Demand Forecast
Drill-down by category, sub-category, or SKU (p50 + p95 model)
SKU · AAANY15025
L'Oréal Paris Panorama Mascara Volume Millions de Cils All Night Black 9.9ml
midtail
3P
MAQUILLAGE VISAGE - CORPS
OUT OF STOCK
Last 4 weeks demand
0
▼ 100.0% vs prev 4w
Year-over-year
—
not enough history (need 56+ weeks)
Current stock
0
depleted
Unit price
MAD 152
avg of last 30 sells · latest 2026-04-22
AAANY15025
History (last 52 weeks) and LightGBM p95-quantile forecast for the SKU.
Cutoff: 2026-06-08 · Total forecast: 107 units.
Actual
Forecast p50 (expected)
Forecast p95 (upper bound)
Price history
Weekly qty-weighted average (MAD) of every non-null price/cost column in the OrderBook for this SKU. Click a legend entry to hide/show a line.
Why this forecast?
L'Oréal Paris Panorama Mascara Volume Millions de Cils All Night Black 9.9ml · in the midtail cohort · last 4 weeks 0 units, trending down -100.0% · on-hand 0 units (OUT OF STOCK)
Signals the model saw
- Cohort: midtail (378 days of history, 179 units sold over 52 weeks)
- Volatility (CV): 0.96 — moderate
- Recent trend: last 4w = 0 units · prev 4w = 6 units
- Stockouts (last 13 weeks): none — history is reliable
- Calendar events firing in forecast window: none
Model output
| Realistic (p50) — next week | 2.2 units |
| Realistic (p50) — next 4 weeks | 9.5 units |
| Realistic (p50) — next 3 months | 32.2 units |
| Optimistic (p95) — next week | 5.8 units |
| Optimistic (p95) — next 4 weeks (reorder target) | 30.1 units |
| Optimistic (p95) — next 3 months (quarterly PO target) | 107.3 units |
| Legacy μ/wk (reorder pipeline) | — |
| Revenue exposure — optimistic, 3 months | MAD 16.3K |