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Introduction to Management Science
(8th Edition, Bernard W. Taylor III)
Chapter 16
Chapter 16 - Inventory Management 1
Inventory Management
Elements of Inventory Management
Inventory Control Systems
Economic Order Quantity Models
Chapter Topics
Economic Order Quantity Models
The Basic EOQ Model
The EOQ Model with Non-Instantaneous Receipt
The EOQ Model with Shortages
EOQ Analysis with QM for Windows
EOQ Analysis with Excel and Excel QM
Chapter 16 - Inventory Management 2
Quantity Discounts
Reorder Point
Determining Safety Stocks Using Service Levels
Order Quantity for a Periodic Inventory System
Inventory is a stock of items kept on hand used to meet customer demand..
A level of inventory is maintained that will meet anticipated
Elements of Inventory ManagementRole of Inventory (1 of 2)
A level of inventory is maintained that will meet anticipated demand.
If demand not known with certainty, safety (buffer) stocks are kept on hand.
Additional stocks are sometimes built up to meet seasonal or cyclical demand.
Chapter 16 - Inventory Management 3
or cyclical demand.
Large amounts of inventory sometimes purchased to take advantage of discounts.
In-process inventories maintained to provide independence between operations.
Raw materials inventory kept to avoid delays in case of
Elements of Inventory ManagementRole of Inventory (2 of 2)
Raw materials inventory kept to avoid delays in case of supplier problems.
Stock of finished parts kept to meet customer demand in event of work stoppage.
Chapter 16 - Inventory Management 4
Inventory exists to meet the demand of customers.
Customers can be external (purchasers of products) or internal (workers using material).
Elements of Inventory ManagementDemand
internal (workers using material).
Management needs accurate forecast of demand.
Items that are used internally to produce a final product are referred to as dependent demand items.
Items that are final products demanded by an external customer are independent demand items.
Chapter 16 - Inventory Management 5
customer are independent demand items.
Carrying costs - Costs of holding items in storage.
Vary with level of inventory and sometimes with length of time held.
Elements of Inventory ManagementInventory Costs (1 of 3)
of time held.
Include facility operating costs, record keeping, interest, etc.
Assigned on a per unit basis per time period, or as percentage of average inventory value (usually estimated as 10% to 40%).
Chapter 16 - Inventory Management 6
estimated as 10% to 40%).
Ordering costs - costs of replenishing stock of inventory.
Expressed as dollar amount per order, independent of order size.
Elements of Inventory ManagementInventory Costs (2 of 3)
order size.
Vary with the number of orders made.
Include purchase orders, shipping, handling, inspection, etc.
Chapter 16 - Inventory Management 7
Shortage, or stockout costs - Costs associated with insufficient inventory.
Result in permanent loss of sales and profits for items
Elements of Inventory ManagementInventory Costs (3 of 3)
Result in permanent loss of sales and profits for items not on hand.
Sometimes penalties involved; if customer is internal, work delays could result.
Chapter 16 - Inventory Management 8
An inventory control system controls the level of inventory by determining how much (replenishment level) and whento order.
Inventory Control Systems
to order.
Two basic types of systems -continuous (fixed-order quantity) and periodic (fixed-time).
In a continuous system, an order is placed for the same constant amount when inventory decreases to a specified level.
In a periodic system, an order is placed for a variable
Chapter 16 - Inventory Management 9
In a periodic system, an order is placed for a variable amount after a specified period of time.
A continual record of inventory level is maintained.
Whenever inventory decreases to a predetermined level, the reorder point, an order is placed for a fixed amount to
Inventory Control SystemsContinuous Inventory Systems
the reorder point, an order is placed for a fixed amount to replenish the stock.
The fixed amount is termed the economic order quantity, whose magnitude is set at a level that minimizes the total inventory carrying, ordering, and shortage costs.
Because of continual monitoring, management is always
Chapter 16 - Inventory Management 10
Because of continual monitoring, management is always aware of status of inventory level and critical parts, but system is relatively expensive to maintain.
Inventory on hand is counted at specific time intervals and an order placed that brings inventory up to a specified level.
