In the carrier selection in TM-ID we don't take into account the on time reliability of previous shipment with the carrier.
This is not taken into account or visualized.
We could improve our carrier selection by showing the predictive ETA and on time % for this carrier/lane based on historic shipments.
New API that can be called with key location & carrier data to get back predictive ETA and on time %.