Title: Single Period Inventory Models
1Single Period Inventory Models
Yossi Sheffi Mass Inst of Tech Cambridge, MA
2Outline
- Single period inventory decisions
- Calculating the optimal order size
- ? Numerically
- Using spreadsheet
- Using simulation
- ? Analytically
- The profit function
- ? For specific distribution
- Level of Service
- Extensions
- ? Fixed costs
- ? Risks
- ? Initial inventory
- ? Elastic demand
3Single Period Ordering
- Seasonal items
- Perishable goods
- News print
- Fashion items
- Some high tech products
- Risky investments
4Selling Magazines
?? Total 4023 magazines ?? Average 77.4
Mag/week ?? Min 51 max 113 Mag/week
5Detailed Histogram
Frequency (Wks/Yr)
Cumm Freq. (Wks/Yr)
Demand (Mag/Wk)
Average77.4 Mag/wk
6Histogram
Cummulative Frequency
Cumm Freq. (Wks/Yr)
Frequency (Wks/Yr)
More
Demand (Mag/Wk)
7The Ordering Decision(Spreadsheet)
- Assume each magazine sells for 15
- Cost of each magazine 8
Order
d/wk
Prob
Exp.Profit
Newsboy Framework Panel 1 basic Scenario
8Expected Profits
Profit
Order Size
9Optimal Order (Analytical)
??
- The optimal order is Q
- At Q the probability of selling one more
magazine - is the probability that demand is
greater than Q - The expected profit from ordering the
(Q1)st - magazine is
- ?? If demand is high and we sell it
- ?? (REV-COST) x Pr( Demand is higher than Q)
- ?? If demand is low and we are stuck
- ?? (-COST) x Pr( Demand is lower or equal to Q)
- The optimum is where the total expected
profit - from ordering one more magazine is zero
- ? (REV-COST) x Pr( Demand gt Q) COST x
Pr( Demand - Q) 0
-
10Optimal Order
The critical ratio
Cummulative Frequency
Frequency (Wks/Yr
More
Demand (Mag/week)
11Salvage Value
Profit
Cummulative Frequency
Frequency (Wks/Yr)
Order Size
Demand (Mag/week)
12The Profit Function
- Revenue from sold items
- Revenue or costs associated with unsold items.
These may include revenue from salvage or cost
associated with disposal. - Costs associated with not meeting
- customers demand. The lost sales cost can
include lost of good will and actual - penalties for low service.
- The cost of buying the merchandise in the first
place.
13The Profit Function
14The Profit Function Simple Case
Optimal Order
and
15Level of Service
Cycle Service The probability that there will
be a stock-out during a cycle Cycle Service
F(Q) Fill Rate - The probability that a specific
customer will encounter a stock-out
16Level of Service
REV15 COST7
Service Level
Cycle Service Fill Rate
Order
17Normal Distribution of Demand
Expected Profit
Order Size
18Incorporating Fixed Costs
REV15 COST7
- With fixed costs of 300/order
Expected Profi
Order Size
19Risk of Loss
REV15 COST7
Probability of Loss
Order Quantity
300/(15-7)37.5. Below that there is no
possibility to make money even if we sell ALL the
order.
20Ordering with Initial Inventory
Given initial Inventory Q0, how to order? 1.
Calculate Q as before 2. If Q0 lt Q, order (Qlt
Q0 ) 3. If Q0 Q, order 0 With fixed costs,
order only if the expected profits from ordering
are more than the ordering costs 1. Set Qcr as
the smallest Q such that EProfits with
QcrgtEProfits with Q-F 2. If Q0 lt Qcr, order
(Qlt Q0 ) 3. If Q0 Qcr, order 0
Note the cost of Q0 is irrelevant
21Ordering with FixedCosts and Initial Inventory
REV15 COST7
Example F 150
Expected Profit
Initial Inventory
If initial inventory is LE 46, order up to
80 If initial inventory is GE 47, order nothing
22Elastic Demand
Expected Profit Function
- µ D(P) s f(µ)
- Procedure
- 1. Set P
- 2. Calculate µ
- 3. Calculate s
- 4.
- 5. Calculate optimal expected profits as a
- function of P.
Profit
Price
P 22 Q 65 Mag µ(p)56 Mag s 28 Exp.
Profit543
Rev 15 Cost 8 µ(p)165-5p s µ/2
23Any Questions?
Yossi Sheffi