How do I interpret regression results?

Can you explain how to interpret regression results?

Sure! Regression results typically include coefficients, p-values, and R-squared values. Would you like to know about each of these?

Yes, please explain the coefficients first.

Coefficients represent the change in the dependent variable for a one-unit change in the independent variable, holding other variables constant.

What about the p-values?

P-values indicate the statistical significance of each coefficient. A p-value less than 0.05 usually suggests that the coefficient is significantly different from zero.

And R-squared?

R-squared measures the proportion of variance in the dependent variable that can be explained by the independent variables. A higher R-squared indicates a better fit.