Why is my Predicted Race Time Outside the Range Shown?

Why is my Predicted Race Time Outside the Range Shown?

By Dr. Sean Radford • 10th October 2025 (Updated 29th October 2025)

ScenarioExplanation
Prediction is FASTER than the Range
(e.g., ML Predicts 3:36h, Range's lower bound is 3:49h)
The prediction model is optimistic .

It believes that you are capable of a performance better than the historical results achieved by most similar runners.
Prediction is SLOWER than the Range
(e.g., ML Predicts 4:30h, Range's upper bound is 4:19h)
The prediction model is conservative .

It indicates the system is prioritising caution, resulting in a prediction that is slower than the historical average of similar runners.