Field notes
Stockout flags that operations teams will actually trust
Executive dashboards for retail chains often show a long list of zero-stock SKUs. Operations teams ignore those lists when they include discontinued items, seasonal leftovers, or SKUs that were never meant to sit in every store.
A practical approach is to limit flags to a priority assortment agreed with merchandising, then measure days below a minimum on-hand level rather than a single midnight snapshot. That distinction matters for stores that receive mid-week transfers from a regional hub.
In our monthly packs, we present stockouts as a short table: SKU, number of affected stores, estimated lost days, and whether the item sits in the priority set. Leadership can scan it in under a minute and still leave the meeting with named follow-ups.
If your warehouse transfer lag is long, separate true stockouts from transfer-in-progress. Otherwise the pack will blame stores for inventory that left the DC but has not yet arrived.