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Chapter 12
           Inventory Management

             Operations Management -- 5th Edition
             Operations Management 5th Edition

       Roberta Russell & Bernard W. Taylor, III




                                                                     Beni Asllani
Copyright 2006 John Wiley & Sons, Inc.   University of Tennessee at Chattanooga
Lecture Outline

 Elements of Inventory Management
 Inventory Control Systems
 Economic Order Quantity Models
 Quantity Discounts
 Reorder Point
 Order Quantity for a Periodic Inventory
  System

Copyright 2006 John Wiley & Sons, Inc.   12-2
What Is Inventory?

 Stock of items kept to meet future
  demand
 Purpose of inventory management
      how many units to order
      when to order




Copyright 2006 John Wiley & Sons, Inc.   12-3
Types of Inventory

 Raw materials
 Purchased parts and supplies
 Work-in-process (partially completed)
  products (WIP)
 Items being transported
 Tools and equipment


Copyright 2006 John Wiley & Sons, Inc.   12-4
Inventory and Supply Chain
     Management
 Bullwhip effect
       demand information is distorted as it moves away
        from the end-use customer
       higher safety stock inventories to are stored to
        compensate
   Seasonal or cyclical demand
   Inventory provides independence from vendors
   Take advantage of price discounts
   Inventory provides independence between
    stages and avoids work stop-pages

Copyright 2006 John Wiley & Sons, Inc.      12-5
Two Forms of Demand
 Dependent
       Demand for items used to produce
        final products
       Tires stored at a Goodyear plant are
        an example of a dependent demand
        item
 Independent
       Demand for items used by external
        customers
       Cars, appliances, computers, and
        houses are examples of independent
        demand inventory

 Copyright 2006 John Wiley & Sons, Inc.        12-6
Inventory and Quality
    Management

 Customers usually perceive quality
  service as availability of goods they want
  when they want them
 Inventory must be sufficient to provide
  high-quality customer service in TQM



Copyright 2006 John Wiley & Sons, Inc.   12-7
Inventory Costs

 Carrying cost
      cost of holding an item in inventory
 Ordering cost
      cost of replenishing inventory
 Shortage cost
      temporary or permanent loss of sales
       when demand cannot be met

Copyright 2006 John Wiley & Sons, Inc.   12-8
Inventory Control Systems

 Continuous system (fixed-
  order-quantity)
        constant amount ordered
         when inventory declines to
         predetermined level
 Periodic system (fixed-time-
  period)
        order placed for variable
         amount after fixed passage of
         time



Copyright 2006 John Wiley & Sons, Inc.   12-9
ABC Classification
 Class A
     5 – 15 % of units
     70 – 80 % of value
 Class B
     30 % of units
     15 % of value
 Class C
     50 – 60 % of units
      5 – 10 % of value


  Copyright 2006 John Wiley & Sons, Inc.   12-10
ABC Classification: Example
      PART        UNIT COST          ANNUAL USAGE
        1              $ 60               90
        2               350               40
        3                30              130
        4                80               60
        5                30              100
        6                20              180
        7                10              170
        8               320               50
        9               510               60
       10                20              120

Copyright 2006 John Wiley & Sons, Inc.         12-11
ABC Classification:
      Example (cont.)
        TOTAL      % OF TOTAL % OF TOTAL
PART    PART
        VALUE       UNIT COSTQUANTITY % CUMMULATIVE
                     VALUE        ANNUAL USAGE
  9        1
       $30,600            $ 60
                        35.9           6.0     90     6.0
  8     16,000
           2            18.7
                           350         5.0     40    11.0
  2     14,000          16.4           4.0
                                              A      15.0
           3                 30               130
  1      5,400            6.3          9.0           24.0
  4        4
         4,800            5.680        6.0    B60    30.0
  3        5
         3,900            4.630       10.0    100    40.0
                                 % OF TOTAL     % OF TOTAL
  6        6
         3,600
        CLASS        ITEMS
                          4.220 VALUE 18.0    180    58.0
                                                 QUANTITY
  5      3,000
           7              3.510       13.0    170    71.0
 10      2,400
           A         9, 8,2.8
                           2          12.0
                                     71.0     C      83.0
           8               320                 50 15.0
  7      1,700
           B         1, 4,2.0
                           3          17.0
                                     16.5           100.0
                                                    25.0
           9
           C               510
                     6, 5, 10, 7     12.5      60 60.0
       $85,400
          10                20                120
                                                        Example 10.1

