Examples for Regression Forecasting Assistant

Regression analysis on noisy marketing data showing moderate fit (R²=47%). Demonstrates honest model quality assessment, interpolation within training range, and actionable recommendations for budget planning.

Linear regression on 12 months of steadily growing sales data to forecast next quarter. Demonstrates high R² (99.9%), validated assumptions, and extrapolation warnings with confidence intervals.

Regression on only 8 weeks of demand data, explicitly addressing small sample concerns. Demonstrates appropriate warnings, wider confidence intervals, AIC model comparison, and conservative recommendations.