Budgeting & Forecasting › Flexible Budgets
What is regression analysis for cost estimation and how does it improve on high-low?
AdvancedAnswer
Regression fits a line (cost = fixed + variable x activity) to all data points, not just two, using least squares. It gives more reliable estimates of fixed and variable elements and a measure of fit (R²). It improves on high-low by using the whole dataset, reducing the effect of outliers and giving statistical confidence.
Cost = a (fixed) + b (variable/unit) x activity; R² shows fit.Real-world example A regression on 24 months of overhead data gives a robust fixed/variable split with a high R².