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Inventory Management
What is inventory?
Inventory is the raw materials, component
parts, work-in-process, or finished products
that are held at a location in the supply chain.
Why do we care?
At the macro level:
Investment in inventory is currently over $1.25
Trillion (U.S. Department of Commerce).
This figure accounts for almost 25% of GNP.
Enormous potential for efficiency increase by
controlling inventories
Inventory is one of the biggest corporate assets ($).
– Sales growth: right inventory at the right place
at the right time
– Cost reduction: less money tied up in inventory,
inventory management, obsolescence
Higher profit
Why do we care?
At the firm level:
Why do we care?
Each of Solectron’s big customers, which include Cisco,
Ericsson, and Lucent was expecting explosive growth for
wireless phones and networking gear….when the bottom
finally fell out, it was too late for Solectron to halt orders
from all of its 4,000 suppliers. Now, Solectron has $4.7
billion in inventory. (BW, March 19, 2001)
“When Palm formally reported its quarterly numbers in
June, the damage was gruesome. Its loss totaled $392
million, a big chunk of which was attributable to writing
down excess inventory - piles of unsold devices.” (The
Industry Standard, June 16, 2001)
“Liz Claiborne said its unexpected earnings decline is the
consequence of higher than anticipated excess
inventories”. (WSJ, August 1993)
How do you manage your inventory?
How much do you buy? When?
• Soda
• Milk
• Toilet paper
• Gas
• Cereal
• Cash
What Do you Consider?
• Cost of not having it.
• Cost of going to the grocery or gas station (time,
money), cost of drawing money.
• Cost of holding and storing, lost interest.
• Price discounts.
• How much you consume.
• Some safety against uncertainty.
Costs of Inventory
• Physical holding costs:
– out of pocket expenses for storing inventory (insurance,
security, warehouse rental, cooling)
– All costs that may be entailed before you sell it
(obsolescence, spoilage, rework...)
• Opportunity cost of inventory: foregone return on
the funds invested.
• Operational costs:
– Delay in detection of quality problems.
– Delay the introduction of new products.
– Increase throughput times.
• Hedge against uncertain demand
• Hedge against uncertain supply
• Economize on ordering costs
• Smoothing
Benefits of Inventory
To summarize, we build and keep inventory in
order to match supply and demand in the most
cost effective way.
Modeling Inventory in a Supply Chain…
Warehouse
Retail
Supplier
Home Depot
• “Our inventory consists of up to 35,000
different kinds of building materials, home
improvement supplies, and lawn and garden
products.”
• “We currently offer thousands of products in
our online store.”
• “We offer approximately 250,000 more
products through our special order services.”
Different types of inventory models
1. Multi-period model
• Repeat business, multiple orders
2. Single period models
• Single selling season, single order
Multiperiod model
• Key questions:
– How often to review?
– When to place an order?
– How much to order?
– How much stock to keep?
orders
Supply
On-hand
inventory
• Ordering costs
• Holding costs
Multiperiod model – The Economic Order Quantity
• Demand is known and deterministic: D units/year
• We have a known ordering cost, S, and immediate replenishment
• Annual holding cost of average inventory is H per unit
• Purchasing cost C per unit
Supplier DemandRetailer
What is the optimal quantity to order?
Total Cost = Purchasing Cost + Ordering Cost + Inventory Cost
Purchasing Cost = (total units) x (cost per unit)
Ordering Cost = (number of orders) x (cost per order)
Inventory Cost = (average inventory) x (holding cost)
Finding the optimal quantity to order…
Let’s say we decide to order in batches of Q…
Number of
periods will be
D
Q
Time
Total Time
Period over which demand for Q has occurred
Q
Inventory position
The average
inventory for
each period is…
Q
2
Finding the optimal quantity to order…
Purchasing cost = D x C
Inventory cost =
Ordering cost =
D
Q
x S
Q
2
x H
So what is the total cost?
TC = D C + +
In order now to find the optimal quantity we need to
optimize the total cost with respect to the decision
variable (the variable we control)
Which one is
the decision
variable?
D
Q
S
Q
2
H
What is the main insight from EOQ?
