--
OPS HEALTH
INITIALIZING
Composite Operational Score
PROJECTED SL
--%
AGENTS REQUIRED
--
REVISED FULL-DAY VOL
--
WORKLOAD DELTA
-- hrs
FTE GAP
--
RUN RATE / HR
--
WFM Intelligence Engine – What This Tool Does
- Calculates required headcount using forecast volume, AHT, shrinkage, and occupancy assumptions.
- Helps workforce management teams optimize staffing decisions in real time.
- Flags understaffing and overstaffing risk before service levels are affected.
- Supports call center capacity planning and intraday control decisions.
- Works across voice, back-office (CoPs), and multi-queue operating models.
- Converts operational inputs into clear staffing, workload, and risk outputs.
Key Workforce Management Concepts Explained
- Forecast
- Expected contact volume over a defined time horizon.
- AHT (Average Handle Time)
- Average total time spent handling one interaction.
- Shrinkage
- Percentage of paid time unavailable for customer-facing work.
- Occupancy
- Percentage of logged-in time agents are busy handling work.
- Capacity
- Total amount of workload available agents can absorb.
Core WFM Formulas Used
Required FTE = (Forecast Volume × AHT) / (Available Time × Occupancy)
Available Time = Paid Hours × (1 - Shrinkage)
Workload Hours = (Forecast Volume × AHT) / 3600
Capacity Utilization = Required Hours / Available Hours
Who Should Use This Tool?
- Workforce Management (WFM) Analysts: Plan staffing using forecast, AHT, and shrinkage assumptions.
- Real-Time Analysts (RTA): Detect intraday variance and react to service level risk quickly.
- Capacity Planning Teams: Quantify workload-to-capacity gaps before schedules are finalized.
- Call Center Operations Managers: Make informed staffing tradeoffs between cost and performance.
Frequently Asked Questions
How do you calculate required staffing in a call center?
Required staffing is calculated using forecast volume, AHT, shrinkage, and occupancy.
What is a good occupancy rate in WFM?
Typical ranges are 80% to 90%, based on service level goals and burnout risk.
How does shrinkage impact staffing?
Higher shrinkage reduces available time and increases required headcount.
Why is AHT important for staffing models?
Higher AHT increases workload hours, which directly raises staffing requirements.
Can this tool support intraday reforecasting?
Yes. It combines forecast and run-rate signals to estimate revised full-day demand.
Does this tool support back-office and multi-queue teams?
Yes. It can be used for voice queues, CoPs, and multi-queue environments.
Explore More Workforce Management Tools
- Forecast Validator — Validate your forecast accuracy before publishing staffing plans.
- Intraday Variance Analysis — Track real-time performance gaps between plan and actuals.
- Multi-Queue Allocation Simulator — Optimize agent distribution across concurrent queues.
- BWIE Simulator — Simulate backlog and workload impact under changing arrival patterns.
- Forecast Smoothing — Improve forecast stability for better scheduling precision.
AI OPERATIONS EXPLAINER
◈
Enter parameters and run analysis to receive real-time operational intelligence.
ERLANG STAFFING ENGINE
ERLANG-C
Required Agents
--
Expected SL %
--%
Avg Speed of Answer
-- sec
Occupancy %
--%
Prob. of Delay
--%
Traffic Intensity
-- Erl
SERVICE LEVEL PROJECTION
0%25%50%75%100%
Projected SL
--%
Target SL
--%
SL Gap
--pp
FORECAST HEALTH
MAPE
--%
Bias
--
Accuracy
--%
PRIMARY VARIANCE DRIVER
—
CAPACITY vs WORKLOAD
Required Hours
-- hrs
Available Hours
-- hrs
Capacity Delta
--
FTE Shortfall
--
ARRIVAL VARIABILITY
Coefficient of Variation
--
Burstiness Index
--
Pattern Shift %
--%
Forecast Confidence
--
PROJECTED PEAK:
--:--
INTRADAY REFORECAST
FORECAST WEIGHT
70% Forecast30% Run-Rate
Revised Full-Day
--
Run-Rate Est.
--
Forecast Est.
--
Shift Progress
--%
MONTE CARLO SIMULATION ENGINE
READY
⚙
Click SIMULATE to run Monte Carlo analysis across thousands of outcome scenarios.
AI INTRADAY FORECASTING BRAIN
Volume Spike Risk
Queue Buildup Risk
SL Collapse Risk
AHT Drift Risk
REAL-TIME STAFFING ACTION ENGINE
STANDBY
Run analysis to generate automated staffing recommendations.