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Sample report · The decision layer

What to reorder, and what not to promote again

The weekly report shows what happened. This is the part that answers what to do about it: how much to order for each store next week, and which promotions last month quietly lost money while the volume numbers looked fine.

Both come from models rather than rules of thumb. Reorder quantities are scored in an inventory simulation, and a promotion only counts as incremental if it would have sold anyway.

Sample chain · 6 stores Week 39 · illustrative figures
Fill rate, forecast-driven 98% vs 81% on a fixed rule
Average inventory Rp 287jt down 38% per store
Stockouts prevented 41 this quarter
Promotions that paid back 6 of 11 5 were margin-negative

Order quantities, next week

Product Store On hand Forecast, 7 days Order Why
Ayam Bakar Madu · 12 pcs Kemang 4 38 120 4 days of cover against a 3-day lead time
Rendang Daging · 500 gr Kemang 61 31 48 Steady demand, 12 days of cover already
Nasi Kuning Family Pack Sudirman 18 24 60 Weekend uplift, forecast is 2.1× weekday
Sambal Ijo · 200 ml All 6 210 22 0 Five weeks of cover; ordering more would tie up cash

Quantities are safety stock and reorder points driven by a demand forecast — z × σ × √(protection period) — then scored in a period-by-period simulation with lead time, review period and backorders. A fixed days-of-supply rule gives 81% fill rate on the same demand.

Promotions that did not pay back

  • “Buy 2 get 1” on Rendang, week 36 — volume up 22%, margin down Rp 6.4jt Elasticity of −1.9 against a true −1.2. The extra units were going to sell anyway.
  • Flash sale on Nasi Kuning, week 37 — 41% of units sold at a loss Discount applied to every unit, including the ones that were not incremental.
  • Bundle discount on the sambal range, week 37 — cannibalised Sambal Ijo Shifted demand between two products on the same shelf rather than adding any.

Promoted units only count as incremental when they would not have sold otherwise. The baseline here is trained on your own non-promoted store-weeks, so the comparison is like-for-like rather than against last month’s total.

Next month’s calendar

Keep 6 of 11 promotions
Rework 3 · same budget, narrower scope
Drop 2 · margin-negative

Planned under a fixed trade budget with a per-store frequency cap, so the calendar is something you can hand to a sales lead rather than a chart to interpret.

What it runs on

A fictional chain with illustrative figures. The methods are the ones in the replenishment and promotion lift case studies.

Order by forecast instead of by gut.

← The weekly report sample — what the numbers look like before any of this.