Understanding R-squared in Time-Series Analysis

Consider a time-series model that has been fitted to historical stock price data. The effectiveness of this model can be evaluated using various statistical criteria. One of the most important measures to assess the performance of a regression model is the coefficient of determination.

What does the coefficient of determination (commonly represented as R-squared) indicate in the context of time-series regression analysis?