The Coefficient of Determination Calculator computes R² by comparing the total variance in the observed data with the variance not explained by the regression model (residuals). This statistic provides insight into how well the model captures the data: values near 1 indicate that the model explains most of the variation in the dependent variable, while values near 0 suggest poor explanatory power.