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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.
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. Typically, to standardize variables, you calculate the mean and standard deviation for a variable.
Standardizing makes it easier to compare scores, even if those scores were measured on different scales. It also makes it easier to read results from regression analysis and ensures that all variables contribute to a scale when added together.
In biological experiments, standardized variables are those that remain the same throughout the experiment. That is, the results may show that the independent variable is involved in a change in the dependent variable, but it may or may not not be the cause of that change.
Standardized values (also called standard scores or normal deviates) are the same thing as z-scores. A standardized value is what you get when you take a data point and scale it by population data. It tells us how far from the mean we are in terms of standard deviations.
No no need to standardize. Because by definition the correlation coefficient is independent of change of origin and scale. As such standardization will not alter the value of correlation.
0:33 6:37 Suggested clip Standardizing Normally Distributed Random Variables (fast version YouTubeStart of suggested client of suggested clip Standardizing Normally Distributed Random Variables (fast version
Suppose X is a random variable with mean µ and standard deviation > 0. Then the standardization of X is the random variable Z = (X A)/. Then Z has mean zero and standard deviation 1. Standardization gives us standard units for considering (for example) the shape the graph of a probability density function.

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