There is a tradeoff between holding costs and ordering costs
Order Quantity (Q*)
Cost
Total cost
Holding costs
Ordering costs
Economic Order Quantity - EOQ
Q* =
2SD
H
Example:
Assume a car dealer that faces demand for 5,000 cars per year, and
that it costs $15,000 to have the cars shipped to the dealership.
Holding cost is estimated at $500 per car per year. How many
times should the dealer order, and what should be the order size?
548
500
)000,5)(000,15(2*
Q
Receive
order
Time
Inventory
Order
Quantity
Q
Place
order
Lead Time
If delivery is not instantaneous, but there is a lead
time L:
When to order? How much to order?
ROP = LxD
Receive
order
Time
Inventory
Order
Quantity
Q
Place
order
Lead Time
Reorder
Point
(ROP)
If demand is known exactly, place an order when
inventory equals demand during lead time.
D: demand per period
L: Lead time in periods
Q: When shall we order?
A: When inventory = ROP
Q: How much shall we order?
A: Q = EOQ
Example (continued)…
What if the lead time to receive cars is 10 days?
(when should you place your order?)
10
365
D =R =
10
365
5000 = 137
So, when the number of cars on the lot reaches 137,
order 548 more cars.
Since D is given in years, first convert: 10 days = 10/365yrs
TimeTime
InventoryInventory
LevelLevel
OrderOrder
QuantityQuantity
But demand is rarely predictable!
Demand???
Receive
order
Place
order Lead Time
ROP = ???
XX
Inventory at time of receipt
ReceiveReceive
orderorder
TimeTime
InventoryInventory
LevelLevel
OrderOrder
QuantityQuantity
PlacePlace
orderorder
Lead TimeLead Time
Actual Demand < Expected Demand
ROP
Lead Time Demand
Stockout
Point
Unfilled demand
ReceiveReceive
orderorder
Time
Inventory
OrderOrder
QuantityQuantity
PlacePlace
orderorder
Lead TimeLead Time
If Actual Demand > Expected, we Stock Out
ROP = Expected Demand
Average
TimeTime
InventoryInventory
LevelLevel
OrderOrder
QuantityQuantity
If ROP = expected demand, service level is
50%. Inventory left 50% of the time, stock
outs 50% of the time.
Uncertain Demand
To reduce stockouts we add safety stock
ReceiveReceive
orderorder
TimeTime
PlacePlace
orderorder
Lead TimeLead Time
Inventory
Level
ROP =
Safety
Stock +
Expected
LT
Demand
Order Quantity
Q = EOQ
Expected
LT Demand
Safety Stock
Service level
Safety
Stock
Probability
of stock-out
Decide what Service Level you want to provide
(Service level = probability of NOT stocking out)
Service level
Safety
Stock
Probability
of stock-out
Safety stock =
(safety factor z)(std deviation in LT demand)
Read z from Normal table for a given service level
Caution: Std deviation in LT demand
Variance over multiple periods = the sum of
the variances of each period (assuming
independence)
Standard deviation over multiple periods is
the square root of the sum of the variances,
not the sum of the standard deviations!!!
Average Inventory =
(Order Qty)/2 + Safety Stock
ReceiveReceive
orderorder
TimeTime
PlacePlace
orderorder
Lead TimeLead Time
Inventory
Level
Order
Quantity
Safety Stock (SS)
EOQ/2
Average
Inventory
How to find ROP & Q
1. Order quantity Q =
2. To find ROP, determine the service level (i.e., the
probability of NOT stocking out.)
 Find the safety factor from a z-table or from the graph.
 Find std deviation in LT demand: square root law.
 Safety stock is given by:
SS = (safety factor)(std dev in LT demand)
 Reorder point is: ROP = Expected LT demand + SS
3. Average Inventory is: SS + EOQ/2
2SD
EOQ
H

( )
LT D
std dev in LT demand std dev in daily demand days in LT
LT

  
Example (continued)…
Back to the car lot… recall that the lead time is 10 days
and the expected yearly demand is 5000. You estimate the
standard deviation of daily demand demand to be d = 6.
When should you re-order if you want to be 95% sure you
don’t run out of cars?
