AI & BI use case · Business Intelligence

Nursing staff planning

Align nursing demand with staffing needs.

What it's about

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
Business case & ROI
−15 %

overtime

+10 %

staff coverage

4–6 Mon.

payback

+12 %

employee satisfaction

Calculated from reduced overtime, less temp staffing and lower turnover.

How we do it
  1. 01

    Data integration

    Consolidate data from ERP, MES and further sources for Nursing staff planning.

  2. 02

    Data quality

    Clean, harmonise and validate data for plausibility.

  3. 03

    Model development

    Train and validate the Nursing staff planning model on historical data.

  4. 04

    Pilot

    Pilot Nursing staff planning in one area and collect feedback.

  5. 05

    Rollout

    Scale the solution and integrate it into operational processes.

5

Steps

6

Data sources

4

Stakeholders

From first data access to production – every step delivers a tangible interim result.

Data typically needed

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.

Stakeholders
  • 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.

Typical business value
01

Better planning

02

Cost reduction

03

Higher customer satisfaction

04

More safety

05

More transparency

The data platform advantage

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

Build a data platform
Synergies & positive side effects

Demand forecasting

Data flow enables more precise forecasts.

Automated reporting

Metrics are provided without manual effort.

BI reporting

Metrics are delivered in dashboards.