Workforce Management Agent Schedule Adherence Variance in EU-West BYOC

Trying to understand the calculation logic behind the Agent Schedule Adherence metric within the WFM module for our EU-West BYOC environment. The current discrepancy between the expected adherence percentage reported in the Performance Dashboard and the actual agent availability logs requires clarification. The specific configuration details are as follows:

  • Environment: Genesys Cloud EU-West BYOC instance. Organization ID starts with 602.
  • Module: Workforce Management > Analytics > Agent Performance.
  • Timezone: Europe/Paris (CET/CEST). All timestamps are adjusted for daylight saving time automatically by the platform.
  • Metric in Question: Agent Schedule Adherence (%).
  • Observed Behavior: Agents who are logged in and set to ‘Available’ during their scheduled shift are showing an adherence rate of 94.2% instead of the expected 100%.
  • Agent Status Log Analysis: The Conversation Detail View confirms that the agents were in the ‘Available’ state for the entire duration of the shift. No ‘Break’, ‘Lunch’, or ‘Offline’ states were recorded.
  • WFM Configuration: The schedule template is set to strict 8-hour blocks with 15-minute break windows. The ‘Adherence Tolerance’ setting is configured to 0 seconds.
  • Data Source: The data is pulled from the WFM Analytics API endpoint /api/v2/wfm/analytics/agent-performance using the standard report type agent-adherence.
  • Error Message: No explicit error is returned. However, the discrepancy_reason field in the JSON response payload contains the code WFM_ASR_004 with the description “Status transition latency detected.”
  • Impact: This variance is affecting our service level agreement calculations for the current quarter. The business stakeholders are questioning the accuracy of the dashboard metrics.
  • Attempted Resolution: Verified the agent clock-in/clock-out times against the system logs. Confirmed that no manual status changes were made by supervisors. Checked the Architect flow for any automated status changes that might trigger during the shift, but no relevant triggers were found.

The question is whether the WFM_ASR_004 code indicates a known issue with status transition latency in the EU-West region, or if there is a configuration error in the WFM schedule templates. Please advise on the correct method to reconcile these adherence percentages.