Inventory not monitored between counts and system is
Inventory Control SystemsPeriodic Inventory Systems
Inventory not monitored between counts and system is therefore less costly to track and keep account of.
Results in less direct control by management and thus generally higher levels of inventory to guard against stockouts.
System requires a new order quantity each time an order is
Chapter 16 - Inventory Management 11
System requires a new order quantity each time an order is placed.
Used in smaller retail stores, drugstores, grocery stores and offices.
Economic order quantity, or economic lot size, is the quantity ordered when inventory decreases to the reorder point.
Economic Order Quantity Models
point.
Amount is determined using the economic order quantity (EOQ) model.
Purpose of the EOQ model is to determine the optimal order size that will minimize total inventory costs.
Three model versions to be discussed:
Chapter 16 - Inventory Management 12
Basic EOQ model
EOQ model without instantaneous receipt
EOQ model with shortages
A formula for determining the optimal order size that minimizes the sum of carrying costs and ordering costs.
Simplifying assumptions and restrictions:
Economic Order Quantity ModelsBasic EOQ Model (1 of 2)
Simplifying assumptions and restrictions:
Demand is known with certainty and is relatively constant over time.
No shortages are allowed.
Lead time for the receipt of orders is constant.
Chapter 16 - Inventory Management 13
The order quantity is received all at once and instantaneously.
Economic Order Quantity ModelsBasic EOQ Model (2 of 2)
Figure 16.1The Inventory Order Cycle
Chapter 16 - Inventory Management 14
Carrying cost usually expressed on a per unit basis of time, traditionally one year.
Annual carrying cost equals carrying cost per unit per year
Basic EOQ ModelCarrying Cost (1 of 2)
Annual carrying cost equals carrying cost per unit per year times average inventory level:
Carrying cost per unit per year = Cc
Average inventory = Q/2
Annual carrying cost = CcQ/2.
Chapter 16 - Inventory Management 15
Basic EOQ ModelCarrying Cost (2 of 2)
Figure 16.4Average Inventory
Chapter 16 - Inventory Management 16
Total annual ordering cost equals cost per order (Co) times number of orders per year.
Number of orders per year, with known and constant
Basic EOQ ModelOrdering Cost
Number of orders per year, with known and constant demand, D, is D/Q, where Q is the order size:
Annual ordering cost = CoD/Q
Only variable is Q, Co and D are constant parameters.
Relative magnitude of the ordering cost is dependent on order size.
Chapter 16 - Inventory Management 17
order size.
Total annual inventory cost is sum of ordering and carrying cost:
Basic EOQ ModelTotal Inventory Cost (1 of 2)
2QCc
QDCoTC
Chapter 16 - Inventory Management 18
Basic EOQ ModelTotal Inventory Cost (2 of 2)
Chapter 16 - Inventory Management 19
Figure 16.5The EOQ Cost Model
EOQ occurs where total cost curve is at minimum value and carrying cost equals ordering cost:
Basic EOQ ModelEOQ and Minimum Total Cost
The EOQ model is robust because Q is a square root and
CcCoDQopt
QoptCcQoptCoDTC
2
2
min
Chapter 16 - Inventory Management 20
errors in the estimation of D, Cc and Co are dampened.
I-75 Carpet Discount Store, Super Shag carpet sales.
Given following data, determine number of orders to be made annually and time between orders given store is open
Basic EOQ ModelExample (1 of 2)
10,000ydD$150,Co$0.75,Cc
:parametersModel
made annually and time between orders given store is open every day except Sunday, Thanksgiving Day, and Christmas Day.
Chapter 16 - Inventory Management 21
yd0002750
0001015022
:sizeorderOptimal
,).(
),)(( CcCoDQopt
5001000275000010150
:costinventory annualTotal
QoptCcDCoTC ,$),().(,)(min
Basic EOQ ModelExample (2 of 2)
311days311
5000200010
: yearper ordersofNumber
500120002750
000200010150
2
QoptD
QoptCcQopt
DCoTC
,,
,$),().(,,)(min
Chapter 16 - Inventory Management 22
daysstore62.25
311days311timecycleOrder QoptD/
For any time period unit of analysis, EOQ is the same.