Copyright 2006 John Wiley & Sons, Inc.          12-12
Economic Order Quantity
    (EOQ) Models

 EOQ
      optimal order quantity that will
       minimize total inventory costs
 Basic EOQ model
 Production quantity model



Copyright 2006 John Wiley & Sons, Inc.    12-13
Assumptions of Basic
    EOQ Model

 Demand is known with certainty and
  is constant over time
 No shortages are allowed
 Lead time for the receipt of orders is
  constant
 Order quantity is received all at once


Copyright 2006 John Wiley & Sons, Inc.   12-14
Inventory Order Cycle
Order quantity, Q
                                    Demand
                                      rate
              Inventory Level




Reorder point, R




                                0         Lead             Lead         Time
                                           time             time
                                      Order Order      Order Order
                                      placed receipt   placed receipt


      Copyright 2006 John Wiley & Sons, Inc.                  12-15
EOQ Cost Model
Co - cost of placing order                     D - annual demand
Cc - annual per-unit carrying cost             Q - order quantity

                                                 Co D
                  Annual ordering cost =
                                                     Q
                                                 CcQ
                  Annual carrying cost =
                                                     2
                                     CoD        CcQ
                    Total cost =           +
                                     Q           2




 Copyright 2006 John Wiley & Sons, Inc.                  12-16
EOQ Cost Model

     Deriving Qopt                       Proving equality of
                                         costs at optimal point
                  Co D        CcQ
          TC =            +
                   Q           2              Co D         CcQ
                                                       =
        ∂TC   CoD  C                           Q            2
            =     + c
        ∂Q    Q2    2                                      2CoD
                                               Q = 2
                  C0 D        Cc                            Cc
            0=            +
                  Q2          2
                                                                2CoD
                     2CoD                      Qopt =
         Qopt =                                                  Cc
                         Cc


Copyright 2006 John Wiley & Sons, Inc.             12-17
EOQ Cost Model (cont.)
  Annual
  cost ($)                                  Total Cost
                              Slope = 0

                                                              CcQ
Minimum                                     Carrying Cost =
                                                               2
total cost




                                                              CoD
                                            Ordering Cost =
                                                              Q

                        Optimal order        Order Quantity, Q
                              Qopt


   Copyright 2006 John Wiley & Sons, Inc.     12-18
EOQ Example
 Cc = $0.75 per yard           Co = $150           D = 10,000 yards

             2CoD                             CoD       CcQ
  Qopt =                          TCmin =           +
               Cc                              Q         2
             2(150)(10,000)                   (150)(10,000) (0.75)(2,000)
  Qopt =                          TCmin     =              +
                 (0.75)                           2,000           2

  Qopt = 2,000 yards              TCmin = $750 + $750 = $1,500

Orders per year = D/Qopt             Order cycle time = 311 days/(D/Qopt)
                = 10,000/2,000                          = 311/5
                = 5 orders/year                         = 62.2 store days
   Copyright 2006 John Wiley & Sons, Inc.                12-19
Production Quantity
    Model
 An inventory system in which an order is
  received gradually, as inventory is
  simultaneously being depleted
 AKA non-instantaneous receipt model
      assumption that Q is received all at once is relaxed
 p - daily rate at which an order is received over
  time, a.k.a. production rate
 d - daily rate at which inventory is demanded

Copyright 2006 John Wiley & Sons, Inc.       12-20
Production Quantity Model
            (cont.)
Inventory
  level


