Back to Case Studies
Healthcare

Nursing Staff Forecasting / Market Mix Modeling

Time-series and ML models to forecast patient volumes and optimize nurse staffing, reducing overtime and inefficiency.

Nursing Staff Forecasting / Market Mix Modeling hero
Staffing Efficiency Improvement
22
%
Forecast Accuracy
95
%
Overtime Reduction
30
%

The Challenge

Hospitals face 20% over/under-staffing leading to significant inefficiency and increased costs.

Our Solution

Time-series forecasting for patient volume and acuity-based staffing optimization to align staff with demand and acuity.

TECHNOLOGIES USED

PythonSARIMAProphetVertex AIBigQueryLooker Dashboard

Ideal For

Hospital networks
Nursing agencies
Healthcare management

Visual Insights

Nursing Staff Forecasting / Market Mix Modeling gallery 1
Nursing Staff Forecasting / Market Mix Modeling gallery 2