Shag Carpet example on monthly basis:
Basic EOQ ModelEOQ Analysis Over Time (1 of 2)
:sizeorderOptimal
monthper yd833.3Dorderper$150Co
monthper ydper$0.0625Cc
:parametersModel
Chapter 16 - Inventory Management 23
yd000206250
383315022
:sizeorderOptimal
,).(
).)(( CcCoDQopt
0002062503833150
:costinventory monthly Total
),().().()(min QoptCcDCoTC
Basic EOQ ModelEOQ Analysis Over Time (2 of 2)
$1,500($125)(12)costinventory annualTotal
monthper125
2000206250
00023833150
2
$
),().(,
).()(min QoptCcQopt
DCoTC
Chapter 16 - Inventory Management 24
In the non-instantaneous receipt model the assumption that orders are received all at once is relaxed. (Also known as gradual usage or production lot size model.)
EOQ ModelNon-Instantaneous Receipt Description (1 of 2)
gradual usage or production lot size model.)
The order quantity is received gradually over time and inventory is drawn on at the same time it is being replenished.
Chapter 16 - Inventory Management 25
EOQ ModelNon-Instantaneous Receipt Description (2 of 2)
Chapter 16 - Inventory Management 26
Figure 16.6 The EOQ Model with Non-Instantaneous Order Receipt
demandedisinventory whichatratedaily dtimeoverreceivedisorderthe whichatratedaily p
Non-Instantaneous Receipt ModelModel Formulation (1 of 2)
pdQCc
pdQ
pdQ
12
costcarryingTotal
12
levelinventory Average
1levelinventory Maximum
Chapter 16 - Inventory Management 27
pdQCc
QDCo
pCc
12
costinventory annualTotal
12
costcarryingTotal
QDCop
dQCc
curvecosttotalofpointlowestat1
2
Non-Instantaneous Receipt ModelModel Formulation (2 of 2)
)/( pdCcCoDQopt
1
2:sizeorderOptimal
Chapter 16 - Inventory Management 28
$150Co
Non-Instantaneous Receipt ModelExample (1 of 2)
Super Shag carpet manufacturing facility:
1502321750
000101502
12:sizeorderOptimal
dayper yd150pdayper yd32.210,000/311 yearper yd10,000D
unitper$0.75Cc $150Co
..
),)((
pdCc
CoDQopt
Chapter 16 - Inventory Management 29
yd82562
150
.,
p
8256200010
12
costinventory annualminimumTotal
).,(),(
pdQCc
QDCo
Non-Instantaneous Receipt ModelExample (2 of 2)
runs)n(productio yearperordersofNumber
days0515150
82562lengthrunProduction
3291150
23212
8256207582562
00010150
..,
,$.).,()(.).,(),()(
QD
pQ
Chapter 16 - Inventory Management 30
yd7721150
2321825621levelinventory Maximum
runs43482562
00010
,..,
..,
,
pdQ
Q
EOQ Model with ShortagesDescription (1 of 2)
In the EOQ model with shortages, the assumption that shortages cannot exist is relaxed.
Assumed that unmet demand can be backordered with all Assumed that unmet demand can be backordered with all demand eventually satisfied.
Chapter 16 - Inventory Management 31
EOQ Model with ShortagesDescription (2 of 2)
Chapter 16 - Inventory Management 32
Figure 16.7The EOQ Model with Shortages
QSQCc
QSCs
22
costscarryingTotal 2
2costsshortageTotal )(
EOQ Model with ShortagesModel Formulation (1 of 2)
CcCsCoDQopt
QDCo
QSQCc
QSCs
QDC
2quantityorderOptimal
22
22
costinventory Total
0costorderingTotal
)(
Chapter 16 - Inventory Management 33
CsCcCcQoptSopt
CsCcCs
CcCoDQopt
levelShortage
2quantityorderOptimal
EOQ Model with ShortagesModel Formulation (2 of 2)
Chapter 16 - Inventory Management 34
Figure 16.8Cost Model with Shortages
EOQ Model with ShortagesModel Formulation (1 of 3)
I-75 Carpet Discount Store allows shortages; shortage cost Cs, is $2/yard per year.
