A computer-implemented method for improving conference session management is provided. The method comprises determining a participation level for a participant during a conference session, determining a presence expectation for the participant during the conference session, in response to determining the participation level and the presence expectation for the participant, evaluating an impact of the participant departing the conference session, and in response to determining that that the impact exceeds a threshold, sending a departure notification corresponding to a departure of the participant.