Plain-language definitions, units and examples for workforce planning. The same definitions appear beside key metrics throughout LoughPoint.
Staffing
Staffing balance
Available FTE minus required roster FTE. Positive means surplus capacity; negative means a shortfall. Compare the same scope and paid-hours basis. A net surplus does not guarantee interval or skill coverage.
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Hiring gap
Additional roster FTE needed: maximum of zero and required FTE minus available FTE. Zero means no net hiring need. See Staffing balance for surplus or shortfall.
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FTE — full-time equivalent
Staffing expressed as full-time paid hours, rather than the number of people. Two people working 20 hours each equal 1 FTE when a full-time week is 40 hours.
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Current staffing
The paid FTE capacity you enter for the shared setup or a location. It is compared with demand-side requirements and constrains schedule recommendations. Leave blank if unknown; zero means no staff. Dated changes can alter future supply.
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Required roster FTE
The full-time-equivalent staffing calculated to cover demand, service requirements and shrinkage, using paid hours per FTE. It is a requirement estimate, not a fitted shift schedule.
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Staffing gap
Available FTE minus required FTE. If 120 are required and 100 available, the signed gap is −20 FTE (a shortfall). If 90 are required, the gap is +10 FTE (a surplus). Hiring shortfall is the positive amount needed to close a negative gap.
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Headcount
The number of individual people, regardless of contracted hours. Headcount and FTE are equal only when each person works one full-time equivalent.
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Net agents
Agents needed to be available for service before adding shrinkage. Depending on channel, this includes the service target or workload-clearance requirement.
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Scheduled agents
The agent requirement after allowing for shrinkage. This is not proof that saved shifts provide that coverage in every interval.
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Shrinkage
The share of paid time unavailable for handling work, such as leave, absence, training and meetings. A 70-agent net need at 30% shrinkage requires 70 ÷ 0.70 = 100 scheduled agents.
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Paid hours per week
Contracted weekly hours represented by one full-time equivalent. Use a consistent basis for the team; shrinkage is handled separately.
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AHT — average handling time
Average time spent handling a contact, including relevant talk, hold and after-contact work. Check whether imported values use seconds or minutes.
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Workload hours
Total handling time represented by demand: contacts × AHT seconds ÷ 3,600. Effective concurrency can reduce occupied agent time for chat. Workload alone is not roster FTE.
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Offered contacts
Contacts arriving in the selected queue and period. These can differ from answered or completed contacts; cost per offered contact uses arrivals.
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Occupancy
The share of available service time occupied by handling work. It excludes shrinkage from the available-time denominator. A calculated load above 100% signals overload or inconsistent inputs, not a sustainable operating occupancy.
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Utilisation
Productive time as a share of a stated time base, often total paid time. Check the denominator: it may differ from occupancy, so the two should not be used interchangeably.
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Effective chat concurrency
The average number of contacts handled simultaneously. Use achievable overlap, rather than the maximum number of chats the system allows.
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SLA — service level agreement
The agreed service commitment. For synchronous work it may specify a percentage answered within seconds; for back-office work it may specify completion within hours or days. A model estimate is not a guarantee.
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Service level
The percentage of eligible contacts answered within the chosen threshold. State the threshold and denominator, including any short-abandon exclusions.
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ASA — average speed of answer
Average waiting time before an answered contact reaches an agent, usually in seconds. It is different from handling time and depends on the reporting policy for abandoned contacts.
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Abandonment rate
The percentage of offered contacts that leave before answer. Short-abandon policies affect the reported percentage. Erlang C does not predict abandonment.
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Backlog
Unfinished work carried into or out of a period. New arrivals and completion capacity both affect whether it grows or clears.
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Erlang C
A queueing model for waiting and staffing estimates. It assumes steady-state arrivals, identical agents and no abandonment; use appropriate interval data and review its assumptions.
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Shift coverage
Scheduled agents compared with required agents in each interval. Percentage of intervals covered counts intervals meeting the requirement; it is not a customer service-level percentage.
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IH — in-house
Work delivered by your own operation or staff, rather than an outsourced supplier.
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OS — outsourced
Work delivered by an external supplier. The charging basis can be per FTE, productive hour or offered contact.
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Loaded cost per FTE
Monthly cost for one FTE, using the salary, employer costs and overheads you choose to include. Example assumptions need replacing with your own costs.
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Required staffing cost
Estimated cost of the calculated requirement using the selected charging basis, subject to any minimum monthly charge. It is not automatically the payroll cost of available FTE.
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Cost per offered contact
Cost divided by offered contacts for the same period. This is not necessarily cost per completed or answered contact.
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Time grain
The time represented by one data point: for example 15 minutes, an hour or a month. Uploaded grain and the level used for forecasting can differ.
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Forecast horizon
How many future periods the forecast covers. The duration depends on the selected model grain: 12 monthly periods means 12 months.
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WAPE — weighted absolute percentage error
Total absolute forecast error divided by total actual demand, expressed as a percentage. Lower is better on comparable holdouts; it is unavailable when total actual demand is zero.
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MAE — mean absolute error
Average absolute difference between forecast and actual values, expressed in the original units, such as contacts.
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RMSE — root mean squared error
Square root of average squared forecast error. It uses the original units and gives large misses greater weight than MAE.
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Forecast bias
Signed forecast error indicating persistent over- or under-forecasting. In the calculation library, positive means forecast exceeds actual.
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Backtest
A historical test that forecasts withheld observations using only earlier data. It estimates past forecasting performance, not guaranteed future accuracy.
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Baseline
The reference case against which a scenario is compared. Keep its assumptions unchanged to interpret the effect of a scenario. A percentage change from a zero baseline is unavailable.
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Correlation
A measure of association between two metrics, ranging from −1 to +1 for Pearson correlation. It does not establish causation; missing data and sample size matter.
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