Northwind Energy: How Much Stock Is the Right Amount?

Operations
medium35 min0 submissions
Amazon
Scenario

Northwind Energy distributes renewables products across Europe. One SKU family accounts for a disproportionate share of complaints.

Demand averages 1237 units a week with a standard deviation of 297 units. Replenishment lead time is 4 weeks and has itself been slipping. Each unit costs €2454 to buy and carries at roughly 28% a year once warehousing, insurance and capital are counted. Gross margin is 43%.

The line currently stocks out about 6% of weeks. Sales say every stockout sends a customer to a competitor. Finance say inventory is already too high.

Supporting data

demand

weekly mean units
1237
weekly std dev units
297
coefficient of variation
0.24

supply

lead time weeks
4
lead time reliability
deteriorating

economics

unit cost
2454
gross margin pct
43
annual holding cost pct
28

derived hints

mean demand over lead time units
4948
demand std dev over lead time units
594

current performance

service level pct
94
Your task

Advise the operations director. Your answer should provide:

  1. Analysis — the reorder point and safety stock implied by the demand and lead time, and what each service level costs.
  2. Risks — where the assumptions break, especially lead time variability.
  3. Recommendation — a target service level and stock policy, with the cash impact.

State any assumptions you make.

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How you'll be graded

80 points, 60% to pass.

  • recommendation20
  • market analysis15
  • risk assessment20
  • financial analysis25
Hint
Reveal suggested structure

Reorder point = mean demand over lead time + z x std dev over lead time. Trade the holding cost of safety stock against lost margin on stockouts.