:quantityorderOptimal
yd10,000D ydper$2Cs
ydper$0.75Cc $150Co
Chapter 16 - Inventory Management 35
yd234522
7502750
0001015022 .,..
),)((
CsCcCs
CcCoDQopt
yd663975023452
level:Shortage
...,CcQoptSopt
EOQ Model with ShortagesModel Formulation (2 of 3)
22
22
22
:costinventory Total
yd66397502
75023452
)(
..
..,
QDCo
QSQCc
QSCsTC
CsCcCcQoptSopt
Chapter 16 - Inventory Management 36
$1,279.20639.60465.16$174.44
2345200010150
234522267051750
234522266392
.,
),)(().,(
).,)(.().,(
).)((
yearper orders26.42.345,2
000,10ordersofNumber
QD
EOQ Model with ShortagesModel Formulation (3 of 3)
days53.2or 0.171639.6-2,345.2 t
handon isinventory which duringTime
days0.7326.4
311ordersofnumber yearper days tordersbetween Time
yd6.705,16.6392.345,2levelinventory Maximum
SQ
SQ
Chapter 16 - Inventory Management 37
days19.9or year 0.06410,000639.6
D2 t
shortageaisre which theduringTime
days53.2or 0.17110,000
639.6-2,345.21 t
S
DSQ
EOQ Analysis with QM for Windows
Chapter 16 - Inventory Management 38
Exhibit 16.1
EOQ Analysis with Excel and Excel QM (1 of 2)
Chapter 16 - Inventory Management 39
Exhibit 16.2
EOQ Analysis with Excel and Excel QM (2 of 2)
Chapter 16 - Inventory Management 40
Exhibit 16.3
Price discounts are often offered if a predetermined number of units is ordered or when ordering materials in high volume.
Basic EOQ model used with purchase price added:
Quantity Discounts
Basic EOQ model used with purchase price added:
where: P = per unit price of the itemD = annual demand
Quantity discounts are evaluated under two different
PDQCcQDCoTC
2
Chapter 16 - Inventory Management 41
Quantity discounts are evaluated under two different scenarios:
With constant carrying costs
With carrying costs as a percentage of purchase price
Quantity Discounts with Constant Carrying CostsAnalysis Approach
Optimal order size is the same regardless of the discount price.
The total cost with the optimal order size must be compared The total cost with the optimal order size must be compared with any lower total cost with a discount price to determine which is the lesser.
Chapter 16 - Inventory Management 42
University bookstore: For following discount schedule offered by Comptek, should bookstore buy at the discount terms or order the basic EOQ order size?
Quantity Discounts with Constant Carrying CostsExample (1 of 2)
terms or order the basic EOQ order size?
Determine optimal order size and total cost:
Quantity Price1- 4950 – 8990 +
$1,400 1,100 900
Chapter 16 - Inventory Management 43
572190
20050022Cc
2CoDQopt
200D unitper$190Cc $2,500Co
.))(,(
Compute total cost at eligible discount price ($1,100):
2min PDQoptCc
QoptCoDTC
Quantity Discounts with Constant Carrying CostsExample (2 of 2)
Compare with total cost of with order size of $90 and price of $900:
78423320010012
5721905722005002
2
,$))(,().()().(
))(,(
Qopt
2 PDQCc
QCoDTC
Chapter 16 - Inventory Management 44
Because $194,105 < $233,784, maximum discount price should be taken and 90 units ordered.
1051942009002
9019090
2005002
2
,$))(())(()(
))(,(
Q
University Bookstore example, but a different optimal order size for each price discount.
Optimal order size and total cost determined using basic
Quantity Discounts with Carrying CostsPercentage of Price Example (1 of 3)
Optimal order size and total cost determined using basic EOQ model with no quantity discount.
This cost then compared with various discount quantity order sizes to determine minimum cost order.
This must be compared with EOQ-determined order size for specific discount price.
Chapter 16 - Inventory Management 45
specific discount price.
