These are some considerations to make when selecting a linear model:
- Comparing linear models for the same dataset is the only way to go.
- Look for a model with a high R2 adjusted.
- Ascertain that the residuals in this model are evenly distributed around zero.
- Ascertain that the model's faults are contained within a narrow bandwidth.