A major limitation of linear regression as a model for forecasting is that past data and future projections are assumed to fall on or near a straight line.

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Linear regression assumes that the relationship between the independent variable(s) and dependent variable is linear and follows a straight line. This may not be the case in all situations and can lead to inaccurate forecasts.

A Major Limitation of Linear Regression as a Model for Forecasting