Data:
Co = $2,500D = 200 computers per year
Quantity Price Carrying Cost
0 - 49 $1,400 1,400(.15) = $21050 - 89 1,100 1,100(.15) = 165
Quantity Discounts with Carrying CostsPercentage of Price Example (2 of 3)
Compute optimum order size for purchase price without discount and Cc = $210:
50 - 89 1,100 1,100(.15) = 16590 + 900 900(.15) = 135
69210
200500222 ))(,(CcCoDQopt
Chapter 16 - Inventory Management 46
Compute new order size:
210Cc
877165
20050022 .))(,( Qopt
Compute minimum total cost:
20010012
8771658772005002
2))(,().(
.))(,( PDQCc
QCoDTC
Quantity Discounts with Carrying CostsPercentage of Price Example (3 of 3)
Compare with cost, discount price of $900, order quantity of 90:
Optimal order size computed as follows:
845232
28772
,$
.
Q
6301912009002
9013590
2005002 ,$))(())(())(,( TC
Chapter 16 - Inventory Management 47
Optimal order size computed as follows:
Since this order size is less than 90 units , it is not feasible,thus optimal order size is 90 units.
186135
20050022 .))(,( Qopt
Quantity Discount ModelSolution with QM for Windows
Chapter 16 - Inventory Management 48
Exhibit 16.4
The reorder point is the inventory level at which a new order is placed.
Order must be made while there is enough stock in place to
Reorder Point (1 of 4)
Order must be made while there is enough stock in place to cover demand during lead time.
Formulation:
R = dL
where d = demand rate per time period
L = lead time
Chapter 16 - Inventory Management 49
L = lead time
For Carpet Discount store problem:
R = dL = (10,000/311)(10) = 321.54
Reorder Point (2 of 4)
Chapter 16 - Inventory Management 50
Figure 16.9Reorder Point and Lead Time
Reorder Point (3 of 4)
Inventory level might be depleted at slower or faster rate during lead time.
When demand is uncertain, safety stock is added as a When demand is uncertain, safety stock is added as a hedge against stockout.
Chapter 16 - Inventory Management 51
Figure 16.10Inventory Model with Uncertain Demand
Reorder Point (4 of 4)
Chapter 16 - Inventory Management 52
Figure 16.11Inventory model with safety stock
Determining Safety Stocks Using Service Levels
Service level is probability that amount of inventory on hand is sufficient to meet demand during lead time (probability stockout will not occur).stockout will not occur).
The higher the probability inventory will be on hand, the more likely customer demand will be met.
Service level of 90% means there is a .90 probability that demand will be met during lead time and .10 probability of a stockout.
Chapter 16 - Inventory Management 53
:where
LdZLdR
Reorder Point with Variable Demand (1 of 2)
demanddaily ofdeviation standard the
timelead
demanddaily average
pointreorder
:where
d
L
d
R
Chapter 16 - Inventory Management 54
stocksafety
yprobabilitlevelservice toingcorresponddeviationsstandardofnumber
demanddaily ofdeviation standard the
LdZ
Z
d
Reorder Point with Variable Demand (2 of 2)
Chapter 16 - Inventory Management 55
Figure 16.12Reorder Point for a Service Level
I-75 Carpet Discount Store Super Shag carpet.
For following data, determine reorder point and safety stock for service level of 95%.
Reorder Point with Variable Demand Example
)appendix A1,- A(Table1.65Zlevel,service95%For
dayper yd5ddays10L
dayper yd30
d
for service level of 95%.
