Newsvendor Problem - PowerPoint PPT Presentation

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Newsvendor Problem

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Newsvendor Problem must decide how many newspapers to buy before you know the day s demand q = #of newspapers to buy b = contribution per newspaper sold – PowerPoint PPT presentation

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Title: Newsvendor Problem


1
Newsvendor Problem
  • must decide how many newspapers to buy before you
    know the days demand
  • q of newspapers to buy
  • b contribution per newspaper sold
  • c loss per unsold newspaper
  • random variable D demand

2
Analytical Solution
  • P(D q) b/(bc)
  • round up if q integer

3
Previously
  • Optimization
  • Probability Review
  • pdf, cdf, E, Var
  • Poisson, Geometric, Normal, Binomial,

4
Agenda
  • Hwk due date postponed
  • Projects
  • Inventory

5
Newsvendor Problem
  • must decide how many newspapers to buy before you
    know the days demand
  • q of newspapers to buy
  • b contribution per newspaper sold
  • c loss per unsold newspaper
  • random variable D demand
  • R(q) expected profit when ordering q newspapers

6
Last Time
  • spreadsheet approach
  • calculate profit Y(demand k,q) for all pairs
    (k,q)
  • calculate P(Demand k)
  • calculate R(q) EY(D,q) ?k P(Dk) Y(k,q)

7
Benefit of Ordering 1 More
  • R(q1) - R(q)
  • P(Dq1) b (extra newspaper sold)
  • -
  • P(Dq) c (extra newspaper not sold)
  • (1-P(Dq)) b - P(Dq) c
  • b - P(Dq) (bc)
  • maximum when R(q1)-R(q) 0 or
  • P(Dq) b/(bc)

8
Analytical Solution
  • P(D q) b/(bc)
  • round up if q integer

9
Newsvendor Model
  • Single-period model
  • Uncertain demand
  • Lost-sales (no backordering)
  • Perishable supply
  • Q How much supply to have?

10
Base Stock Model
  • Multi-period model
  • Uncertain Demand
  • Lost-sales model (no backordering)
  • Inventory (nonperishable supply)
  • Q How much supply to have?

11
Base Stock Model
  • D distribution of demand in each period
  • is iid (independent, same distribution)
  • Inventory replenished at beginning of period
  • Decision level q to which inventory replenished
    order-up-to quantity
  • safety-stock q-ED

12
Base-Stock Model
  • 95 service level
  • demand distribution
  • order up to quantity q
  • P(D q) 95

13
Base Stock Model
  • Ex. DPoisson(?)
  • qED 2.35 vED
  • Rule of thumb
  • q ED constant vED
  • constant depends on service level and distribution

14
Choosing a Service Level
  • Inventory holding cost (h per unit) vs.
  • contribution (c per unit)
  • -gt Newsvendor problem

15
Order Quantity Model
  • Continuous review (instead of periodic)
  • Ordering costs vs.
  • Inventory costs
  • Q When to reorder?
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