                                                   Maximum
 Q(1-d/p)                                          inventory
                                                   level

                                                   Average
Q
  (1-d/p)                                          inventory
2                                                  level


       0
                         Begin    End              Time
                         order order
           Order
                        receipt receipt
       receipt period


  Copyright 2006 John Wiley & Sons, Inc.   12-21
Production Quantity Model
      (cont.)
           p = production rate               d = demand rate

                                    Q
Maximum inventory level = Q -         d
                                    p
                                         d
                              =Q1-
                                         p                   2CoD
                                               Qopt =             d
                          Q    d                           Cc 1 - p
Average inventory level =   1-
                          2    p

            CoD CcQ    d
       TC =    +    1- p
             Q   2

Copyright 2006 John Wiley & Sons, Inc.             12-22
Production Quantity Model:
       Example
Cc = $0.75 per yard        Co = $150        D = 10,000 yards
d = 10,000/311 = 32.2 yards per day         p = 150 yards per day

              2CoD               2(150)(10,000)
  Qopt =                  =                       = 2,256.8 yards
                                         32.2
            Cc 1 - d            0.75 1 -
                   p                     150


       Co D CcQ    d
  TC =     +    1- p          = $1,329
        Q    2

                       Q   2,256.8
  Production run =       =         = 15.05 days per order
                       p     150

   Copyright 2006 John Wiley & Sons, Inc.             12-23
Production Quantity Model:
    Example (cont.)


                            D   10,000
Number of production runs =   =         = 4.43 runs/year
                            Q   2,256.8

                                         d                   32.2
   Maximum inventory level = Q 1 -           = 2,256.8 1 -
                                         p                   150
                                = 1,772 yards




Copyright 2006 John Wiley & Sons, Inc.              12-24
Quantity Discounts

     Price per unit decreases as order
       quantity increases

                           CoD       CcQ
                   TC =          +           + PD
                            Q            2
      where

                P = per unit price of the item
                    D = annual demand

Copyright 2006 John Wiley & Sons, Inc.              12-25
Quantity Discount Model (cont.)
                             ORDER SIZE     PRICE
                             0 - 99          $10                    TC = ($10 )
                             100 – 199       8 (d1)
                             200+            6 (d2)
                                                                    TC (d1 = $8 )

                                                                    TC (d2 = $6 )
   Inventory cost ($)




                                                                    Carrying cost




                                                                    Ordering cost


                        Q(d1 ) = 100 Qopt    Q(d2 ) = 200
Copyright 2006 John Wiley & Sons, Inc.                      12-26
Quantity Discount: Example
     QUANTITY          PRICE
                                             Co = $2,500
       1 - 49          $1,400
                                             Cc = $190 per computer
       50 - 89          1,100
                                             D = 200
        90+               900

                   2 Co D          2(2500)(200)
         Qopt =              =                  = 72.5 PCs
                      Cc               190

For Q = 72.5
                      CoD        CcQopt
               TC =          +            + PD = $233,784
                      Qopt         2

For Q = 90
                      Co D       CcQ
               TC =          +            + PD = $194,105
                       Q           2
 Copyright 2006 John Wiley & Sons, Inc.                     12-27
Reorder Point
Level of inventory at which a new order
is placed

                           R = dL
     where
            d = demand rate per period
            L = lead time


Copyright 2006 John Wiley & Sons, Inc.   12-28
Reorder Point: Example

Demand = 10,000 yards/year
Store open 311 days/year
Daily demand = 10,000 / 311 = 32.154
yards/day
Lead time = L = 10 days

R = dL = (32.154)(10) = 321.54 yards

Copyright 2006 John Wiley & Sons, Inc.   12-29
Safety Stocks
 Safety stock
      buffer added to on hand inventory during lead
       time
 Stockout
      an inventory shortage
 Service level
      probability that the inventory available during
       lead time will meet demand


Copyright 2006 John Wiley & Sons, Inc.     12-30
Variable Demand with
                      a Reorder Point
                       Q
Inventory level




