It arises from ignorance about the model due to a lack of observations.

Either there is Insufficient data. Or the model is not adequate (not complex enough) for the problem.

• Parameter uncertainty: Limited training data (see the image above)
• Model form uncertainty: Uncertainty from the model choice.