168)36(1065.1137 ROP
Since the expected yearly demand is 5000, the expected
demand over the lead time is 5000(10/365) = 137. The z-
value corresponding to a service level of 0.95 is 1.65. So
Order 548 cars when the inventory level drops to 168.

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Inventory management

  • 2. What is inventory? Inventory is the raw materials, component parts, work-in-process, or finished products that are held at a location in the supply chain.
  • 3. Why do we care? At the macro level: Investment in inventory is currently over $1.25 Trillion (U.S. Department of Commerce). This figure accounts for almost 25% of GNP. Enormous potential for efficiency increase by controlling inventories Inventory is one of the biggest corporate assets ($).
  • 4. – Sales growth: right inventory at the right place at the right time – Cost reduction: less money tied up in inventory, inventory management, obsolescence Higher profit Why do we care? At the firm level:
  • 5. Why do we care? Each of Solectron’s big customers, which include Cisco, Ericsson, and Lucent was expecting explosive growth for wireless phones and networking gear….when the bottom finally fell out, it was too late for Solectron to halt orders from all of its 4,000 suppliers. Now, Solectron has $4.7 billion in inventory. (BW, March 19, 2001) “When Palm formally reported its quarterly numbers in June, the damage was gruesome. Its loss totaled $392 million, a big chunk of which was attributable to writing down excess inventory - piles of unsold devices.” (The Industry Standard, June 16, 2001) “Liz Claiborne said its unexpected earnings decline is the consequence of higher than anticipated excess inventories”. (WSJ, August 1993)
  • 6. How do you manage your inventory? How much do you buy? When? • Soda • Milk • Toilet paper • Gas • Cereal • Cash
  • 7. What Do you Consider? • Cost of not having it. • Cost of going to the grocery or gas station (time, money), cost of drawing money. • Cost of holding and storing, lost interest. • Price discounts. • How much you consume. • Some safety against uncertainty.
  • 8. Costs of Inventory • Physical holding costs: – out of pocket expenses for storing inventory (insurance, security, warehouse rental, cooling) – All costs that may be entailed before you sell it (obsolescence, spoilage, rework...) • Opportunity cost of inventory: foregone return on the funds invested. • Operational costs: – Delay in detection of quality problems. – Delay the introduction of new products. – Increase throughput times.
  • 9. • Hedge against uncertain demand • Hedge against uncertain supply • Economize on ordering costs • Smoothing Benefits of Inventory To summarize, we build and keep inventory in order to match supply and demand in the most cost effective way.
  • 10. Modeling Inventory in a Supply Chain… Warehouse Retail Supplier
  • 11. Home Depot • “Our inventory consists of up to 35,000 different kinds of building materials, home improvement supplies, and lawn and garden products.” • “We currently offer thousands of products in our online store.” • “We offer approximately 250,000 more products through our special order services.”
  • 12. Different types of inventory models 1. Multi-period model • Repeat business, multiple orders 2. Single period models • Single selling season, single order
  • 13. Multiperiod model • Key questions: – How often to review? – When to place an order? – How much to order? – How much stock to keep? orders Supply On-hand inventory • Ordering costs • Holding costs
  • 14. Multiperiod model – The Economic Order Quantity • Demand is known and deterministic: D units/year • We have a known ordering cost, S, and immediate replenishment • Annual holding cost of average inventory is H per unit • Purchasing cost C per unit Supplier DemandRetailer
  • 15. What is the optimal quantity to order? Total Cost = Purchasing Cost + Ordering Cost + Inventory Cost Purchasing Cost = (total units) x (cost per unit) Ordering Cost = (number of orders) x (cost per order) Inventory Cost = (average inventory) x (holding cost)
  • 16. Finding the optimal quantity to order… Let’s say we decide to order in batches of Q… Number of periods will be D Q Time Total Time Period over which demand for Q has occurred Q Inventory position The average inventory for each period is… Q 2
  • 17. Finding the optimal quantity to order… Purchasing cost = D x C Inventory cost = Ordering cost = D Q x S Q 2 x H
  • 18. So what is the total cost? TC = D C + + In order now to find the optimal quantity we need to optimize the total cost with respect to the decision variable (the variable we control) Which one is the decision variable? D Q S Q 2 H
  • 19. What is the main insight from EOQ? There is a tradeoff between holding costs and ordering costs Order Quantity (Q*) Cost Total cost Holding costs Ordering costs
  • 20. Economic Order Quantity - EOQ Q* = 2SD H Example: Assume a car dealer that faces demand for 5,000 cars per year, and that it costs $15,000 to have the cars shipped to the dealership. Holding cost is estimated at $500 per car per year. How many times should the dealer order, and what should be the order size? 548 500 )000,5)(000,15(2* Q
  • 21. Receive order Time Inventory Order Quantity Q Place order Lead Time If delivery is not instantaneous, but there is a lead time L: When to order? How much to order?