                  Reorder
                  point, R


                        0
                               LT                   LT
                                             Time


    Copyright 2006 John Wiley & Sons, Inc.           12-31
Reorder Point with
                         a Safety Stock
Inventory level




                             Q
                  Reorder
                  point, R




                                                      Safety Stock
                             0
                                              LT                     LT
                                                         Time
                    Copyright 2006 John Wiley & Sons, Inc.            12-32
Reorder Point With
    Variable Demand

                     R = dL + zσ d L
where
      d = average daily demand
      L = lead time
     σd = the standard deviation of daily demand
      z = number of standard deviations
          corresponding to the service level
          probability
  zσd L = safety stock

Copyright 2006 John Wiley & Sons, Inc.   12-33
Reorder Point for
    a Service Level
                                             Probability of
                                             meeting demand during
                                             lead time = service level




                                                           Probability of
                                                           a stockout


                                     Safety stock
                                         zσ d L

                                dL                  R
                              Demand
Copyright 2006 John Wiley & Sons, Inc.                  12-34
Reorder Point for
    Variable Demand
  The carpet store wants a reorder point with a 95%
  service level and a 5% stockout probability
                       d = 30 yards per day
                       L = 10 days
                      σd = 5 yards per day

               For a 95% service level, z = 1.65

R = dL + z σd L                          Safety stock = z σd L
   = 30(10) + (1.65)(5)( 10)                         = (1.65)(5)( 10)
   = 326.1 yards                                     = 26.1 yards

Copyright 2006 John Wiley & Sons, Inc.                12-35
Order Quantity for a
     Periodic Inventory System

              Q = d(tb + L) + zσ d       tb + L - I

   where
                 d    = average demand rate
                 tb   = the fixed time between orders
                 L    = lead time
                σd    = standard deviation of demand

    zσ d    tb + L = safety stock
                  I = inventory level
Copyright 2006 John Wiley & Sons, Inc.                12-36
Fixed-Period Model with
    Variable Demand
        d = 6 bottles per day
       σ d = 1.2 bottles
        tb = 60 days
        L = 5 days
         I = 8 bottles
         z = 1.65 (for a 95% service level)

        Q = d(tb + L) + zσ d        tb + L - I
           = (6)(60 + 5) + (1.65)(1.2)           60 + 5 - 8
           = 397.96 bottles
Copyright 2006 John Wiley & Sons, Inc.               12-37
Copyright 2006 John Wiley & Sons, Inc.
All rights reserved. Reproduction or translation of this work beyond that
permitted in section 117 of the 1976 United States Copyright Act without
express permission of the copyright owner is unlawful. Request for further
information should be addressed to the Permission Department, John Wiley &
Sons, Inc. The purchaser may make back-up copies for his/her own use only and
not for distribution or resale. The Publisher assumes no responsibility for
errors, omissions, or damages caused by the use of these programs or from the
use of the information herein.


