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Asset & Liabilities Management Chapter 3

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    Chapter 3

    Inventory Management

    In

    Supply Chains

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    Outline of the Presentation

    Introduction to Inventory Management

    The Effect of Demand Uncertainty

    (s,S) Policy

    Risk Pooling

    Centralized vs. Decentralized Systems

    Practical Issues in Inventory Management

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    Inventory

    Where do we hold inventory?Suppliers and manufacturers

    warehouses and distribution centers

    retailers

    Types of InventoryWIP

    raw materials

    finished goods

    Why do we hold inventory?Economies of scale

    Uncertainty in supply and demand

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    Goals:

    Reduce Cost, Improve Service

    By effectively managing inventory:

    Xerox eliminated $700 million inventory from its

    supply chain

    Wal-Mart became the largest retail company utilizingefficient inventory management

    GM has reduced parts inventory and transportation

    costs by 26% annually

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    Goals:

    Reduce Cost, Improve Service

    By not managing inventory successfully

    In 1994, IBM continues to struggle with shortages in their

    ThinkPad line (WSJ, Oct 7, 1994)

    In 1993, Liz Claiborne said its unexpected earning decline is the

    consequence of higher than anticipated excess inventory (WSJ,

    July 15, 1993)

    In 1993, Dell Computers predicts a loss; Stock plunges. Dell

    acknowledged that the company was sharply off in its forecast of

    demand, resulting in inventory write downs (WSJ, August 1993)

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    Understanding Inventory

    The inventory policy is affected by:

    Demand Characteristics

    Lead Time

    Number of Products

    Objectives

    Service level

    Minimize costs

    Cost Structure

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    Cost Structure

    Order costs

    Fixed

    Variable

    Holding CostsInsurance

    Maintenance and Handling

    Taxes

    Opportunity Costs

    Obsolescence

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    EOQ: A Simple Model

    Book Store Mug SalesDemand is constant, at 20 units a week

    Fixed order cost of $12.00, no lead time

    Holding cost of 25% of inventory valueannually

    Mugs cost $1.00, sell for $5.00

    QuestionHow many, when to order?

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    EOQ: A View of Inventory

    Time

    Inventory

    Order

    Size

    Note: No Stockouts

    Order when no inventory

    Order Size determines policy

    Avg. Inven

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    EOQ: Calculating Total Cost

    Purchase Cost Constant

    Holding Cost: (Avg. Inven) * (Holding Cost)

    Ordering (Setup Cost):Number of Orders * Order Cost

    Goal: Find the Order Quantity that

    Minimizes These Costs:

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    EOQ:Total Cost

    Order Quantity

    Annual Cost

    Holding Cost

    Total Cost Curve

    Order (Setup) Cost

    Optimal

    Order Quantity (Q*)

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    EOQ: Optimal Order Quantity

    Optimal Quantity (Q):

    So for our problem, the optimal quantity is

    316

    2 Annual Demand Ordering CostQ

    Holding Cost

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    EOQ: Important Observations

    Tradeoffbetween set-up costs and holding costs

    when determining order quantity. In fact, we

    order so that these costs are equal per unit time

    Total Cost is not particularly sensitive to the

    optimal order quantityOrder

    Qty

    Cost

    Increase

    Order

    Qty

    Cost

    Increase

    50% 25% 110% 1%

    80% 3% 120% 2%

    90% 1% 150% 8%

    100% 00.0% 200% 25%

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    The Effect of

    Demand Uncertainty

    Most companies treat the world as if it were predictable:

    Production and inventory planning are based on forecasts of

    demand made far in advance of the selling season

    Companies are aware of demand uncertainty when they create a

    forecast, but they design their planning process as if the forecast

    truly represents reality

    Recent technological advances have increased the level of

    demand uncertainty:

    Short product life cyclesIncreasing product variety

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    Demand Forecasts

    The three principles of all forecasting techniques:

    Forecasting is always wrong

    The longer the forecast horizon the worst is the forecastAggregate forecasts are more accurate

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    (s, S) Policies

    For some starting inventory levels, it is better tonot start production

    If we start, we always produce to the same level

    Thus, we use an (s,S) policy. If the inventorylevel is below s, we produce up to S.

    s is the reorder point, and Sis the order-up-to level

    The difference between the two levels is driven bythe fixed costs associated with ordering,transportation, or manufacturing

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    A Multi-Period Inventory Model

    Often, there are multiple reorder opportunities

    Consider a central distribution facility which orders from amanufacturer and delivers to retailers. The distributor

    periodically places orders to replenish its inventory

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    Case Study: Electronic

    Component Distributor

    Electronic Component Distributor

    Parent company HQ in Japan with world-

    wide manufacturingAll products manufactured by parent

    company

    One central warehouse in U.S.

