deviation above the mean.
A z-score, or standard score, is used for standardizing scores on the same scale by dividing a score's deviation by the standard deviation in a data set. The result is a standard score. It measures the number of standard deviations that a given data point is from the mean.
The standardized value of a normally distributed random variable is called a Z score and is calculated using the following formula. When you standardize a random variable, its mean becomes zero and its standard deviation becomes one. Therefore, if the Z score of x is zero, then the value of x is equal to the mean.
In statistics, standardization is the process of putting different variables on the same scale. This process allows you to compare scores between different types of variables. For instance, a standardized value of 2 indicates that the observation falls 2 standard deviations above the mean.
Subtract the mean,, from the value you want to convert, X. Divide the result from Step 1 by the standard deviation,.
Data standardization is about making sure that data is internally consistent. That is, each data type has the same content and format. Standardized values are useful for tracking data that isn't easy to compare otherwise. For example, suppose you and your friend went to different universities.
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.

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