Service Backlog and Clearance Calculator
How many requests remain queued, and when does the backlog clear?
Worked example
An agency processing claims after a disruption can track arrivals, completed work and cancellations. Separate an empty queue caused by completion from one reduced by withdrawals.
Start with 20 requests and process three intervals with different arrivals and capacity. The queue first empties in interval two. New arrivals leave two requests at the end of interval three.
Try it yourself
The calculator opens with the fictional example already filled in. Change one input, choose Calculate locally, and compare the result to the original values below. Use Reset fictional fixture to start over.
An unknown result means the available inputs do not support a value. Check the calculator’s Warnings tab for what is missing or uncertain.
- Requests completed 64 requests
- Requests withdrawn before service 0 requests
- Final backlog 2 requests
- First interval ending with an empty queue 2 interval
- Largest closing backlog 15 requests
Import local JSON or CSV
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Compare the arrangements
Keep physical resources and evaluation conditions equal. With identical inputs, all three approaches produce identical arithmetic. The comparison refuses material differences in declared conditions; it does not verify those declarations.
Privacy: comparison inputs may contain sensitive notes or operational details. Storage is off by default. Do not enter personal records or sensitive infrastructure details. Reproduction exports include supplied inputs and notes, including raw small-cell inputs suppressed from CORE-009 result tables. Suppression of displayed results does not make a reproduction export safe to publish.
Executive brief and reproducible export
Review for personal, confidential or sensitive material before saving or sharing. No automatic submission occurs.
Read the generated brief
Method, inputs and limits
Track a service queue as new requests arrive and declared processing capacity changes. Method version 0.2.0. Estimate individual waiting times, predict abandonments, or model priorities and retries.
| Input | Unit / type | Required interpretation |
|---|---|---|
| opening — Opening backlog | requests / number | Whole requests waiting before the first interval. |
| periods — Ordered service intervals | requests per interval / number | Each row has arrivals and capacity. Optional withdrawn is the number of documented cancellations or abandonments before service. |
Visible mathematics / decision rules
Completed = min(opening backlog + arrivals − withdrawn, capacity).
Closing backlog = opening backlog + arrivals − withdrawn − completed.
What this result cannot establish
- One queue with homogeneous requests. Enter arrivals and withdrawals that occurred before processing, or split the interval.
- Queue clearance means an interval ends at zero. Withdrawals may clear a queue without completing the work.
What would falsify the assumptions?
- Reconcile opening requests, arrivals, completions and closing requests against the service log.
- Assumptions fail if the supplied definitions, units, period, scope or source records are wrong or incomplete.
- An independent source audit or replication may contradict an input or the recorded dependency.
- This method creates no resources. Physical conservation is checked in the inventory and transfer ledgers; descriptive graphs and checklists are not resource-flow models.
- The same equations and review checklist can be reproduced with a spreadsheet or structured human-only process.
- This is deterministic arithmetic, a descriptive comparison or a structured governance check, not a fitted causal effect or forecast. Fictional inputs remain an exercise.
- Equal or worse measured errors, net review effort, disclosure burden or fallback under MAR would show no added benefit or added risk; no improvement is assumed.
Reproducible fictional fixture and independently calculated expectations
This fixture is synthetic. It does not describe a country, government, company or event.
{
"observations": {
"unit": "requests",
"origin": "synthetic",
"sources": [
{
"id": "SYN-019",
"kind": "synthetic",
"label": "Fictional continuity exercise",
"url": null
}
],
"opening": 20,
"periods": [
{
"arrivals": 30,
"capacity": 35
},
{
"arrivals": 10,
"capacity": 30
},
{
"arrivals": 6,
"capacity": 4
}
]
},
"parameters": {}
}Expected checks
{
"completed": 64,
"closing": 2,
"firstClearInterval": 2,
"peakClosing": 15
}Download input fixtureAuthoritative background references
- NIST: Cybersecurity Framework 2.0 — Outcome taxonomy, not a calculated national risk score. Reviewed 2026-11-09. Reference, not endorsement or validation.
These sources inform definitions or review practices. They do not validate this implementation or endorse MAR.