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    Supply Chain and Product Flow

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    Demand Variability: Example 1

    Product Demand

    150

    75

    225

    100

    150

    50

    125

    61

    4853

    104

    45

    0

    50

    100

    150

    200

    250

    Apr May Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar

    Month

    Demand

    (000's)

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    Demand Variability: Example 1

    Histogram for Value of Orders Placed in a Week

    0

    5

    10

    15

    20

    25

    $25

    ,000

    $50,000

    $75,

    000

    $100

    ,000

    $125

    ,000

    $150

    ,000

    $175

    ,000

    $200

    ,000

    Value of Orders Placed in a Week

    Frequency

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    Reminder:

    The Normal Distribution

    0 10 20 30 40 50 60Average = 30

    Standard Deviation = 5

    Standard Deviation = 10

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    The distributor holds inventory to:

    Satisfy demand during lead time

    Protect against demand uncertainty

    Balance fixed costs and holding costs

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    The Multi-Period Inventory Model

    Normally distributed random demand

    Fixed order cost plus a cost proportional to amount

    ordered.

    Inventory cost is charged per item per unit timeIf an order arrives and there is no inventory, the order is

    lost

    The distributor has a required service level. This is

    expressed as the the likelihood that the distributor will notstock out during lead time.

    Intuitively, what will a good policy look like?

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    A View of (s, S) Policy

    Time

    InventoryL

    evel

    S

    s

    0

    Lead

    Time

    Lead

    Time

    Inventory Position

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    The (s,S) Policy

    (s, S) Policy: Whenever the inventory position

    drops below a certain level, s, we order to raise

    the inventory position to level S.

    The reorder point is a function of:

    The Lead Time

    Average demand

    Demand variabilityService level

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    Notation

    AVG = average daily demand

    STD = standard deviation of daily demand

    LT = replenishment lead time in days

    h = holding cost of one unit for one day

    SL = service level (for example, 95%). This implies that

    the probability of stocking out is 100%-SL (for example,

    5%)

    Also, the Inventory Position at any time is the actualinventory plus items already ordered, but not yet delivered.

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    Analysis

    The reorder point has two components:

    To account for average demand during lead time:

    LT AVG

    To account for deviations from average (we call this safety stock)

    where z is chosen from statistical tables to ensure that the

    probability of stockouts during leadtime is100%-SL.

    dSafety Stock z LT

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    Example

    The distributor has historically observed weekly demandof:

    AVG = 44.6 STD = 32.1Replenishment lead time is 2 weeks, and desired service

    level SL = 97%Average demand during lead time is:

    44.6 2 = 89.2

    Safety Stock is:

    1.88

    32.1

    2 = 85.3Reorder point is thus 175, or about 3.9 weeks of supply atwarehouse and in the pipeline

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    Model Two:

    Fixed Costs

    In addition to previous costs, a fixed cost K is paid every

    time an order is placed.

    We have seen that this motivates an (s,S) policy, where

    reorder point and order quantity are different.

    The reorder point will be the same as the previous model,

    in order to meet meet the service requirement:What about the order up to level?

    ( )( ) ( )( )S LT Avg z Avg LT

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    Model Two:

    The Order-Up-To Level

    We have used the EOQ model to balance fixed, variable

    costs:

    If there was no variability in demand, we would order Qwhen inventory level was at LT AVG. Why?