Chapter 16 - Inventory Management 56
26.1. :formulapointreorderintermsecondisstockSafety
yd13261263001056511030
..))()(.()(
LdZLdR
Determining the Reorder Point with Excel
Determining Reorder Point with Excel
Determining the Reorder Point with Excel
Chapter 16 - Inventory Management 57
Exhibit 16.5
LZdLdR
Reorder Point with Variable Lead Time
For constant demand and variable lead time:
timeleadduringdemandofdeviation standard timeleadofdeviation standard
timeleadaveragedemanddaily constant
:where
LdL
Ld
Chapter 16 - Inventory Management 58
stocksafety LZdL
dayper yd30d
Reorder Point with Variable Lead Time Example
Carpet Discount Store:
yd5.4485.148300)3)(30)(65.1()10)(30(
levelservice95%afor 1.65
days3
days10
LZdLdR
Z
L
L
Chapter 16 - Inventory Management 59
yd5.4485.148300)3)(30)(65.1()10)(30( LZdLdR
22)(
2)( dLLdZLdR
When both demand and lead time are variable:
Reorder PointVariable Demand and Lead Time
222
timeleadaveragedemanddaily average
:where
)()(
Ld
dLLdZLdR
Chapter 16 - Inventory Management 60
stocksafety 22
)(2
)(Z
timeleadduringdemandofdeviation standard22
)(2
)(
dLLd
dLLd
dayper yd5dayper yd30
d
Carpet Discount Store:
Reorder PointVariable Demand and Lead Time Example
22)(
2)(
levelservice95%for 1.65days3days10
dayper yd5
dLLdZLdR
ZL
Ld
Chapter 16 - Inventory Management 61
yds450.8 150.8300
(30)(3)(3)(30)(5)(5)(10)(1.65)(30)(10)
)()(
dLLdZLdR
Order Quantity for a Periodic Inventory System
A periodic, or fixed-time period inventory system is one in which time between orders is constant and the order size varies.varies.
Vendors make periodic visits, and stock of inventory is counted.
An order is placed, if necessary, to bring inventory level back up to some desired level.
Inventory not monitored between visits.
Chapter 16 - Inventory Management 62
At times, inventory can be exhausted prior to the visit, resulting in a stockout.
Larger safety stocks are generally required for the periodic inventory system.
For normally distributed variable daily demand:)( ILbtdZLbtdQ
Order Quantity for Variable Demand
demandofdeviation standard timelead
ordersbetween timefixed theratedemandaverage
:where
d
Lbtd
Chapter 16 - Inventory Management 63
stockin inventory
stocksafety
I
LbtdZd
dayper bottles6d
Corner Drug Store with periodic inventory system.
Order size to maintain 95% service level:
Order Quantity for Variable Demand Example
levelservice95%for 1.65bottles8days5
days60
bottles1.2dayper bottles6
ZILbtd
d
Chapter 16 - Inventory Management 64
bottles398 8560)(1.65)(1.25)(6)(60
)(
ILbtdZLbtdQ
Order Quantity for the Fixed-Period ModelSolution with Excel
Chapter 16 - Inventory Management 65
Exhibit 16.6
For data below determine:
Optimal order quantity and total minimum inventory cost.
Example Problem SolutionElectronic Village Store (1 of 3)
Assume shortage cost of $600 per unit per year, compute optimal order quantity and minimum inventory cost.
Step 1 (part a): Determine the Optimal Order Quantity.
$170computerspersonal1,200
CcD
Chapter 16 - Inventory Management 66
computerspersonal779170
200145022
450$170
.),)((
$
CcCoDQ
CoCc
7792001450
2779170
2costTotal
.,.
QDCoQCc
Example Problem SolutionElectronic Village Store (2 of 3)
Step 2 (part b): Compute the EOQ with Shortages.
$13,549.91
600170600
170120045022
600
))((
$
CsCcCs
CcCoDQ
Cs
Chapter 16 - Inventory Management 67
computerspersonal390
600170
.
CsCc
Example Problem SolutionElectronic Village Store (3 of 3)
computerspersonal19.9600170
170390
.
CsCcCcQS
$11,960.98
3902001450
39022919390170
39022919600
22
22costTotal
.,
).()..(
).().)((
)(Q
CoDQSQCc
QCsS
Chapter 16 - Inventory Management 68
$11,960.98
Example Problem SolutionComputer Products Store (1 of 2)
Sells monitors with daily demand normally distributed with a mean of 1.6 monitors and standard deviation of 0.4 monitors. Lead time for delivery from supplier is 15 days.
days15
dayper monitors1.6
L
d
monitors. Lead time for delivery from supplier is 15 days.
Determine the reorder point to achieve a 98% service level.
Step 1: Identify parameters.
Chapter 16 - Inventory Management 69
level)service98%a(for 05.2
dayper monitors0.4
Z
d
Example Problem SolutionComputer Products Store (2 of 2)
Step 2: Solve for R.
15)04)(.05.2()15)(6.1( LdZLdR
monitors18.2718.324
d
Chapter 16 - Inventory Management 70
Chapter 16 - Inventory Management 71