  • 22. ROP = LxD Receive order Time Inventory Order Quantity Q Place order Lead Time Reorder Point (ROP) If demand is known exactly, place an order when inventory equals demand during lead time. D: demand per period L: Lead time in periods Q: When shall we order? A: When inventory = ROP Q: How much shall we order? A: Q = EOQ
  • 23. Example (continued)… What if the lead time to receive cars is 10 days? (when should you place your order?) 10 365 D =R = 10 365 5000 = 137 So, when the number of cars on the lot reaches 137, order 548 more cars. Since D is given in years, first convert: 10 days = 10/365yrs
  • 24. TimeTime InventoryInventory LevelLevel OrderOrder QuantityQuantity But demand is rarely predictable! Demand??? Receive order Place order Lead Time ROP = ???
  • 25. XX Inventory at time of receipt ReceiveReceive orderorder TimeTime InventoryInventory LevelLevel OrderOrder QuantityQuantity PlacePlace orderorder Lead TimeLead Time Actual Demand < Expected Demand ROP Lead Time Demand
  • 27. ROP = Expected Demand Average TimeTime InventoryInventory LevelLevel OrderOrder QuantityQuantity If ROP = expected demand, service level is 50%. Inventory left 50% of the time, stock outs 50% of the time. Uncertain Demand
  • 28. To reduce stockouts we add safety stock ReceiveReceive orderorder TimeTime PlacePlace orderorder Lead TimeLead Time Inventory Level ROP = Safety Stock + Expected LT Demand Order Quantity Q = EOQ Expected LT Demand Safety Stock
  • 29. Service level Safety Stock Probability of stock-out Decide what Service Level you want to provide (Service level = probability of NOT stocking out)
  • 30. Service level Safety Stock Probability of stock-out Safety stock = (safety factor z)(std deviation in LT demand) Read z from Normal table for a given service level
  • 31. Caution: Std deviation in LT demand Variance over multiple periods = the sum of the variances of each period (assuming independence) Standard deviation over multiple periods is the square root of the sum of the variances, not the sum of the standard deviations!!!
  • 32. Average Inventory = (Order Qty)/2 + Safety Stock ReceiveReceive orderorder TimeTime PlacePlace orderorder Lead TimeLead Time Inventory Level Order Quantity Safety Stock (SS) EOQ/2 Average Inventory
  • 33. How to find ROP & Q 1. Order quantity Q = 2. To find ROP, determine the service level (i.e., the probability of NOT stocking out.)  Find the safety factor from a z-table or from the graph.  Find std deviation in LT demand: square root law.  Safety stock is given by: SS = (safety factor)(std dev in LT demand)  Reorder point is: ROP = Expected LT demand + SS 3. Average Inventory is: SS + EOQ/2 2SD EOQ H  ( ) LT D std dev in LT demand std dev in daily demand days in LT LT    
  • 34. Example (continued)… Back to the car lot… recall that the lead time is 10 days and the expected yearly demand is 5000. You estimate the standard deviation of daily demand demand to be d = 6. When should you re-order if you want to be 95% sure you don’t run out of cars? 168)36(1065.1137 ROP Since the expected yearly demand is 5000, the expected demand over the lead time is 5000(10/365) = 137. The z- value corresponding to a service level of 0.95 is 1.65. So Order 548 cars when the inventory level drops to 168.