Date context: Evaluation source year; exact report publication day not established
Kalmar evaluated Konvoj-supported scheduling and coordinated staffing across care services. The report describes 114 fewer pool-staff hours during the test period. It separately estimates administrative capacity equivalent to about 3.1 annual resources under stated assumptions about the existing scheduling work.
Kalmar kommun · 2025
Primary publisher text checked on 2026-11-02. Scope and limits stated below; independent results not reproduced.
What the source shows
Kalmar evaluated Konvoj-supported scheduling and coordinated staffing across care services. The report describes 114 fewer pool-staff hours during the test period. It separately estimates administrative capacity equivalent to about 3.1 annual resources under stated assumptions about the existing scheduling work. Source: Kalmar kommun, 2025
Limits and reading context
The baseline adjustment range of 30 minutes to eight hours describes the previous process, not measured correction time for AI proposals. The 114 hours belong to the December–January test period and must not be annualised. The evaluation cannot isolate the algorithm's contribution from changes in coordination and practice; it is not evidence that all HR use cases are approved. Source: Kalmar kommun, 2025
For HR, AI + JJ
AI + JJ, application: Record baseline work, staff-pool demand and correction time separately. What could be learned from common scheduling rules even before changing the tool? Source: Kalmar kommun, 2025