R² is a sales prop. Confidence and prediction bands, residual patterns, leverage and Cook's distance, and adjusted R² are what tell you whether your regression is ready to publish — or whether to drop three leverage points first.
Run one-way ANOVA on multiple labeled groups, inspect sums of squares, F statistic, and p-value, and audit the per-group summary before you trust the headline number.