Copyright 2006 John Wiley & Sons, Inc.                    12-38

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Inventory management ch12

  • 1. Chapter 12 Inventory Management Operations Management -- 5th Edition Operations Management 5th Edition Roberta Russell & Bernard W. Taylor, III Beni Asllani Copyright 2006 John Wiley & Sons, Inc. University of Tennessee at Chattanooga
  • 2. Lecture Outline  Elements of Inventory Management  Inventory Control Systems  Economic Order Quantity Models  Quantity Discounts  Reorder Point  Order Quantity for a Periodic Inventory System Copyright 2006 John Wiley & Sons, Inc. 12-2
  • 3. What Is Inventory?  Stock of items kept to meet future demand  Purpose of inventory management  how many units to order  when to order Copyright 2006 John Wiley & Sons, Inc. 12-3
  • 4. Types of Inventory  Raw materials  Purchased parts and supplies  Work-in-process (partially completed) products (WIP)  Items being transported  Tools and equipment Copyright 2006 John Wiley & Sons, Inc. 12-4
  • 5. Inventory and Supply Chain Management  Bullwhip effect  demand information is distorted as it moves away from the end-use customer  higher safety stock inventories to are stored to compensate  Seasonal or cyclical demand  Inventory provides independence from vendors  Take advantage of price discounts  Inventory provides independence between stages and avoids work stop-pages Copyright 2006 John Wiley & Sons, Inc. 12-5
  • 6. Two Forms of Demand  Dependent  Demand for items used to produce final products  Tires stored at a Goodyear plant are an example of a dependent demand item  Independent  Demand for items used by external customers  Cars, appliances, computers, and houses are examples of independent demand inventory Copyright 2006 John Wiley & Sons, Inc. 12-6
  • 7. Inventory and Quality Management  Customers usually perceive quality service as availability of goods they want when they want them  Inventory must be sufficient to provide high-quality customer service in TQM Copyright 2006 John Wiley & Sons, Inc. 12-7
  • 8. Inventory Costs  Carrying cost  cost of holding an item in inventory  Ordering cost  cost of replenishing inventory  Shortage cost  temporary or permanent loss of sales when demand cannot be met Copyright 2006 John Wiley & Sons, Inc. 12-8
  • 9. Inventory Control Systems  Continuous system (fixed- order-quantity)  constant amount ordered when inventory declines to predetermined level  Periodic system (fixed-time- period)  order placed for variable amount after fixed passage of time Copyright 2006 John Wiley & Sons, Inc. 12-9
  • 10. ABC Classification  Class A  5 – 15 % of units  70 – 80 % of value  Class B  30 % of units  15 % of value  Class C  50 – 60 % of units  5 – 10 % of value Copyright 2006 John Wiley & Sons, Inc. 12-10
  • 11. ABC Classification: Example PART UNIT COST ANNUAL USAGE 1 $ 60 90 2 350 40 3 30 130 4 80 60 5 30 100 6 20 180 7 10 170 8 320 50 9 510 60 10 20 120 Copyright 2006 John Wiley & Sons, Inc. 12-11
  • 12. ABC Classification: Example (cont.) TOTAL % OF TOTAL % OF TOTAL PART PART VALUE UNIT COSTQUANTITY % CUMMULATIVE VALUE ANNUAL USAGE 9 1 $30,600 $ 60 35.9 6.0 90 6.0 8 16,000 2 18.7 350 5.0 40 11.0 2 14,000 16.4 4.0 A 15.0 3 30 130 1 5,400 6.3 9.0 24.0 4 4 4,800 5.680 6.0 B60 30.0 3 5 3,900 4.630 10.0 100 40.0 % OF TOTAL % OF TOTAL 6 6 3,600 CLASS ITEMS 4.220 VALUE 18.0 180 58.0 QUANTITY 5 3,000 7 3.510 13.0 170 71.0 10 2,400 A 9, 8,2.8 2 12.0 71.0 C 83.0 8 320 50 15.0 7 1,700 B 1, 4,2.0 3 17.0 16.5 100.0 25.0 9 C 510 6, 5, 10, 7 12.5 60 60.0 $85,400 10 20 120 Example 10.1 Copyright 2006 John Wiley & Sons, Inc. 12-12
