When the p- value for testing the significance of the regression slope is less than alpha, we conclude that there is a significant relationship between the dependent and independent variables.

Question

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When the p-value is less than the significance level alpha, it indicates that the null hypothesis (which typically states there is no effect or no relationship) can be rejected, suggesting a statistically significant relationship between the dependent and independent variables in the context of regression analysis.

When the P- Value for Testing the Significance of the Regression