| CPC H04M 3/5238 (2013.01) | 20 Claims |

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1. A computer-implemented method comprising:
determining, based on one or more hold durations for a plurality of previously ended calls between one or more call devices and a target entity and using a machine learning model trained using the one or more hold durations for the plurality of previously ended calls, an estimated hold duration for a call between a first call device and the target entity, wherein the estimated hold duration is an estimated amount of time before the call is matched to a human agent when the call is initiated at a future time that is prospective to a current time; and
providing the estimated hold duration to the first call device prior to initiation of the call between the first call device and the target entity.
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