Adjusted R Squared in Excel

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R Squared and Adjusted R Squared

Regression analysis evaluates the effects of one or more independent variables on a single dependent variable. Regression arrives at an equation to predict performance based on each of the inputs.

The R Squared and Adjusted R Squared values give the goodness of fit. Anything over 0.80 (80%) is considered a good fit.

R Squared can be biased. So, Adjusted R Squared tweaks the R Squared based on degrees of freedom.

Example of QI Macros Results

Adjusted R Squared Calculation Excel

Analysis: If R Squared is greater than 0.80, as it is in this case, there is a good fit to the data. Some statistics references recommend using the Adjusted R Squared value.

In this example, R Squared of 0.980 means that 98% of the variation can be explained by the independent variables. Notice that the Adjusted R Squared (0.976) is less than R Squared (.980).

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