A researcher will usually test his or her regression coefficients for statistical significance in order to ensure that the observed coefficient is not due simply to chance.

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Testing regression coefficients for statistical significance helps determine if the relationship observed is likely to be genuine and not just a result of random variation in the data.

A Researcher Will Usually Test His or Her Regression Coefficients