What is a confidence interval in regression analysis?
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A confidence interval in regression analysis is a range of values used to estimate the true value of a regression coefficient or a predicted outcome, with a certain level of confidence. It gives an idea of how precise the estimate is and how much uncertainty there is around it.
A confidence interval gives a range of values within which we expect the true regression coefficient to fall, with a certain level of confidence (usually 95%).