  • 13. Economic Order Quantity (EOQ) Models  EOQ  optimal order quantity that will minimize total inventory costs  Basic EOQ model  Production quantity model Copyright 2006 John Wiley & Sons, Inc. 12-13
  • 14. Assumptions of Basic EOQ Model  Demand is known with certainty and is constant over time  No shortages are allowed  Lead time for the receipt of orders is constant  Order quantity is received all at once Copyright 2006 John Wiley & Sons, Inc. 12-14
  • 15. Inventory Order Cycle Order quantity, Q Demand rate Inventory Level Reorder point, R 0 Lead Lead Time time time Order Order Order Order placed receipt placed receipt Copyright 2006 John Wiley & Sons, Inc. 12-15
  • 16. EOQ Cost Model Co - cost of placing order D - annual demand Cc - annual per-unit carrying cost Q - order quantity Co D Annual ordering cost = Q CcQ Annual carrying cost = 2 CoD CcQ Total cost = + Q 2 Copyright 2006 John Wiley & Sons, Inc. 12-16
  • 17. EOQ Cost Model Deriving Qopt Proving equality of costs at optimal point Co D CcQ TC = + Q 2 Co D CcQ = ∂TC CoD C Q 2 = + c ∂Q Q2 2 2CoD Q = 2 C0 D Cc Cc 0= + Q2 2 2CoD 2CoD Qopt = Qopt = Cc Cc Copyright 2006 John Wiley & Sons, Inc. 12-17
  • 18. EOQ Cost Model (cont.) Annual cost ($) Total Cost Slope = 0 CcQ Minimum Carrying Cost = 2 total cost CoD Ordering Cost = Q Optimal order Order Quantity, Q Qopt Copyright 2006 John Wiley & Sons, Inc. 12-18
  • 19. EOQ Example Cc = $0.75 per yard Co = $150 D = 10,000 yards 2CoD CoD CcQ Qopt = TCmin = + Cc Q 2 2(150)(10,000) (150)(10,000) (0.75)(2,000) Qopt = TCmin = + (0.75) 2,000 2 Qopt = 2,000 yards TCmin = $750 + $750 = $1,500 Orders per year = D/Qopt Order cycle time = 311 days/(D/Qopt) = 10,000/2,000 = 311/5 = 5 orders/year = 62.2 store days Copyright 2006 John Wiley & Sons, Inc. 12-19
  • 20. Production Quantity Model  An inventory system in which an order is received gradually, as inventory is simultaneously being depleted  AKA non-instantaneous receipt model  assumption that Q is received all at once is relaxed  p - daily rate at which an order is received over time, a.k.a. production rate  d - daily rate at which inventory is demanded Copyright 2006 John Wiley & Sons, Inc. 12-20
  • 21. Production Quantity Model (cont.) Inventory level Maximum Q(1-d/p) inventory level Average Q (1-d/p) inventory 2 level 0 Begin End Time order order Order receipt receipt receipt period Copyright 2006 John Wiley & Sons, Inc. 12-21
  • 22. Production Quantity Model (cont.) p = production rate d = demand rate Q Maximum inventory level = Q - d p d =Q1- p 2CoD Qopt = d Q d Cc 1 - p Average inventory level = 1- 2 p CoD CcQ d TC = + 1- p Q 2 Copyright 2006 John Wiley & Sons, Inc. 12-22
  • 23. Production Quantity Model: Example Cc = $0.75 per yard Co = $150 D = 10,000 yards d = 10,000/311 = 32.2 yards per day p = 150 yards per day 2CoD 2(150)(10,000) Qopt = = = 2,256.8 yards 32.2 Cc 1 - d 0.75 1 - p 150 Co D CcQ d TC = + 1- p = $1,329 Q 2 Q 2,256.8 Production run = = = 15.05 days per order p 150 Copyright 2006 John Wiley & Sons, Inc. 12-23
  • 24. Production Quantity Model: Example (cont.) D 10,000 Number of production runs = = = 4.43 runs/year Q 2,256.8 d 32.2 Maximum inventory level = Q 1 - = 2,256.8 1 - p 150 = 1,772 yards Copyright 2006 John Wiley & Sons, Inc. 12-24
  • 25. Quantity Discounts Price per unit decreases as order quantity increases CoD CcQ TC = + + PD Q 2 where P = per unit price of the item D = annual demand Copyright 2006 John Wiley & Sons, Inc. 12-25
