Operations & Supply Chain Analytics · Mission 24 of 30Expert

Forecast accuracy decomposition (bias + precision per SKU)

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Signed vs ABS errorAVG decomposition
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  1. 1. How many suppliers do we work with?
  2. 2. Show me the warehouses
  3. 3. How many SKUs do we stock?
  4. 4. List our SKU categories
  5. 5. Show the 5 most recent purchase orders
  6. 6. Total units ordered per category last quarter
  7. 7. On-time delivery rate per supplier
  8. 8. Top 5 SKUs by purchase value
  9. 9. Stock-out risk: SKUs with under 7 days of supply
  10. 10. Late shipments this quarter
  11. 11. Average lead time per supplier
  12. 12. Latest inventory on hand per warehouse
  13. 13. Forecast accuracy by SKU last week
  14. 14. Lead-time consistency per supplier
  15. 15. Overstocked SKUs (over 15 days of supply)
  16. 16. Top 3 SKUs per category by purchase value
  17. 17. Supplier scorecard (lead time + on-time + cancellation)
  18. 18. Demand week-over-week change
  19. 19. Stockout root cause: SKUs with no incoming PO
  20. 20. Inventory turnover ratio (last week)
  21. 21. Point-in-time supplier on-time target (SCD2 reconstruction)
  22. 22. Lead-time trend per supplier (monthly average)
  23. 23. ABC analysis: classify SKUs by spend share
  24. 24. Forecast accuracy decomposition (bias + precision per SKU)
  25. 25. Reorder-point breach: SKUs below their ROP
  26. 26. Supplier health capstone (multi-CTE scorecard)
  27. 27. Multi-warehouse rebalancing plan
  28. 28. Demand stability per SKU (coefficient of variation)
  29. 29. Supplier concentration risk per category (Herfindahl index)
  30. 30. Operations KPI capstone (board scoreboard)