Why are your predictions inaccurate using a linear regression model?

There are many possible reasons. Here are some of the more common ones:

The underlying relationship is not be linear.

The regression has very poor predictive power (coefficient of regression close to zero).

The errors are not independent, identical, normally distributed.

Outliers distorting regression.

Calculation error.