  • 26. Quantity Discount Model (cont.) ORDER SIZE PRICE 0 - 99 $10 TC = ($10 ) 100 – 199 8 (d1) 200+ 6 (d2) TC (d1 = $8 ) TC (d2 = $6 ) Inventory cost ($) Carrying cost Ordering cost Q(d1 ) = 100 Qopt Q(d2 ) = 200 Copyright 2006 John Wiley & Sons, Inc. 12-26
  • 27. Quantity Discount: Example QUANTITY PRICE Co = $2,500 1 - 49 $1,400 Cc = $190 per computer 50 - 89 1,100 D = 200 90+ 900 2 Co D 2(2500)(200) Qopt = = = 72.5 PCs Cc 190 For Q = 72.5 CoD CcQopt TC = + + PD = $233,784 Qopt 2 For Q = 90 Co D CcQ TC = + + PD = $194,105 Q 2 Copyright 2006 John Wiley & Sons, Inc. 12-27
  • 28. Reorder Point Level of inventory at which a new order is placed R = dL where d = demand rate per period L = lead time Copyright 2006 John Wiley & Sons, Inc. 12-28
  • 29. Reorder Point: Example Demand = 10,000 yards/year Store open 311 days/year Daily demand = 10,000 / 311 = 32.154 yards/day Lead time = L = 10 days R = dL = (32.154)(10) = 321.54 yards Copyright 2006 John Wiley & Sons, Inc. 12-29
  • 30. Safety Stocks  Safety stock  buffer added to on hand inventory during lead time  Stockout  an inventory shortage  Service level  probability that the inventory available during lead time will meet demand Copyright 2006 John Wiley & Sons, Inc. 12-30
  • 31. Variable Demand with a Reorder Point Q Inventory level Reorder point, R 0 LT LT Time Copyright 2006 John Wiley & Sons, Inc. 12-31
  • 32. Reorder Point with a Safety Stock Inventory level Q Reorder point, R Safety Stock 0 LT LT Time Copyright 2006 John Wiley & Sons, Inc. 12-32
  • 33. Reorder Point With Variable Demand R = dL + zσ d L where d = average daily demand L = lead time σd = the standard deviation of daily demand z = number of standard deviations corresponding to the service level probability zσd L = safety stock Copyright 2006 John Wiley & Sons, Inc. 12-33
  • 34. Reorder Point for a Service Level Probability of meeting demand during lead time = service level Probability of a stockout Safety stock zσ d L dL R Demand Copyright 2006 John Wiley & Sons, Inc. 12-34
  • 35. Reorder Point for Variable Demand The carpet store wants a reorder point with a 95% service level and a 5% stockout probability d = 30 yards per day L = 10 days σd = 5 yards per day For a 95% service level, z = 1.65 R = dL + z σd L Safety stock = z σd L = 30(10) + (1.65)(5)( 10) = (1.65)(5)( 10) = 326.1 yards = 26.1 yards Copyright 2006 John Wiley & Sons, Inc. 12-35
  • 36. Order Quantity for a Periodic Inventory System Q = d(tb + L) + zσ d tb + L - I where d = average demand rate tb = the fixed time between orders L = lead time σd = standard deviation of demand zσ d tb + L = safety stock I = inventory level Copyright 2006 John Wiley & Sons, Inc. 12-36
  • 37. Fixed-Period Model with Variable Demand d = 6 bottles per day σ d = 1.2 bottles tb = 60 days L = 5 days I = 8 bottles z = 1.65 (for a 95% service level) Q = d(tb + L) + zσ d tb + L - I = (6)(60 + 5) + (1.65)(1.2) 60 + 5 - 8 = 397.96 bottles Copyright 2006 John Wiley & Sons, Inc. 12-37
  • 38. Copyright 2006 John Wiley & Sons, Inc. All rights reserved. Reproduction or translation of this work beyond that permitted in section 117 of the 1976 United States Copyright Act without express permission of the copyright owner is unlawful. Request for further information should be addressed to the Permission Department, John Wiley & Sons, Inc. The purchaser may make back-up copies for his/her own use only and not for distribution or resale. The Publisher assumes no responsibility for errors, omissions, or damages caused by the use of these programs or from the use of the information herein. Copyright 2006 John Wiley & Sons, Inc. 12-38