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from its mean. The effect of the independent variable on the dependent variable can be summed up as the following: • β₁> 0: Y increases as X increases. • β₁ < 0: Y decreases as X increases. • β₁ = 0: X has no effect on Y. In the case of a linear regression with multiple independent variables, the