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Library · Chargebacks · How to run this

Queue depth is not review lag dollars

How to run thisChargebacks3 steps
CalculatorReview queue depth · Calculator lives in the articleOpen

Open reviews ÷ capacity is depth. Over-capacity = max(0, open − capacity). Type both.

Pair: Review queue depth on Chargebacks. Lag $: manual review lag. EV: fraud review queue cost.

What you type

Open reviews — orders sitting in manual review now (fraud queue export).

Capacity — reviews your team can clear in the same window (typed headcount × clear rate).

Depth = open ÷ capacity. Over-capacity = open − capacity when open is larger. Staff or tighten rules when depth is above 1× — do not invent a depth chip.

What not to do

Do not invent depth. Do not mix auto-blocks into open reviews. Do not treat challenge step-ups as capacity. Do not average every brand when one owns the queue.

Related: Chargebacks, manual review lag, fraud review queue cost, abuse vs chargeback overlap.

Procedure

  1. Type open reviews and capacity.
  2. Read depth and over-capacity.
  3. Staff or tighten rules when depth is above 1×.

Failure modes

  • Inventing depth.
  • Mixing auto-blocks into open reviews.
  • Treating challenge step-ups as capacity.

Worked example

None on this page yet. When one lands it will be a real case: what broke, the number, and what changed. Not a composite.

Glossary

Review queue depth
Open manual reviews ÷ reviewer capacity; over-capacity is open minus capacity when positive.

Work with us — We run this job on your accounts. Services

FAQ

Is this manual review lag?
Sibling queue clock. [Manual review lag](/manuals/sift-manual-review-lag) prices lag hours × AOV. This page is open reviews ÷ capacity (depth).
Is this fraud review queue cost?
Related EV. [Fraud review queue cost](/manuals/fraud-review-queue-cost) prices abandon and labor vs CB $ saved. This page is staffing depth only.
What depth should I invent?
None. Type open reviews and reviewer capacity from the fraud queue export for the same window.