    There is variability, so we need safety stock

    The total order-up-to level is:

    2 ( )K AvgQ

    h

    ( )( )z Avg LT

    { ,( )( )} ( )( )S Max Q LT Avg z Avg LT

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    Model Two: Example

    Consider the previous example, but with the followingadditional info:

    fixed cost of $4500 when an order is placed

    $250 product cost

    holding cost 18% of product

    Weekly holding cost:h = (.18 250) / 52 = 0.87

    Order quantity

    Order-up-to level:s + Q = 85 + 679 = 765

    (2)(4500)(44.6)6790.87Q

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    Market Two

    Risk Pooling

    Consider these two systems:

    Supplier

    Warehouse One

    Warehouse Two

    Market One

    Market Two

    Supplier Warehouse

    Market One

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    Risk Pooling

    For the same service level, which system will

    require more inventory? Why?

    For the same total inventory level, which system

    will have better service? Why?

    What are the factors that affect these answers?

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    Risk Pooling Example

    Compare the two systems:

    two products

    maintain 97% service level

    $60 order cost

    $.27 weekly holding cost

    $1.05 transportation cost per unit in decentralized

    system, $1.10 in centralized system

    1 week lead time

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    Risk Pooling Example

    Week 1 2 3 4 5 6 7 8

    Prod A,

    Market 1

    33 45 37 38 55 30 18 58

    Prod A,

    Market 2

    46 35 41 40 26 48 18 55

    Prod B,

    Market 1

    0 2 3 0 0 1 3 0

    Product B,

    Market 2

    2 4 0 0 3 1 0 0

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    Risk Pooling Example

    Warehouse Product AVG STD CV

    Market 1 A 39.3 13.2 .34

    Market 2 A 38.6 12.0 .31

    Market 1 B 1.125 1.36 1.21

    Market 2 B 1.25 1.58 1.26

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    Risk Pooling Example

    Warehouse Product AVG STD CV s S Avg.

    Inven.

    %

    Dec.

    Market 1 A 39.3 13.2 .34 65 158 91

    Market 2 A 38.6 12.0 .31 62 154 88

    Market 1 B 1.125 1.36 1.21 4 26 15

    Market 2 B 1.25 1.58 1.26 5 27 15

    Cent. A 77.9 20.7 .27 118 226 132 26%

    Cent B 2.375 1.9 .81 6 37 20 33%

    Ri k P li

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    Risk Pooling:

    Important Observations

    Centralizing inventory control reduces both safety

    stock and average inventory level for the same

    service level.

    This works best for

    High coefficient of variation, which reduces required

    safety stock.

    Negatively correlated demand. Why?

    What other kinds of risk pooling will we see?

    Ri k P li

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    Risk Pooling:

    Types of Risk Pooling

    Risk Pooling Across Markets

    Risk Pooling Across Products

    Risk Pooling Across Time

    Daily order up to quantity is: LT AVG + z AVG LT

    10 1211 13 14 15

    Demands

    Orders

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    To Centralize or not to Centralize

    What is the effect on:

    Safety stock?

    Service level?Overhead?

    Lead time?

    Transportation Costs?

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    Supplier

    Warehouse

    Retailers

    Centralized Systems

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    Decentralized System

    Supplier

    Warehouses

    Retailers

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    Centralized Distribution Systems

    Question: How much inventory should management keep

    at each location?

    A good strategy:

    The retailer raises inventory to level Sr each period

    The supplier raises the sum of inventory in the retailer

    and supplier warehouses and in transit to Ss

    If there is not enough inventory in the warehouse to

    meet all demands from retailers, it is allocated so thatthe service level at each of the retailers will be equal.

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    Inventory Management: Best Practice

    Periodic inventory review policy (59%)

    Tight management of usage rates, leadtimes and safety stock (46%)

    ABC approach (37%)

    Reduced safety stock levels (34%)

    Shift more inventory, or inventoryownership, to suppliers (31%)

    Quantitative approaches (33%)

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    Industry Upper

    Quartile

    Median Lower

    QuartileDairy Products 34.4 19.3 9.2

    Electronic Component 9.8 5.7 3.7

    Electronic Computers 9.4 5.3 3.5Books: publishing 9.8 2.4 1.3

    Household audio &video equipment

    6.2 3.4 2.3

    Household electrical

    appliances

    8.0 5.0 3.8

    Industrial chemical 10.3 6.6 4.4

    Inventory Turn Over Ratios