Nursing staff planning
Align nursing demand with staffing needs.
Nursing staff planning forecasts staffing needs from patient numbers, case volumes and care levels, avoiding overload and understaffing.
- Better planning
- Cost reduction
- Higher customer satisfaction
overtime
staff coverage
payback
employee satisfaction
Calculated from reduced overtime, less temp staffing and lower turnover.
- 01
Data integration
Consolidate data from ERP, MES and further sources for Nursing staff planning.
- 02
Data quality
Clean, harmonise and validate data for plausibility.
- 03
Model development
Train and validate the Nursing staff planning model on historical data.
- 04
Pilot
Pilot Nursing staff planning in one area and collect feedback.
- 05
Rollout
Scale the solution and integrate it into operational processes.
Steps
Data sources
Stakeholders
From first data access to production – every step delivers a tangible interim result.
HR data
Shift plans, qualifications and absences.
Patient data
Treatment data, appointments and resource use.
ERP data
Master and transaction data from ERP.
Appointment data
Patient and customer appointments with history.
Documents
Specifications, quotes, contracts and reports.
Quality data
Inspection results, lab values and complaints.
HR
Plans personnel and qualifications better.
Patient management
Improves processes and resource utilisation.
Controlling
Quantifies effects and supports budgeting.
IT
Builds on a scalable and secure data infrastructure.
Better planning
Cost reduction
Higher customer satisfaction
More safety
More transparency
With a solid data foundation this use case gets faster, cheaper and far more stable.
Central data platform
Real-time data integration
Scalable analytics pipelines
Reusable data products
Demand forecasting
Data flow enables more precise forecasts.
Automated reporting
Metrics are provided without manual effort.
BI reporting
Metrics are delivered in dashboards.
Management Cockpits
Revenue, margin and cash at a glance – updated daily instead of once a month.
Finance & Controlling Reporting
Month-end close and cost-center reports without an Excel marathon at the start of the month.
Sales & CRM Analytics
Make pipeline, forecast and customer potential visible instead of guessing in the CRM.

