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Multicollinearity Is a Situation in Which Two or More of the Explanatory

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Multicollinearity is a situation in which two or more of the explanatory variables are highly correlated with each other.


Definitions:

Standard Error

An estimate of the standard deviation of a sampling distribution, reflecting the accuracy with which a sample represents a population.

Confidence Interval

A span of numbers obtained from sample data, which probably includes the value of an unknown parameter from the overall population.

Sample Variance

A statistical measure that quantifies the degree to which sample points differ from the sample mean.

Population Mean

The arithmetic average of a set of values or a distribution in the entire population, representing the central location of the data.

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